ai prediction data mapped to the new tab called ai prediction

app/modules/AIPrediction/__tests__/AIPredictionCard.test.tsx

@@ -0,0 +1,249 @@
+/*
+ * File: AIPredictionCard.test.tsx
+ * Description: Unit tests for AI Prediction Card component
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+import React from 'react';
+import { render, fireEvent } from '@testing-library/react-native';
+import AIPredictionCard from '../components/AIPredictionCard';
+import type { AIPredictionCase } from '../types';
+
+// ============================================================================
+// MOCK DATA
+// ============================================================================
+
+const mockPredictionCase: AIPredictionCase = {
+  patid: 'test-patient-001',
+  hospital_id: 'hospital-123',
+  prediction: {
+    label: 'midline shift',
+    finding_type: 'pathology',
+    clinical_urgency: 'urgent',
+    confidence_score: 0.96,
+    finding_category: 'abnormal',
+    primary_severity: 'high',
+    anatomical_location: 'brain',
+  },
+  created_at: '2024-01-15T10:30:00Z',
+  updated_at: '2024-01-15T10:30:00Z',
+  review_status: 'pending',
+  priority: 'critical',
+};
+
+const mockProps = {
+  predictionCase: mockPredictionCase,
+  onPress: jest.fn(),
+  onReview: jest.fn(),
+  onToggleSelect: jest.fn(),
+  isSelected: false,
+  showReviewButton: true,
+};
+
+// ============================================================================
+// UNIT TESTS
+// ============================================================================
+
+describe('AIPredictionCard', () => {
+  beforeEach(() => {
+    jest.clearAllMocks();
+  });
+
+  // ============================================================================
+  // RENDERING TESTS
+  // ============================================================================
+
+  describe('Rendering', () => {
+    it('should render correctly with required props', () => {
+      const { getByText } = render(
+        <AIPredictionCard
+          predictionCase={mockPredictionCase}
+          onPress={mockProps.onPress}
+        />
+      );
+
+      expect(getByText('test-patient-001')).toBeTruthy();
+      expect(getByText('Midline Shift')).toBeTruthy();
+      expect(getByText('96%')).toBeTruthy();
+      expect(getByText('Urgent')).toBeTruthy();
+    });
+
+    it('should render review button when showReviewButton is true', () => {
+      const { getByText } = render(<AIPredictionCard {...mockProps} />);
+      expect(getByText('Review')).toBeTruthy();
+    });
+
+    it('should not render review button when showReviewButton is false', () => {
+      const { queryByText } = render(
+        <AIPredictionCard {...mockProps} showReviewButton={false} />
+      );
+      expect(queryByText('Review')).toBeNull();
+    });
+
+    it('should not render review button when status is not pending', () => {
+      const reviewedCase = {
+        ...mockPredictionCase,
+        review_status: 'reviewed' as const,
+      };
+      
+      const { queryByText } = render(
+        <AIPredictionCard
+          {...mockProps}
+          predictionCase={reviewedCase}
+        />
+      );
+      expect(queryByText('Review')).toBeNull();
+    });
+
+    it('should render selection checkbox when onToggleSelect is provided', () => {
+      const { getByRole } = render(<AIPredictionCard {...mockProps} />);
+      expect(getByRole('checkbox')).toBeTruthy();
+    });
+
+    it('should show selected state correctly', () => {
+      const { getByRole } = render(
+        <AIPredictionCard {...mockProps} isSelected={true} />
+      );
+      
+      const checkbox = getByRole('checkbox');
+      expect(checkbox.props.accessibilityState.checked).toBe(true);
+    });
+  });
+
+  // ============================================================================
+  // INTERACTION TESTS
+  // ============================================================================
+
+  describe('Interactions', () => {
+    it('should call onPress when card is pressed', () => {
+      const { getByRole } = render(<AIPredictionCard {...mockProps} />);
+      
+      fireEvent.press(getByRole('button'));
+      expect(mockProps.onPress).toHaveBeenCalledWith(mockPredictionCase);
+    });
+
+    it('should call onReview when review button is pressed', () => {
+      const { getByText } = render(<AIPredictionCard {...mockProps} />);
+      
+      fireEvent.press(getByText('Review'));
+      expect(mockProps.onReview).toHaveBeenCalledWith('test-patient-001');
+    });
+
+    it('should call onToggleSelect when checkbox is pressed', () => {
+      const { getByRole } = render(<AIPredictionCard {...mockProps} />);
+      
+      fireEvent.press(getByRole('checkbox'));
+      expect(mockProps.onToggleSelect).toHaveBeenCalledWith('test-patient-001');
+    });
+  });
+
+  // ============================================================================
+  // DATA FORMATTING TESTS
+  // ============================================================================
+
+  describe('Data formatting', () => {
+    it('should format confidence score as percentage', () => {
+      const { getByText } = render(<AIPredictionCard {...mockProps} />);
+      expect(getByText('96%')).toBeTruthy();
+    });
+
+    it('should capitalize text correctly', () => {
+      const { getByText } = render(<AIPredictionCard {...mockProps} />);
+      expect(getByText('Midline Shift')).toBeTruthy();
+      expect(getByText('Pathology')).toBeTruthy();
+      expect(getByText('Abnormal')).toBeTruthy();
+    });
+
+    it('should handle missing anatomical location', () => {
+      const caseWithoutLocation = {
+        ...mockPredictionCase,
+        prediction: {
+          ...mockPredictionCase.prediction,
+          anatomical_location: 'not_applicable',
+        },
+      };
+
+      const { queryByText } = render(
+        <AIPredictionCard
+          {...mockProps}
+          predictionCase={caseWithoutLocation}
+        />
+      );
+      
+      // Should not render location when it's 'not_applicable'
+      expect(queryByText('Not Applicable')).toBeNull();
+    });
+  });
+
+  // ============================================================================
+  // ACCESSIBILITY TESTS
+  // ============================================================================
+
+  describe('Accessibility', () => {
+    it('should have proper accessibility labels', () => {
+      const { getByLabelText } = render(<AIPredictionCard {...mockProps} />);
+      
+      expect(
+        getByLabelText('AI Prediction case for patient test-patient-001')
+      ).toBeTruthy();
+    });
+
+    it('should have proper accessibility hints', () => {
+      const { getByRole } = render(<AIPredictionCard {...mockProps} />);
+      
+      const cardButton = getByRole('button');
+      expect(cardButton.props.accessibilityHint).toBe(
+        'Tap to view detailed prediction information'
+      );
+    });
+  });
+
+  // ============================================================================
+  // EDGE CASES TESTS
+  // ============================================================================
+
+  describe('Edge cases', () => {
+    it('should handle missing dates gracefully', () => {
+      const caseWithoutDates = {
+        ...mockPredictionCase,
+        created_at: undefined,
+        updated_at: undefined,
+      };
+
+      const { getByText } = render(
+        <AIPredictionCard
+          {...mockProps}
+          predictionCase={caseWithoutDates}
+        />
+      );
+      
+      expect(getByText('N/A')).toBeTruthy();
+    });
+
+    it('should handle emergency urgency with special styling', () => {
+      const emergencyCase = {
+        ...mockPredictionCase,
+        prediction: {
+          ...mockPredictionCase.prediction,
+          clinical_urgency: 'emergency' as const,
+        },
+      };
+
+      const { getByText } = render(
+        <AIPredictionCard
+          {...mockProps}
+          predictionCase={emergencyCase}
+        />
+      );
+      
+      expect(getByText('Emergency')).toBeTruthy();
+    });
+  });
+});
+
+/*
+ * End of File: AIPredictionCard.test.tsx
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/__tests__/aiPredictionAPI.test.ts

@@ -0,0 +1,361 @@
+/*
+ * File: aiPredictionAPI.test.ts
+ * Description: Unit tests for AI Prediction API service
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+import { aiPredictionAPI } from '../services/aiPredictionAPI';
+
+// Mock apisauce
+jest.mock('apisauce', () => ({
+  create: jest.fn(() => ({
+    get: jest.fn(),
+    post: jest.fn(),
+    put: jest.fn(),
+    delete: jest.fn(),
+  })),
+}));
+
+// Mock API utilities
+jest.mock('../../../shared/utils', () => ({
+  API_CONFIG: {
+    BASE_URL: 'https://test-api.com',
+  },
+  buildHeaders: jest.fn((options = {}) => ({
+    headers: {
+      'Content-Type': 'application/json',
+      ...(options.token && { Authorization: `Bearer ${options.token}` }),
+    },
+  })),
+}));
+
+// ============================================================================
+// MOCK DATA
+// ============================================================================
+
+const mockToken = 'test-token-123';
+const mockResponse = {
+  ok: true,
+  data: {
+    success: true,
+    data: [
+      {
+        patid: 'test-001',
+        hospital_id: 'hospital-001',
+        prediction: {
+          label: 'test finding',
+          finding_type: 'pathology',
+          clinical_urgency: 'urgent',
+          confidence_score: 0.95,
+          finding_category: 'abnormal',
+          primary_severity: 'high',
+          anatomical_location: 'brain',
+        },
+      },
+    ],
+  },
+};
+
+// ============================================================================
+// UNIT TESTS
+// ============================================================================
+
+describe('AI Prediction API', () => {
+  let mockApi: any;
+
+  beforeEach(() => {
+    // Reset mocks
+    jest.clearAllMocks();
+    
+    // Get the mocked API instance
+    const { create } = require('apisauce');
+    mockApi = create();
+  });
+
+  // ============================================================================
+  // GET ALL PREDICTIONS TESTS
+  // ============================================================================
+
+  describe('getAllPredictions', () => {
+    it('should call GET endpoint with correct parameters', async () => {
+      mockApi.get.mockResolvedValue(mockResponse);
+
+      const params = {
+        page: 1,
+        limit: 20,
+        urgency: 'urgent',
+        search: 'test',
+      };
+
+      await aiPredictionAPI.getAllPredictions(mockToken, params);
+
+      expect(mockApi.get).toHaveBeenCalledWith(
+        '/api/ai-cases/all-prediction-results',
+        params,
+        expect.objectContaining({
+          headers: expect.objectContaining({
+            Authorization: `Bearer ${mockToken}`,
+          }),
+        })
+      );
+    });
+
+    it('should call GET endpoint without parameters', async () => {
+      mockApi.get.mockResolvedValue(mockResponse);
+
+      await aiPredictionAPI.getAllPredictions(mockToken);
+
+      expect(mockApi.get).toHaveBeenCalledWith(
+        '/api/ai-cases/all-prediction-results',
+        {},
+        expect.objectContaining({
+          headers: expect.objectContaining({
+            Authorization: `Bearer ${mockToken}`,
+          }),
+        })
+      );
+    });
+  });
+
+  // ============================================================================
+  // GET CASE DETAILS TESTS
+  // ============================================================================
+
+  describe('getCaseDetails', () => {
+    it('should call GET endpoint with correct case ID', async () => {
+      const caseId = 'test-case-001';
+      mockApi.get.mockResolvedValue(mockResponse);
+
+      await aiPredictionAPI.getCaseDetails(caseId, mockToken);
+
+      expect(mockApi.get).toHaveBeenCalledWith(
+        `/api/ai-cases/prediction-details/${caseId}`,
+        {},
+        expect.objectContaining({
+          headers: expect.objectContaining({
+            Authorization: `Bearer ${mockToken}`,
+          }),
+        })
+      );
+    });
+  });
+
+  // ============================================================================
+  // UPDATE CASE REVIEW TESTS
+  // ============================================================================
+
+  describe('updateCaseReview', () => {
+    it('should call PUT endpoint with correct data', async () => {
+      const caseId = 'test-case-001';
+      const reviewData = {
+        review_status: 'reviewed' as const,
+        reviewed_by: 'Dr. Test',
+        review_notes: 'Test notes',
+        priority: 'high' as const,
+      };
+
+      mockApi.put.mockResolvedValue(mockResponse);
+
+      await aiPredictionAPI.updateCaseReview(caseId, reviewData, mockToken);
+
+      expect(mockApi.put).toHaveBeenCalledWith(
+        `/api/ai-cases/review/${caseId}`,
+        reviewData,
+        expect.objectContaining({
+          headers: expect.objectContaining({
+            Authorization: `Bearer ${mockToken}`,
+          }),
+        })
+      );
+    });
+  });
+
+  // ============================================================================
+  // GET STATISTICS TESTS
+  // ============================================================================
+
+  describe('getPredictionStats', () => {
+    it('should call GET endpoint with time range parameter', async () => {
+      mockApi.get.mockResolvedValue(mockResponse);
+
+      await aiPredictionAPI.getPredictionStats(mockToken, 'week');
+
+      expect(mockApi.get).toHaveBeenCalledWith(
+        '/api/ai-cases/statistics',
+        { timeRange: 'week' },
+        expect.objectContaining({
+          headers: expect.objectContaining({
+            Authorization: `Bearer ${mockToken}`,
+          }),
+        })
+      );
+    });
+
+    it('should call GET endpoint without time range parameter', async () => {
+      mockApi.get.mockResolvedValue(mockResponse);
+
+      await aiPredictionAPI.getPredictionStats(mockToken);
+
+      expect(mockApi.get).toHaveBeenCalledWith(
+        '/api/ai-cases/statistics',
+        {},
+        expect.objectContaining({
+          headers: expect.objectContaining({
+            Authorization: `Bearer ${mockToken}`,
+          }),
+        })
+      );
+    });
+  });
+
+  // ============================================================================
+  // SEARCH PREDICTIONS TESTS
+  // ============================================================================
+
+  describe('searchPredictions', () => {
+    it('should call GET endpoint with search query and filters', async () => {
+      const query = 'test search';
+      const filters = {
+        urgency: ['urgent', 'emergency'],
+        severity: ['high'],
+        dateRange: { start: '2024-01-01', end: '2024-01-31' },
+      };
+
+      mockApi.get.mockResolvedValue(mockResponse);
+
+      await aiPredictionAPI.searchPredictions(query, mockToken, filters);
+
+      expect(mockApi.get).toHaveBeenCalledWith(
+        '/api/ai-cases/search',
+        {
+          q: query,
+          filters: JSON.stringify(filters),
+        },
+        expect.objectContaining({
+          headers: expect.objectContaining({
+            Authorization: `Bearer ${mockToken}`,
+          }),
+        })
+      );
+    });
+
+    it('should call GET endpoint with only search query', async () => {
+      const query = 'test search';
+      mockApi.get.mockResolvedValue(mockResponse);
+
+      await aiPredictionAPI.searchPredictions(query, mockToken);
+
+      expect(mockApi.get).toHaveBeenCalledWith(
+        '/api/ai-cases/search',
+        { q: query },
+        expect.objectContaining({
+          headers: expect.objectContaining({
+            Authorization: `Bearer ${mockToken}`,
+          }),
+        })
+      );
+    });
+  });
+
+  // ============================================================================
+  // BULK OPERATIONS TESTS
+  // ============================================================================
+
+  describe('bulkUpdateReviews', () => {
+    it('should call PUT endpoint with case IDs and review data', async () => {
+      const caseIds = ['case-001', 'case-002', 'case-003'];
+      const reviewData = {
+        review_status: 'reviewed' as const,
+        reviewed_by: 'Dr. Test',
+        review_notes: 'Bulk review',
+      };
+
+      mockApi.put.mockResolvedValue(mockResponse);
+
+      await aiPredictionAPI.bulkUpdateReviews(caseIds, reviewData, mockToken);
+
+      expect(mockApi.put).toHaveBeenCalledWith(
+        '/api/ai-cases/bulk-review',
+        { caseIds, reviewData },
+        expect.objectContaining({
+          headers: expect.objectContaining({
+            Authorization: `Bearer ${mockToken}`,
+          }),
+        })
+      );
+    });
+  });
+
+  // ============================================================================
+  // SUBMIT FEEDBACK TESTS
+  // ============================================================================
+
+  describe('submitPredictionFeedback', () => {
+    it('should call POST endpoint with feedback data', async () => {
+      const caseId = 'test-case-001';
+      const feedbackData = {
+        accuracy_rating: 4 as const,
+        is_accurate: true,
+        physician_diagnosis: 'Confirmed midline shift',
+        feedback_notes: 'Accurate prediction',
+        improvement_suggestions: 'None',
+      };
+
+      mockApi.post.mockResolvedValue(mockResponse);
+
+      await aiPredictionAPI.submitPredictionFeedback(caseId, feedbackData, mockToken);
+
+      expect(mockApi.post).toHaveBeenCalledWith(
+        `/api/ai-cases/feedback/${caseId}`,
+        feedbackData,
+        expect.objectContaining({
+          headers: expect.objectContaining({
+            Authorization: `Bearer ${mockToken}`,
+          }),
+        })
+      );
+    });
+  });
+
+  // ============================================================================
+  // ERROR HANDLING TESTS
+  // ============================================================================
+
+  describe('Error handling', () => {
+    it('should handle API errors gracefully', async () => {
+      const errorResponse = {
+        ok: false,
+        problem: 'NETWORK_ERROR',
+        data: null,
+      };
+
+      mockApi.get.mockResolvedValue(errorResponse);
+
+      const result = await aiPredictionAPI.getAllPredictions(mockToken);
+      expect(result).toEqual(errorResponse);
+    });
+
+    it('should handle missing token', async () => {
+      mockApi.get.mockResolvedValue(mockResponse);
+
+      await aiPredictionAPI.getAllPredictions('');
+
+      expect(mockApi.get).toHaveBeenCalledWith(
+        '/api/ai-cases/all-prediction-results',
+        {},
+        expect.objectContaining({
+          headers: expect.objectContaining({
+            'Content-Type': 'application/json',
+          }),
+        })
+      );
+    });
+  });
+});
+
+/*
+ * End of File: aiPredictionAPI.test.ts
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/__tests__/aiPredictionSlice.test.ts

@@ -0,0 +1,231 @@
+/*
+ * File: aiPredictionSlice.test.ts
+ * Description: Unit tests for AI Prediction Redux slice
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+import aiPredictionReducer, {
+  setSearchQuery,
+  setUrgencyFilter,
+  setSeverityFilter,
+  setCategoryFilter,
+  clearAllFilters,
+  toggleShowFilters,
+  clearError,
+} from '../redux/aiPredictionSlice';
+import type { AIPredictionState } from '../types';
+
+// ============================================================================
+// MOCK DATA
+// ============================================================================
+
+const initialState: AIPredictionState = {
+  predictionCases: [],
+  currentCase: null,
+  isLoading: false,
+  isRefreshing: false,
+  isLoadingCaseDetails: false,
+  error: null,
+  searchQuery: '',
+  selectedUrgencyFilter: 'all',
+  selectedSeverityFilter: 'all',
+  selectedCategoryFilter: 'all',
+  sortBy: 'date',
+  sortOrder: 'desc',
+  currentPage: 1,
+  itemsPerPage: 20,
+  totalItems: 0,
+  lastUpdated: null,
+  cacheExpiry: null,
+  showFilters: false,
+  selectedCaseIds: [],
+};
+
+// ============================================================================
+// UNIT TESTS
+// ============================================================================
+
+describe('AI Prediction Slice', () => {
+  // ============================================================================
+  // INITIAL STATE TESTS
+  // ============================================================================
+
+  it('should return the initial state', () => {
+    const result = aiPredictionReducer(undefined, { type: 'unknown' });
+    expect(result).toEqual(initialState);
+  });
+
+  // ============================================================================
+  // SEARCH TESTS
+  // ============================================================================
+
+  describe('Search functionality', () => {
+    it('should handle setSearchQuery', () => {
+      const searchQuery = 'test search';
+      const action = setSearchQuery(searchQuery);
+      const result = aiPredictionReducer(initialState, action);
+
+      expect(result.searchQuery).toBe(searchQuery);
+      expect(result.currentPage).toBe(1); // Should reset to first page
+    });
+
+    it('should handle empty search query', () => {
+      const state = { ...initialState, searchQuery: 'existing search' };
+      const action = setSearchQuery('');
+      const result = aiPredictionReducer(state, action);
+
+      expect(result.searchQuery).toBe('');
+      expect(result.currentPage).toBe(1);
+    });
+  });
+
+  // ============================================================================
+  // FILTER TESTS
+  // ============================================================================
+
+  describe('Filter functionality', () => {
+    it('should handle setUrgencyFilter', () => {
+      const filter = 'urgent';
+      const action = setUrgencyFilter(filter);
+      const result = aiPredictionReducer(initialState, action);
+
+      expect(result.selectedUrgencyFilter).toBe(filter);
+      expect(result.currentPage).toBe(1); // Should reset to first page
+    });
+
+    it('should handle setSeverityFilter', () => {
+      const filter = 'high';
+      const action = setSeverityFilter(filter);
+      const result = aiPredictionReducer(initialState, action);
+
+      expect(result.selectedSeverityFilter).toBe(filter);
+      expect(result.currentPage).toBe(1);
+    });
+
+    it('should handle setCategoryFilter', () => {
+      const filter = 'critical';
+      const action = setCategoryFilter(filter);
+      const result = aiPredictionReducer(initialState, action);
+
+      expect(result.selectedCategoryFilter).toBe(filter);
+      expect(result.currentPage).toBe(1);
+    });
+
+    it('should handle clearAllFilters', () => {
+      const state: AIPredictionState = {
+        ...initialState,
+        searchQuery: 'test',
+        selectedUrgencyFilter: 'urgent',
+        selectedSeverityFilter: 'high',
+        selectedCategoryFilter: 'critical',
+        currentPage: 3,
+      };
+
+      const action = clearAllFilters();
+      const result = aiPredictionReducer(state, action);
+
+      expect(result.searchQuery).toBe('');
+      expect(result.selectedUrgencyFilter).toBe('all');
+      expect(result.selectedSeverityFilter).toBe('all');
+      expect(result.selectedCategoryFilter).toBe('all');
+      expect(result.currentPage).toBe(1);
+    });
+  });
+
+  // ============================================================================
+  // UI STATE TESTS
+  // ============================================================================
+
+  describe('UI state functionality', () => {
+    it('should handle toggleShowFilters', () => {
+      const action = toggleShowFilters();
+      
+      // Toggle from false to true
+      const result1 = aiPredictionReducer(initialState, action);
+      expect(result1.showFilters).toBe(true);
+      
+      // Toggle from true to false
+      const result2 = aiPredictionReducer(result1, action);
+      expect(result2.showFilters).toBe(false);
+    });
+
+    it('should handle clearError', () => {
+      const state = { ...initialState, error: 'Test error' };
+      const action = clearError();
+      const result = aiPredictionReducer(state, action);
+
+      expect(result.error).toBe(null);
+    });
+  });
+
+  // ============================================================================
+  // ASYNC ACTION TESTS
+  // ============================================================================
+
+  describe('Async actions', () => {
+    it('should handle fetchAIPredictions.pending', () => {
+      const action = { type: 'aiPrediction/fetchAIPredictions/pending' };
+      const result = aiPredictionReducer(initialState, action);
+
+      expect(result.isLoading).toBe(true);
+      expect(result.error).toBe(null);
+    });
+
+    it('should handle fetchAIPredictions.fulfilled', () => {
+      const mockCases = [
+        {
+          patid: 'test-001',
+          hospital_id: 'hospital-001',
+          prediction: {
+            label: 'test finding',
+            finding_type: 'pathology' as const,
+            clinical_urgency: 'urgent' as const,
+            confidence_score: 0.95,
+            finding_category: 'abnormal' as const,
+            primary_severity: 'high' as const,
+            anatomical_location: 'brain',
+          },
+        },
+      ];
+
+      const action = {
+        type: 'aiPrediction/fetchAIPredictions/fulfilled',
+        payload: {
+          cases: mockCases,
+          total: 1,
+          page: 1,
+          limit: 20,
+        },
+      };
+
+      const result = aiPredictionReducer(initialState, action);
+
+      expect(result.isLoading).toBe(false);
+      expect(result.predictionCases).toEqual(mockCases);
+      expect(result.totalItems).toBe(1);
+      expect(result.error).toBe(null);
+      expect(result.lastUpdated).toBeInstanceOf(Date);
+      expect(result.cacheExpiry).toBeInstanceOf(Date);
+    });
+
+    it('should handle fetchAIPredictions.rejected', () => {
+      const errorMessage = 'Failed to fetch predictions';
+      const action = {
+        type: 'aiPrediction/fetchAIPredictions/rejected',
+        payload: errorMessage,
+      };
+
+      const result = aiPredictionReducer(initialState, action);
+
+      expect(result.isLoading).toBe(false);
+      expect(result.error).toBe(errorMessage);
+    });
+  });
+});
+
+/*
+ * End of File: aiPredictionSlice.test.ts
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/components/AIPredictionCard.tsx

@@ -0,0 +1,522 @@
+/*
+ * File: AIPredictionCard.tsx
+ * Description: Card component for displaying AI prediction case information
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+import React from 'react';
+import {
+  View,
+  Text,
+  StyleSheet,
+  TouchableOpacity,
+  Dimensions,
+} from 'react-native';
+import Icon from 'react-native-vector-icons/Feather';
+import { theme } from '../../../theme';
+import { AIPredictionCase, URGENCY_COLORS, SEVERITY_COLORS, CATEGORY_COLORS } from '../types';
+
+// ============================================================================
+// INTERFACES
+// ============================================================================
+
+interface AIPredictionCardProps {
+  predictionCase: AIPredictionCase;
+  onPress: (predictionCase: AIPredictionCase) => void;
+  onReview?: (caseId: string) => void;
+  isSelected?: boolean;
+  onToggleSelect?: (caseId: string) => void;
+  showReviewButton?: boolean;
+}
+
+// ============================================================================
+// CONSTANTS
+// ============================================================================
+
+const { width } = Dimensions.get('window');
+const CARD_WIDTH = width - 32; // Full width with margins
+
+// ============================================================================
+// AI PREDICTION CARD COMPONENT
+// ============================================================================
+
+/**
+ * AIPredictionCard Component
+ * 
+ * Purpose: Display AI prediction case information in a card format
+ * 
+ * Features:
+ * - Patient ID and hospital information
+ * - AI prediction results with confidence score
+ * - Urgency and severity indicators
+ * - Review status and actions
+ * - Selection support for bulk operations
+ * - Modern card design with proper spacing
+ * - Color-coded priority indicators
+ * - Accessibility support
+ */
+const AIPredictionCard: React.FC<AIPredictionCardProps> = ({
+  predictionCase,
+  onPress,
+  onReview,
+  isSelected = false,
+  onToggleSelect,
+  showReviewButton = true,
+}) => {
+  // ============================================================================
+  // HELPER FUNCTIONS
+  // ============================================================================
+
+  /**
+   * Get Urgency Color
+   * 
+   * Purpose: Get color based on clinical urgency
+   */
+  const getUrgencyColor = (urgency: string): string => {
+    return URGENCY_COLORS[urgency as keyof typeof URGENCY_COLORS] || theme.colors.textMuted;
+  };
+
+  /**
+   * Get Severity Color
+   * 
+   * Purpose: Get color based on primary severity
+   */
+  const getSeverityColor = (severity: string): string => {
+    return SEVERITY_COLORS[severity as keyof typeof SEVERITY_COLORS] || theme.colors.textMuted;
+  };
+
+  /**
+   * Get Category Color
+   * 
+   * Purpose: Get color based on finding category
+   */
+  const getCategoryColor = (category: string): string => {
+    return CATEGORY_COLORS[category as keyof typeof CATEGORY_COLORS] || theme.colors.textMuted;
+  };
+
+  /**
+   * Get Review Status Color
+   * 
+   * Purpose: Get color based on review status
+   */
+  const getReviewStatusColor = (status: string): string => {
+    switch (status) {
+      case 'confirmed':
+        return theme.colors.success;
+      case 'reviewed':
+        return theme.colors.info;
+      case 'disputed':
+        return theme.colors.warning;
+      case 'pending':
+      default:
+        return theme.colors.error;
+    }
+  };
+
+  /**
+   * Format Confidence Score
+   * 
+   * Purpose: Format confidence score as percentage
+   */
+  const formatConfidence = (score: number): string => {
+    return `${Math.round(score * 100)}%`;
+  };
+
+  /**
+   * Capitalize Text
+   * 
+   * Purpose: Capitalize first letter of each word
+   */
+  const capitalize = (text: string): string => {
+    return text.split('_').map(word => 
+      word.charAt(0).toUpperCase() + word.slice(1)
+    ).join(' ');
+  };
+
+  /**
+   * Format Date
+   * 
+   * Purpose: Format date for display
+   */
+  const formatDate = (dateString?: string): string => {
+    if (!dateString) return 'N/A';
+    try {
+      const date = new Date(dateString);
+      return date.toLocaleDateString('en-US', {
+        month: 'short',
+        day: 'numeric',
+        hour: '2-digit',
+        minute: '2-digit',
+      });
+    } catch {
+      return 'N/A';
+    }
+  };
+
+  // ============================================================================
+  // EVENT HANDLERS
+  // ============================================================================
+
+  /**
+   * Handle Card Press
+   * 
+   * Purpose: Handle card tap to view details
+   */
+  const handleCardPress = () => {
+    onPress(predictionCase);
+  };
+
+  /**
+   * Handle Review Press
+   * 
+   * Purpose: Handle review button press
+   */
+  const handleReviewPress = (event: any) => {
+    event.stopPropagation();
+    if (onReview) {
+      onReview(predictionCase.patid);
+    }
+  };
+
+  /**
+   * Handle Selection Toggle
+   * 
+   * Purpose: Handle case selection toggle
+   */
+  const handleSelectionToggle = (event: any) => {
+    event.stopPropagation();
+    if (onToggleSelect) {
+      onToggleSelect(predictionCase.patid);
+    }
+  };
+
+  // ============================================================================
+  // RENDER
+  // ============================================================================
+
+  return (
+    <TouchableOpacity
+      style={[
+        styles.container,
+        isSelected && styles.selectedContainer,
+        predictionCase.prediction.clinical_urgency === 'emergency' && styles.emergencyContainer,
+      ]}
+      onPress={handleCardPress}
+      activeOpacity={0.7}
+      accessibilityRole="button"
+      accessibilityLabel={`AI Prediction case for patient ${predictionCase.patid}`}
+      accessibilityHint="Tap to view detailed prediction information"
+    >
+      {/* Header Section */}
+      <View style={styles.header}>
+        <View style={styles.headerLeft}>
+          <Text style={styles.patientId} numberOfLines={1}>
+            {predictionCase.patid}
+          </Text>
+          <Text style={styles.date}>
+            {formatDate(predictionCase.processed_at)}
+          </Text>
+        </View>
+        
+        <View style={styles.headerRight}>
+          {onToggleSelect && (
+            <TouchableOpacity
+              style={styles.selectionButton}
+              onPress={handleSelectionToggle}
+              accessibilityRole="checkbox"
+              accessibilityState={{ checked: isSelected }}
+            >
+              <Icon
+                name={isSelected ? 'check-square' : 'square'}
+                size={20}
+                color={isSelected ? theme.colors.primary : theme.colors.textMuted}
+              />
+            </TouchableOpacity>
+          )}
+          
+          <View style={[
+            styles.priorityBadge,
+            { backgroundColor: getUrgencyColor(predictionCase.prediction.clinical_urgency) }
+          ]}>
+            <Text style={styles.priorityText}>
+              {capitalize(predictionCase.prediction.clinical_urgency)}
+            </Text>
+          </View>
+        </View>
+      </View>
+
+      {/* Prediction Information */}
+      <View style={styles.predictionSection}>
+        <View style={styles.predictionHeader}>
+          <Text style={styles.predictionLabel} numberOfLines={2}>
+            {capitalize(predictionCase.prediction.label)}
+          </Text>
+          <View style={styles.confidenceContainer}>
+            <Icon name="trending-up" size={16} color={theme.colors.primary} />
+            <Text style={styles.confidenceText}>
+              {formatConfidence(predictionCase.prediction.confidence_score)}
+            </Text>
+          </View>
+        </View>
+
+        {/* Finding Details */}
+        <View style={styles.findingDetails}>
+          <View style={styles.findingItem}>
+            <Text style={styles.findingLabel}>Type:</Text>
+            <Text style={styles.findingValue}>
+              {capitalize(predictionCase.prediction.finding_type)}
+            </Text>
+          </View>
+          
+          <View style={styles.findingItem}>
+            <Text style={styles.findingLabel}>Category:</Text>
+            <View style={[
+              styles.categoryBadge,
+              { backgroundColor: getCategoryColor(predictionCase.prediction.finding_category) }
+            ]}>
+              <Text style={styles.categoryText}>
+                {capitalize(predictionCase.prediction.finding_category)}
+              </Text>
+            </View>
+          </View>
+        </View>
+
+        {/* Severity and Location */}
+        <View style={styles.detailsRow}>
+          <View style={styles.detailItem}>
+            <Icon name="alert-triangle" size={14} color={getSeverityColor(predictionCase.prediction.primary_severity)} />
+            <Text style={[styles.detailText, { color: getSeverityColor(predictionCase.prediction.primary_severity) }]}>
+              {capitalize(predictionCase.prediction.primary_severity)} Severity
+            </Text>
+          </View>
+          
+          {predictionCase.prediction.anatomical_location !== 'not_applicable' && (
+            <View style={styles.detailItem}>
+              <Icon name="map-pin" size={14} color={theme.colors.textSecondary} />
+              <Text style={styles.detailText}>
+                {capitalize(predictionCase.prediction.anatomical_location)}
+              </Text>
+            </View>
+          )}
+        </View>
+      </View>
+
+      {/* Footer Section */}
+      <View style={styles.footer}>
+        <View style={styles.footerLeft}>
+          <View style={[
+            styles.reviewStatusBadge,
+            { backgroundColor: getReviewStatusColor(predictionCase.review_status || 'pending') }
+          ]}>
+            <Text style={styles.reviewStatusText}>
+              {capitalize(predictionCase.review_status || 'pending')}
+            </Text>
+          </View>
+          
+          {predictionCase.reviewed_by && (
+            <Text style={styles.reviewedBy}>
+              by {predictionCase.reviewed_by}
+            </Text>
+          )}
+        </View>
+
+        {showReviewButton && predictionCase.review_status === 'pending' && (
+          <TouchableOpacity
+            style={styles.reviewButton}
+            onPress={handleReviewPress}
+            accessibilityRole="button"
+            accessibilityLabel="Review this case"
+          >
+            <Icon name="eye" size={16} color={theme.colors.primary} />
+            <Text style={styles.reviewButtonText}>Review</Text>
+          </TouchableOpacity>
+        )}
+      </View>
+    </TouchableOpacity>
+  );
+};
+
+// ============================================================================
+// STYLES
+// ============================================================================
+
+const styles = StyleSheet.create({
+  container: {
+    backgroundColor: theme.colors.background,
+    borderRadius: theme.borderRadius.large,
+    padding: theme.spacing.lg,
+    marginHorizontal: theme.spacing.md,
+    marginVertical: theme.spacing.sm,
+    width: CARD_WIDTH,
+    ...theme.shadows.medium,
+    borderWidth: 1,
+    borderColor: theme.colors.border,
+  },
+  selectedContainer: {
+    borderColor: theme.colors.primary,
+    borderWidth: 2,
+  },
+  emergencyContainer: {
+    borderLeftWidth: 4,
+    borderLeftColor: URGENCY_COLORS.emergency,
+  },
+  header: {
+    flexDirection: 'row',
+    justifyContent: 'space-between',
+    alignItems: 'flex-start',
+    marginBottom: theme.spacing.md,
+  },
+  headerLeft: {
+    flex: 1,
+  },
+  headerRight: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    gap: theme.spacing.sm,
+  },
+  patientId: {
+    fontSize: theme.typography.fontSize.bodyLarge,
+    fontWeight: theme.typography.fontWeight.bold,
+    color: theme.colors.textPrimary,
+    marginBottom: theme.spacing.xs,
+  },
+  date: {
+    fontSize: theme.typography.fontSize.bodySmall,
+    color: theme.colors.textSecondary,
+  },
+  selectionButton: {
+    padding: theme.spacing.xs,
+  },
+  priorityBadge: {
+    paddingHorizontal: theme.spacing.sm,
+    paddingVertical: theme.spacing.xs,
+    borderRadius: theme.borderRadius.small,
+  },
+  priorityText: {
+    fontSize: theme.typography.fontSize.caption,
+    fontWeight: theme.typography.fontWeight.medium,
+    color: theme.colors.background,
+  },
+  predictionSection: {
+    marginBottom: theme.spacing.md,
+  },
+  predictionHeader: {
+    flexDirection: 'row',
+    justifyContent: 'space-between',
+    alignItems: 'flex-start',
+    marginBottom: theme.spacing.sm,
+  },
+  predictionLabel: {
+    fontSize: theme.typography.fontSize.bodyLarge,
+    fontWeight: theme.typography.fontWeight.medium,
+    color: theme.colors.textPrimary,
+    flex: 1,
+    marginRight: theme.spacing.sm,
+  },
+  confidenceContainer: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    gap: theme.spacing.xs,
+  },
+  confidenceText: {
+    fontSize: theme.typography.fontSize.bodyMedium,
+    fontWeight: theme.typography.fontWeight.medium,
+    color: theme.colors.primary,
+  },
+  findingDetails: {
+    marginBottom: theme.spacing.sm,
+  },
+  findingItem: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    justifyContent: 'space-between',
+    marginBottom: theme.spacing.xs,
+  },
+  findingLabel: {
+    fontSize: theme.typography.fontSize.bodyMedium,
+    color: theme.colors.textSecondary,
+    fontWeight: theme.typography.fontWeight.medium,
+  },
+  findingValue: {
+    fontSize: theme.typography.fontSize.bodyMedium,
+    color: theme.colors.textPrimary,
+  },
+  categoryBadge: {
+    paddingHorizontal: theme.spacing.sm,
+    paddingVertical: theme.spacing.xs,
+    borderRadius: theme.borderRadius.small,
+  },
+  categoryText: {
+    fontSize: theme.typography.fontSize.caption,
+    fontWeight: theme.typography.fontWeight.medium,
+    color: theme.colors.background,
+  },
+  detailsRow: {
+    flexDirection: 'row',
+    justifyContent: 'space-between',
+    alignItems: 'center',
+  },
+  detailItem: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    gap: theme.spacing.xs,
+    flex: 1,
+  },
+  detailText: {
+    fontSize: theme.typography.fontSize.bodySmall,
+    color: theme.colors.textSecondary,
+  },
+  footer: {
+    flexDirection: 'row',
+    justifyContent: 'space-between',
+    alignItems: 'center',
+    paddingTop: theme.spacing.sm,
+    borderTopWidth: 1,
+    borderTopColor: theme.colors.border,
+  },
+  footerLeft: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    gap: theme.spacing.sm,
+    flex: 1,
+  },
+  reviewStatusBadge: {
+    paddingHorizontal: theme.spacing.sm,
+    paddingVertical: theme.spacing.xs,
+    borderRadius: theme.borderRadius.small,
+  },
+  reviewStatusText: {
+    fontSize: theme.typography.fontSize.caption,
+    fontWeight: theme.typography.fontWeight.medium,
+    color: theme.colors.background,
+  },
+  reviewedBy: {
+    fontSize: theme.typography.fontSize.caption,
+    color: theme.colors.textMuted,
+    fontStyle: 'italic',
+  },
+  reviewButton: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    gap: theme.spacing.xs,
+    paddingHorizontal: theme.spacing.sm,
+    paddingVertical: theme.spacing.xs,
+    borderRadius: theme.borderRadius.small,
+    borderWidth: 1,
+    borderColor: theme.colors.primary,
+  },
+  reviewButtonText: {
+    fontSize: theme.typography.fontSize.bodySmall,
+    color: theme.colors.primary,
+    fontWeight: theme.typography.fontWeight.medium,
+  },
+});
+
+export default AIPredictionCard;
+
+/*
+ * End of File: AIPredictionCard.tsx
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/components/EmptyState.tsx

@@ -0,0 +1,287 @@
+/*
+ * File: EmptyState.tsx
+ * Description: Empty state component for AI predictions
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+import React from 'react';
+import {
+  View,
+  Text,
+  StyleSheet,
+  TouchableOpacity,
+  Dimensions,
+} from 'react-native';
+import Icon from 'react-native-vector-icons/Feather';
+import { theme } from '../../../theme';
+
+// ============================================================================
+// INTERFACES
+// ============================================================================
+
+interface EmptyStateProps {
+  title?: string;
+  message?: string;
+  iconName?: string;
+  actionText?: string;
+  onAction?: () => void;
+  style?: any;
+  showRefreshButton?: boolean;
+  onRefresh?: () => void;
+}
+
+// ============================================================================
+// CONSTANTS
+// ============================================================================
+
+const { width, height } = Dimensions.get('window');
+
+// ============================================================================
+// EMPTY STATE COMPONENT
+// ============================================================================
+
+/**
+ * EmptyState Component
+ * 
+ * Purpose: Display empty state for AI predictions
+ * 
+ * Features:
+ * - Customizable title and message
+ * - Icon display with customizable icon
+ * - Optional action button
+ * - Refresh functionality
+ * - Responsive design
+ * - Modern empty state design
+ * - Accessibility support
+ */
+const EmptyState: React.FC<EmptyStateProps> = ({
+  title = 'No AI Predictions Found',
+  message = 'There are no AI prediction cases available at the moment. Try adjusting your filters or refresh to see new predictions.',
+  iconName = 'brain',
+  actionText = 'Refresh',
+  onAction,
+  style,
+  showRefreshButton = true,
+  onRefresh,
+}) => {
+  // ============================================================================
+  // EVENT HANDLERS
+  // ============================================================================
+
+  /**
+   * Handle Action Press
+   * 
+   * Purpose: Handle action button press
+   */
+  const handleActionPress = () => {
+    if (onAction) {
+      onAction();
+    } else if (onRefresh) {
+      onRefresh();
+    }
+  };
+
+  // ============================================================================
+  // RENDER
+  // ============================================================================
+
+  return (
+    <View style={[styles.container, style]}>
+      {/* Empty State Icon */}
+      <View style={styles.iconContainer}>
+        <Icon
+          name={iconName}
+          size={64}
+          color={theme.colors.textMuted}
+          style={styles.icon}
+        />
+      </View>
+
+      {/* Empty State Title */}
+      <Text style={styles.title} accessibilityRole="header">
+        {title}
+      </Text>
+
+      {/* Empty State Message */}
+      <Text style={styles.message}>
+        {message}
+      </Text>
+
+      {/* Action Buttons */}
+      <View style={styles.buttonsContainer}>
+        {/* Primary Action Button */}
+        {(onAction || onRefresh) && (
+          <TouchableOpacity
+            style={styles.actionButton}
+            onPress={handleActionPress}
+            accessibilityRole="button"
+            accessibilityLabel={actionText}
+          >
+            <Icon
+              name="refresh-cw"
+              size={18}
+              color={theme.colors.background}
+              style={styles.buttonIcon}
+            />
+            <Text style={styles.actionButtonText}>
+              {actionText}
+            </Text>
+          </TouchableOpacity>
+        )}
+
+        {/* Secondary Refresh Button */}
+        {showRefreshButton && onRefresh && !onAction && (
+          <TouchableOpacity
+            style={styles.secondaryButton}
+            onPress={onRefresh}
+            accessibilityRole="button"
+            accessibilityLabel="Refresh data"
+          >
+            <Icon
+              name="refresh-cw"
+              size={16}
+              color={theme.colors.primary}
+              style={styles.buttonIcon}
+            />
+            <Text style={styles.secondaryButtonText}>
+              Refresh Data
+            </Text>
+          </TouchableOpacity>
+        )}
+      </View>
+
+      {/* Suggestions */}
+      <View style={styles.suggestionsContainer}>
+        <Text style={styles.suggestionsTitle}>Try:</Text>
+        <View style={styles.suggestionsList}>
+          <View style={styles.suggestionItem}>
+            <Icon name="search" size={14} color={theme.colors.textMuted} />
+            <Text style={styles.suggestionText}>Clearing search filters</Text>
+          </View>
+          <View style={styles.suggestionItem}>
+            <Icon name="filter" size={14} color={theme.colors.textMuted} />
+            <Text style={styles.suggestionText}>Adjusting filter criteria</Text>
+          </View>
+          <View style={styles.suggestionItem}>
+            <Icon name="refresh-cw" size={14} color={theme.colors.textMuted} />
+            <Text style={styles.suggestionText}>Refreshing the data</Text>
+          </View>
+        </View>
+      </View>
+    </View>
+  );
+};
+
+// ============================================================================
+// STYLES
+// ============================================================================
+
+const styles = StyleSheet.create({
+  container: {
+    flex: 1,
+    justifyContent: 'center',
+    alignItems: 'center',
+    paddingHorizontal: theme.spacing.xl,
+    paddingVertical: theme.spacing.xxl,
+    minHeight: height * 0.4,
+  },
+  iconContainer: {
+    width: 120,
+    height: 120,
+    borderRadius: 60,
+    backgroundColor: theme.colors.backgroundAlt,
+    justifyContent: 'center',
+    alignItems: 'center',
+    marginBottom: theme.spacing.xl,
+    ...theme.shadows.small,
+  },
+  icon: {
+    opacity: 0.6,
+  },
+  title: {
+    fontSize: theme.typography.fontSize.displaySmall,
+    fontWeight: theme.typography.fontWeight.bold,
+    color: theme.colors.textPrimary,
+    textAlign: 'center',
+    marginBottom: theme.spacing.md,
+  },
+  message: {
+    fontSize: theme.typography.fontSize.bodyLarge,
+    color: theme.colors.textSecondary,
+    textAlign: 'center',
+    lineHeight: theme.typography.lineHeight.relaxed * theme.typography.fontSize.bodyLarge,
+    marginBottom: theme.spacing.xl,
+    maxWidth: width * 0.8,
+  },
+  buttonsContainer: {
+    flexDirection: 'row',
+    gap: theme.spacing.md,
+    marginBottom: theme.spacing.xl,
+  },
+  actionButton: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    backgroundColor: theme.colors.primary,
+    paddingHorizontal: theme.spacing.lg,
+    paddingVertical: theme.spacing.md,
+    borderRadius: theme.borderRadius.medium,
+    gap: theme.spacing.sm,
+    ...theme.shadows.medium,
+  },
+  actionButtonText: {
+    fontSize: theme.typography.fontSize.bodyMedium,
+    fontWeight: theme.typography.fontWeight.medium,
+    color: theme.colors.background,
+  },
+  secondaryButton: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    backgroundColor: 'transparent',
+    borderWidth: 1,
+    borderColor: theme.colors.primary,
+    paddingHorizontal: theme.spacing.lg,
+    paddingVertical: theme.spacing.md,
+    borderRadius: theme.borderRadius.medium,
+    gap: theme.spacing.sm,
+  },
+  secondaryButtonText: {
+    fontSize: theme.typography.fontSize.bodyMedium,
+    fontWeight: theme.typography.fontWeight.medium,
+    color: theme.colors.primary,
+  },
+  buttonIcon: {
+    // No additional styles needed
+  },
+  suggestionsContainer: {
+    alignItems: 'center',
+    maxWidth: width * 0.8,
+  },
+  suggestionsTitle: {
+    fontSize: theme.typography.fontSize.bodyMedium,
+    fontWeight: theme.typography.fontWeight.medium,
+    color: theme.colors.textSecondary,
+    marginBottom: theme.spacing.sm,
+  },
+  suggestionsList: {
+    gap: theme.spacing.sm,
+  },
+  suggestionItem: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    gap: theme.spacing.sm,
+    paddingVertical: theme.spacing.xs,
+  },
+  suggestionText: {
+    fontSize: theme.typography.fontSize.bodyMedium,
+    color: theme.colors.textMuted,
+  },
+});
+
+export default EmptyState;
+
+/*
+ * End of File: EmptyState.tsx
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/components/FilterTabs.tsx

@@ -0,0 +1,368 @@
+/*
+ * File: FilterTabs.tsx
+ * Description: Filter tabs component for AI predictions
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+import React from 'react';
+import {
+  View,
+  Text,
+  StyleSheet,
+  TouchableOpacity,
+  ScrollView,
+  Dimensions,
+} from 'react-native';
+import Icon from 'react-native-vector-icons/Feather';
+import { theme } from '../../../theme';
+import type { AIPredictionState } from '../types';
+
+// ============================================================================
+// INTERFACES
+// ============================================================================
+
+interface FilterTabsProps {
+  selectedUrgencyFilter: AIPredictionState['selectedUrgencyFilter'];
+  selectedSeverityFilter: AIPredictionState['selectedSeverityFilter'];
+  selectedCategoryFilter: AIPredictionState['selectedCategoryFilter'];
+  onUrgencyFilterChange: (filter: AIPredictionState['selectedUrgencyFilter']) => void;
+  onSeverityFilterChange: (filter: AIPredictionState['selectedSeverityFilter']) => void;
+  onCategoryFilterChange: (filter: AIPredictionState['selectedCategoryFilter']) => void;
+  onClearFilters: () => void;
+  filterCounts?: {
+    urgency: Record<string, number>;
+    severity: Record<string, number>;
+    category: Record<string, number>;
+  };
+  activeFiltersCount?: number;
+}
+
+interface FilterOption {
+  label: string;
+  value: string;
+  count?: number;
+  color?: string;
+}
+
+// ============================================================================
+// CONSTANTS
+// ============================================================================
+
+const { width } = Dimensions.get('window');
+
+const URGENCY_FILTERS: FilterOption[] = [
+  { label: 'All', value: 'all' },
+  { label: 'Emergency', value: 'emergency', color: '#F44336' },
+  { label: 'Urgent', value: 'urgent', color: '#FF5722' },
+  { label: 'Moderate', value: 'moderate', color: '#FF9800' },
+  { label: 'Low', value: 'low', color: '#FFC107' },
+  { label: 'Routine', value: 'routine', color: '#4CAF50' },
+];
+
+const SEVERITY_FILTERS: FilterOption[] = [
+  { label: 'All', value: 'all' },
+  { label: 'High', value: 'high', color: '#F44336' },
+  { label: 'Medium', value: 'medium', color: '#FF9800' },
+  { label: 'Low', value: 'low', color: '#FFC107' },
+  { label: 'None', value: 'none', color: '#4CAF50' },
+];
+
+const CATEGORY_FILTERS: FilterOption[] = [
+  { label: 'All', value: 'all' },
+  { label: 'Critical', value: 'critical', color: '#F44336' },
+  { label: 'Abnormal', value: 'abnormal', color: '#FF9800' },
+  { label: 'Warning', value: 'warning', color: '#FFC107' },
+  { label: 'Normal', value: 'normal', color: '#4CAF50' },
+  { label: 'Unknown', value: 'unknown', color: '#9E9E9E' },
+];
+
+// ============================================================================
+// FILTER TABS COMPONENT
+// ============================================================================
+
+/**
+ * FilterTabs Component
+ * 
+ * Purpose: Provide filtering functionality for AI predictions
+ * 
+ * Features:
+ * - Multiple filter categories (urgency, severity, category)
+ * - Visual filter counts
+ * - Active filter indicators
+ * - Clear all filters functionality
+ * - Color-coded filter options
+ * - Horizontal scroll support
+ * - Responsive design
+ * - Accessibility support
+ */
+const FilterTabs: React.FC<FilterTabsProps> = ({
+  selectedUrgencyFilter,
+  selectedSeverityFilter,
+  selectedCategoryFilter,
+  onUrgencyFilterChange,
+  onSeverityFilterChange,
+  onCategoryFilterChange,
+  onClearFilters,
+  filterCounts,
+  activeFiltersCount = 0,
+}) => {
+  // ============================================================================
+  // HELPER FUNCTIONS
+  // ============================================================================
+
+  /**
+   * Get Filter Count
+   * 
+   * Purpose: Get count for specific filter value
+   */
+  const getFilterCount = (category: 'urgency' | 'severity' | 'category', value: string): number => {
+    return filterCounts?.[category]?.[value] || 0;
+  };
+
+  /**
+   * Render Filter Tab
+   * 
+   * Purpose: Render individual filter tab
+   */
+  const renderFilterTab = (
+    option: FilterOption,
+    isSelected: boolean,
+    onPress: () => void,
+    category: 'urgency' | 'severity' | 'category'
+  ) => {
+    const count = getFilterCount(category, option.value);
+    
+    return (
+      <TouchableOpacity
+        key={option.value}
+        style={[
+          styles.filterTab,
+          isSelected && styles.selectedFilterTab,
+          isSelected && option.color && { borderColor: option.color },
+        ]}
+        onPress={onPress}
+        accessibilityRole="button"
+        accessibilityState={{ selected: isSelected }}
+        accessibilityLabel={`Filter by ${option.label}${count > 0 ? `, ${count} items` : ''}`}
+      >
+        {option.color && isSelected && (
+          <View style={[styles.colorIndicator, { backgroundColor: option.color }]} />
+        )}
+        
+        <Text style={[
+          styles.filterTabText,
+          isSelected && styles.selectedFilterTabText,
+          isSelected && option.color && { color: option.color },
+        ]}>
+          {option.label}
+        </Text>
+        
+        {count > 0 && (
+          <View style={[
+            styles.countBadge,
+            isSelected && styles.selectedCountBadge,
+            isSelected && option.color && { backgroundColor: option.color },
+          ]}>
+            <Text style={[
+              styles.countText,
+              isSelected && styles.selectedCountText,
+            ]}>
+              {count}
+            </Text>
+          </View>
+        )}
+      </TouchableOpacity>
+    );
+  };
+
+  // ============================================================================
+  // RENDER
+  // ============================================================================
+
+  return (
+    <View style={styles.container}>
+      {/* Header with Clear Filters */}
+      <View style={styles.header}>
+        <Text style={styles.headerTitle}>Filters</Text>
+        
+        {activeFiltersCount > 0 && (
+          <TouchableOpacity
+            style={styles.clearButton}
+            onPress={onClearFilters}
+            accessibilityRole="button"
+            accessibilityLabel="Clear all filters"
+          >
+            <Icon name="x" size={16} color={theme.colors.primary} />
+            <Text style={styles.clearButtonText}>Clear All</Text>
+          </TouchableOpacity>
+        )}
+      </View>
+
+      {/* Urgency Filters */}
+      <View style={styles.filterSection}>
+        <Text style={styles.sectionTitle}>Clinical Urgency</Text>
+        <ScrollView
+          horizontal
+          showsHorizontalScrollIndicator={false}
+          contentContainerStyle={styles.filterRow}
+        >
+          {URGENCY_FILTERS.map((option) =>
+            renderFilterTab(
+              { ...option, count: getFilterCount('urgency', option.value) },
+              selectedUrgencyFilter === option.value,
+              () => onUrgencyFilterChange(option.value as AIPredictionState['selectedUrgencyFilter']),
+              'urgency'
+            )
+          )}
+        </ScrollView>
+      </View>
+
+      {/* Severity Filters */}
+      <View style={styles.filterSection}>
+        <Text style={styles.sectionTitle}>Primary Severity</Text>
+        <ScrollView
+          horizontal
+          showsHorizontalScrollIndicator={false}
+          contentContainerStyle={styles.filterRow}
+        >
+          {SEVERITY_FILTERS.map((option) =>
+            renderFilterTab(
+              { ...option, count: getFilterCount('severity', option.value) },
+              selectedSeverityFilter === option.value,
+              () => onSeverityFilterChange(option.value as AIPredictionState['selectedSeverityFilter']),
+              'severity'
+            )
+          )}
+        </ScrollView>
+      </View>
+
+      {/* Category Filters */}
+      <View style={styles.filterSection}>
+        <Text style={styles.sectionTitle}>Finding Category</Text>
+        <ScrollView
+          horizontal
+          showsHorizontalScrollIndicator={false}
+          contentContainerStyle={styles.filterRow}
+        >
+          {CATEGORY_FILTERS.map((option) =>
+            renderFilterTab(
+              { ...option, count: getFilterCount('category', option.value) },
+              selectedCategoryFilter === option.value,
+              () => onCategoryFilterChange(option.value as AIPredictionState['selectedCategoryFilter']),
+              'category'
+            )
+          )}
+        </ScrollView>
+      </View>
+    </View>
+  );
+};
+
+// ============================================================================
+// STYLES
+// ============================================================================
+
+const styles = StyleSheet.create({
+  container: {
+    backgroundColor: theme.colors.background,
+    paddingVertical: theme.spacing.md,
+  },
+  header: {
+    flexDirection: 'row',
+    justifyContent: 'space-between',
+    alignItems: 'center',
+    paddingHorizontal: theme.spacing.md,
+    marginBottom: theme.spacing.md,
+  },
+  headerTitle: {
+    fontSize: theme.typography.fontSize.bodyLarge,
+    fontWeight: theme.typography.fontWeight.bold,
+    color: theme.colors.textPrimary,
+  },
+  clearButton: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    gap: theme.spacing.xs,
+    paddingHorizontal: theme.spacing.sm,
+    paddingVertical: theme.spacing.xs,
+    borderRadius: theme.borderRadius.small,
+    borderWidth: 1,
+    borderColor: theme.colors.primary,
+  },
+  clearButtonText: {
+    fontSize: theme.typography.fontSize.bodySmall,
+    color: theme.colors.primary,
+    fontWeight: theme.typography.fontWeight.medium,
+  },
+  filterSection: {
+    marginBottom: theme.spacing.lg,
+  },
+  sectionTitle: {
+    fontSize: theme.typography.fontSize.bodyMedium,
+    fontWeight: theme.typography.fontWeight.medium,
+    color: theme.colors.textSecondary,
+    paddingHorizontal: theme.spacing.md,
+    marginBottom: theme.spacing.sm,
+  },
+  filterRow: {
+    paddingHorizontal: theme.spacing.md,
+    gap: theme.spacing.sm,
+  },
+  filterTab: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    paddingHorizontal: theme.spacing.md,
+    paddingVertical: theme.spacing.sm,
+    borderRadius: theme.borderRadius.medium,
+    borderWidth: 1,
+    borderColor: theme.colors.border,
+    backgroundColor: theme.colors.background,
+    gap: theme.spacing.xs,
+  },
+  selectedFilterTab: {
+    borderColor: theme.colors.primary,
+    backgroundColor: theme.colors.backgroundAccent,
+  },
+  colorIndicator: {
+    width: 8,
+    height: 8,
+    borderRadius: 4,
+  },
+  filterTabText: {
+    fontSize: theme.typography.fontSize.bodyMedium,
+    color: theme.colors.textSecondary,
+    fontWeight: theme.typography.fontWeight.medium,
+  },
+  selectedFilterTabText: {
+    color: theme.colors.primary,
+    fontWeight: theme.typography.fontWeight.bold,
+  },
+  countBadge: {
+    backgroundColor: theme.colors.textMuted,
+    borderRadius: theme.borderRadius.small,
+    paddingHorizontal: theme.spacing.xs,
+    paddingVertical: 2,
+    minWidth: 20,
+    alignItems: 'center',
+  },
+  selectedCountBadge: {
+    backgroundColor: theme.colors.primary,
+  },
+  countText: {
+    fontSize: theme.typography.fontSize.caption,
+    color: theme.colors.background,
+    fontWeight: theme.typography.fontWeight.bold,
+  },
+  selectedCountText: {
+    color: theme.colors.background,
+  },
+});
+
+export default FilterTabs;
+
+/*
+ * End of File: FilterTabs.tsx
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/components/LoadingState.tsx

@@ -0,0 +1,139 @@
+/*
+ * File: LoadingState.tsx
+ * Description: Loading state component for AI predictions
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+import React from 'react';
+import {
+  View,
+  Text,
+  StyleSheet,
+  ActivityIndicator,
+  Dimensions,
+} from 'react-native';
+import { theme } from '../../../theme';
+
+// ============================================================================
+// INTERFACES
+// ============================================================================
+
+interface LoadingStateProps {
+  message?: string;
+  showSpinner?: boolean;
+  size?: 'small' | 'large';
+  style?: any;
+}
+
+// ============================================================================
+// CONSTANTS
+// ============================================================================
+
+const { width, height } = Dimensions.get('window');
+
+// ============================================================================
+// LOADING STATE COMPONENT
+// ============================================================================
+
+/**
+ * LoadingState Component
+ * 
+ * Purpose: Display loading state for AI predictions
+ * 
+ * Features:
+ * - Customizable loading message
+ * - Optional spinner display
+ * - Different spinner sizes
+ * - Custom styling support
+ * - Centered layout
+ * - Accessibility support
+ */
+const LoadingState: React.FC<LoadingStateProps> = ({
+  message = 'Loading AI predictions...',
+  showSpinner = true,
+  size = 'large',
+  style,
+}) => {
+  // ============================================================================
+  // RENDER
+  // ============================================================================
+
+  return (
+    <View style={[styles.container, style]} accessibilityRole="progressbar">
+      {/* Loading Spinner */}
+      {showSpinner && (
+        <ActivityIndicator
+          size={size}
+          color={theme.colors.primary}
+          style={styles.spinner}
+        />
+      )}
+
+      {/* Loading Message */}
+      <Text style={styles.message} accessibilityLabel={message}>
+        {message}
+      </Text>
+
+      {/* Loading Animation Dots */}
+      <View style={styles.dotsContainer}>
+        <View style={[styles.dot, styles.dot1]} />
+        <View style={[styles.dot, styles.dot2]} />
+        <View style={[styles.dot, styles.dot3]} />
+      </View>
+    </View>
+  );
+};
+
+// ============================================================================
+// STYLES
+// ============================================================================
+
+const styles = StyleSheet.create({
+  container: {
+    flex: 1,
+    justifyContent: 'center',
+    alignItems: 'center',
+    paddingHorizontal: theme.spacing.xl,
+    paddingVertical: theme.spacing.xxl,
+    minHeight: height * 0.3,
+  },
+  spinner: {
+    marginBottom: theme.spacing.lg,
+  },
+  message: {
+    fontSize: theme.typography.fontSize.bodyLarge,
+    color: theme.colors.textSecondary,
+    textAlign: 'center',
+    fontWeight: theme.typography.fontWeight.medium,
+    marginBottom: theme.spacing.xl,
+  },
+  dotsContainer: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    gap: theme.spacing.sm,
+  },
+  dot: {
+    width: 8,
+    height: 8,
+    borderRadius: 4,
+    backgroundColor: theme.colors.primary,
+  },
+  dot1: {
+    opacity: 0.3,
+  },
+  dot2: {
+    opacity: 0.6,
+  },
+  dot3: {
+    opacity: 1,
+  },
+});
+
+export default LoadingState;
+
+/*
+ * End of File: LoadingState.tsx
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/components/SearchBar.tsx

@@ -0,0 +1,226 @@
+/*
+ * File: SearchBar.tsx
+ * Description: Search bar component for filtering AI predictions
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+import React, { useState, useCallback } from 'react';
+import {
+  View,
+  TextInput,
+  StyleSheet,
+  TouchableOpacity,
+  Dimensions,
+} from 'react-native';
+import Icon from 'react-native-vector-icons/Feather';
+import { theme } from '../../../theme';
+
+// ============================================================================
+// INTERFACES
+// ============================================================================
+
+interface SearchBarProps {
+  value: string;
+  onChangeText: (text: string) => void;
+  onClear?: () => void;
+  placeholder?: string;
+  autoFocus?: boolean;
+  disabled?: boolean;
+}
+
+// ============================================================================
+// CONSTANTS
+// ============================================================================
+
+const { width } = Dimensions.get('window');
+
+// ============================================================================
+// SEARCH BAR COMPONENT
+// ============================================================================
+
+/**
+ * SearchBar Component
+ * 
+ * Purpose: Provide search functionality for AI predictions
+ * 
+ * Features:
+ * - Real-time search input
+ * - Clear button functionality
+ * - Customizable placeholder text
+ * - Auto-focus support
+ * - Disabled state support
+ * - Modern design with icons
+ * - Responsive width
+ * - Accessibility support
+ */
+const SearchBar: React.FC<SearchBarProps> = ({
+  value,
+  onChangeText,
+  onClear,
+  placeholder = 'Search predictions...',
+  autoFocus = false,
+  disabled = false,
+}) => {
+  // ============================================================================
+  // STATE
+  // ============================================================================
+
+  const [isFocused, setIsFocused] = useState(false);
+
+  // ============================================================================
+  // EVENT HANDLERS
+  // ============================================================================
+
+  /**
+   * Handle Focus
+   * 
+   * Purpose: Handle input focus state
+   */
+  const handleFocus = useCallback(() => {
+    setIsFocused(true);
+  }, []);
+
+  /**
+   * Handle Blur
+   * 
+   * Purpose: Handle input blur state
+   */
+  const handleBlur = useCallback(() => {
+    setIsFocused(false);
+  }, []);
+
+  /**
+   * Handle Clear
+   * 
+   * Purpose: Clear search input
+   */
+  const handleClear = useCallback(() => {
+    onChangeText('');
+    if (onClear) {
+      onClear();
+    }
+  }, [onChangeText, onClear]);
+
+  /**
+   * Handle Text Change
+   * 
+   * Purpose: Handle search text input
+   */
+  const handleTextChange = useCallback((text: string) => {
+    onChangeText(text);
+  }, [onChangeText]);
+
+  // ============================================================================
+  // RENDER
+  // ============================================================================
+
+  return (
+    <View style={[
+      styles.container,
+      isFocused && styles.focusedContainer,
+      disabled && styles.disabledContainer,
+    ]}>
+      {/* Search Icon */}
+      <Icon
+        name="search"
+        size={20}
+        color={isFocused ? theme.colors.primary : theme.colors.textMuted}
+        style={styles.searchIcon}
+      />
+
+      {/* Text Input */}
+      <TextInput
+        style={[
+          styles.input,
+          disabled && styles.disabledInput,
+        ]}
+        value={value}
+        onChangeText={handleTextChange}
+        onFocus={handleFocus}
+        onBlur={handleBlur}
+        placeholder={placeholder}
+        placeholderTextColor={theme.colors.textMuted}
+        autoFocus={autoFocus}
+        editable={!disabled}
+        selectTextOnFocus={!disabled}
+        autoCorrect={false}
+        autoCapitalize="none"
+        returnKeyType="search"
+        clearButtonMode="never" // We handle clear button manually
+        accessibilityLabel="Search AI predictions"
+        accessibilityHint="Enter patient ID, finding type, or location to search"
+      />
+
+      {/* Clear Button */}
+      {value.length > 0 && !disabled && (
+        <TouchableOpacity
+          style={styles.clearButton}
+          onPress={handleClear}
+          accessibilityRole="button"
+          accessibilityLabel="Clear search"
+          accessibilityHint="Clear the search input"
+        >
+          <Icon
+            name="x"
+            size={18}
+            color={theme.colors.textMuted}
+          />
+        </TouchableOpacity>
+      )}
+    </View>
+  );
+};
+
+// ============================================================================
+// STYLES
+// ============================================================================
+
+const styles = StyleSheet.create({
+  container: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    backgroundColor: theme.colors.background,
+    borderWidth: 1,
+    borderColor: theme.colors.border,
+    borderRadius: theme.borderRadius.medium,
+    paddingHorizontal: theme.spacing.md,
+    paddingVertical: theme.spacing.sm,
+    marginHorizontal: theme.spacing.md,
+    marginVertical: theme.spacing.sm,
+    ...theme.shadows.small,
+  },
+  focusedContainer: {
+    borderColor: theme.colors.primary,
+    backgroundColor: theme.colors.background,
+  },
+  disabledContainer: {
+    backgroundColor: theme.colors.backgroundAlt,
+    opacity: 0.6,
+  },
+  searchIcon: {
+    marginRight: theme.spacing.sm,
+  },
+  input: {
+    flex: 1,
+    fontSize: theme.typography.fontSize.bodyMedium,
+    color: theme.colors.textPrimary,
+    paddingVertical: 0, // Remove default padding to maintain consistent height
+    fontFamily: theme.typography.fontFamily.regular,
+  },
+  disabledInput: {
+    color: theme.colors.textMuted,
+  },
+  clearButton: {
+    marginLeft: theme.spacing.sm,
+    padding: theme.spacing.xs,
+  },
+});
+
+export default SearchBar;
+
+/*
+ * End of File: SearchBar.tsx
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/components/StatsOverview.tsx

@@ -0,0 +1,454 @@
+/*
+ * File: StatsOverview.tsx
+ * Description: Statistics overview component for AI predictions dashboard
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+import React from 'react';
+import {
+  View,
+  Text,
+  StyleSheet,
+  TouchableOpacity,
+  Dimensions,
+} from 'react-native';
+import Icon from 'react-native-vector-icons/Feather';
+import { theme } from '../../../theme';
+import type { AIPredictionStats } from '../types';
+
+// ============================================================================
+// INTERFACES
+// ============================================================================
+
+interface StatsOverviewProps {
+  stats: AIPredictionStats;
+  onStatsPress?: (statType: string) => void;
+  isLoading?: boolean;
+  style?: any;
+}
+
+interface StatCardProps {
+  title: string;
+  value: string | number;
+  subtitle?: string;
+  iconName: string;
+  color: string;
+  onPress?: () => void;
+  trend?: number;
+  isPercentage?: boolean;
+}
+
+// ============================================================================
+// CONSTANTS
+// ============================================================================
+
+const { width } = Dimensions.get('window');
+const CARD_WIDTH = (width - 48) / 2; // Two cards per row with margins
+
+// ============================================================================
+// STAT CARD COMPONENT
+// ============================================================================
+
+/**
+ * StatCard Component
+ * 
+ * Purpose: Individual statistics card
+ */
+const StatCard: React.FC<StatCardProps> = ({
+  title,
+  value,
+  subtitle,
+  iconName,
+  color,
+  onPress,
+  trend,
+  isPercentage = false,
+}) => {
+  const displayValue = typeof value === 'number' 
+    ? isPercentage 
+      ? `${Math.round(value * 100)}%`
+      : value.toLocaleString()
+    : value;
+
+  return (
+    <TouchableOpacity
+      style={[styles.statCard, { borderLeftColor: color }]}
+      onPress={onPress}
+      disabled={!onPress}
+      accessibilityRole="button"
+      accessibilityLabel={`${title}: ${displayValue}${subtitle ? `, ${subtitle}` : ''}`}
+    >
+      {/* Card Header */}
+      <View style={styles.cardHeader}>
+        <View style={{flexDirection: 'row', alignItems: 'center', gap: theme.spacing.sm}}>
+        <View style={[styles.iconContainer, { backgroundColor: color + '20' }]}>
+          <Icon name={iconName} size={20} color={color} />
+        </View>
+        <Text style={styles.statValue}>{displayValue}</Text>
+        </View>
+     
+        
+        {trend !== undefined && (
+          <View style={styles.trendContainer}>
+            <Icon 
+              name={trend >= 0 ? 'trending-up' : 'trending-down'} 
+              size={14} 
+              color={trend >= 0 ? theme.colors.success : theme.colors.error} 
+            />
+            <Text style={[
+              styles.trendText,
+              { color: trend >= 0 ? theme.colors.success : theme.colors.error }
+            ]}>
+              {Math.abs(trend).toFixed(1)}%
+            </Text>
+          </View>
+        )}
+      </View>
+
+      {/* Card Content */}
+      <View style={styles.cardContent}>
+       
+        <Text style={styles.statTitle} numberOfLines={2}>{title}</Text>
+        {subtitle && (
+          <Text style={styles.statSubtitle} numberOfLines={1}>{subtitle}</Text>
+        )}
+      </View>
+    </TouchableOpacity>
+  );
+};
+
+// ============================================================================
+// STATS OVERVIEW COMPONENT
+// ============================================================================
+
+/**
+ * StatsOverview Component
+ * 
+ * Purpose: Display comprehensive AI predictions statistics
+ * 
+ * Features:
+ * - Total cases overview
+ * - Critical and urgent case counts
+ * - Review progress tracking
+ * - Average confidence metrics
+ * - Trend indicators
+ * - Interactive stat cards
+ * - Responsive grid layout
+ * - Modern card design
+ * - Accessibility support
+ */
+const StatsOverview: React.FC<StatsOverviewProps> = ({
+  stats,
+  onStatsPress,
+  isLoading = false,
+  style,
+}) => {
+  // ============================================================================
+  // EVENT HANDLERS
+  // ============================================================================
+
+  /**
+   * Handle Stat Press
+   * 
+   * Purpose: Handle statistics card press
+   */
+  const handleStatPress = (statType: string) => {
+    if (onStatsPress) {
+      onStatsPress(statType);
+    }
+  };
+
+  // ============================================================================
+  // RENDER
+  // ============================================================================
+
+  if (isLoading) {
+    return (
+      <View style={[styles.container, style]}>
+        <View style={styles.header}>
+          <Text style={styles.sectionTitle}>AI Predictions Overview</Text>
+        </View>
+        <View style={styles.loadingContainer}>
+          <Text style={styles.loadingText}>Loading statistics...</Text>
+        </View>
+      </View>
+    );
+  }
+
+  return (
+    <View style={[styles.container, style]}>
+      {/* Section Header */}
+      <View style={styles.header}>
+        <Text style={styles.sectionTitle}>AI Predictions Overview</Text>
+        <TouchableOpacity
+          style={styles.viewAllButton}
+          onPress={() => handleStatPress('all')}
+          accessibilityRole="button"
+          accessibilityLabel="View all statistics"
+        >
+          <Text style={styles.viewAllText}>View All</Text>
+          <Icon name="arrow-right" size={16} color={theme.colors.primary} />
+        </TouchableOpacity>
+      </View>
+
+      {/* Statistics Grid */}
+      <View style={styles.statsGrid}>
+        {/* Total Cases */}
+        <StatCard
+          title="Total Cases"
+          value={stats.totalCases}
+          subtitle="All predictions"
+          iconName="database"
+          color={theme.colors.primary}
+          onPress={() => handleStatPress('total')}
+        />
+
+        {/* Critical Cases */}
+        <StatCard
+          title="Critical Cases"
+          value={stats.criticalCases}
+          subtitle="Require attention"
+          iconName="alert-triangle"
+          color={theme.colors.error}
+          onPress={() => handleStatPress('critical')}
+        />
+
+        {/* Urgent Cases */}
+        <StatCard
+          title="Urgent Cases"
+          value={stats.urgentCases}
+          subtitle="High priority"
+          iconName="clock"
+          color={theme.colors.warning}
+          onPress={() => handleStatPress('urgent')}
+        />
+
+        {/* Reviewed Cases */}
+        <StatCard
+          title="Reviewed Cases"
+          value={stats.reviewedCases}
+          subtitle="Completed reviews"
+          iconName="check-circle"
+          color={theme.colors.success}
+          onPress={() => handleStatPress('reviewed')}
+        />
+
+        {/* Pending Cases */}
+        <StatCard
+          title="Pending Reviews"
+          value={stats.pendingCases}
+          subtitle="Awaiting review"
+          iconName="eye"
+          color={theme.colors.info}
+          onPress={() => handleStatPress('pending')}
+        />
+
+        {/* Average Confidence */}
+        <StatCard
+          title="Avg Confidence"
+          value={stats.averageConfidence}
+          subtitle="AI accuracy"
+          iconName="trending-up"
+          color={theme.colors.primary}
+          onPress={() => handleStatPress('confidence')}
+          isPercentage={true}
+        />
+
+        {/* Today's Cases */}
+        <StatCard
+          title="Today's Cases"
+          value={stats.todaysCases}
+          subtitle="New predictions"
+          iconName="calendar"
+          color={theme.colors.info}
+          onPress={() => handleStatPress('today')}
+        />
+
+        {/* Weekly Trend */}
+        <StatCard
+          title="Weekly Trend"
+          value={`${stats.weeklyTrend >= 0 ? '+' : ''}${stats.weeklyTrend.toFixed(1)}%`}
+          subtitle="vs last week"
+          iconName={stats.weeklyTrend >= 0 ? 'trending-up' : 'trending-down'}
+          color={stats.weeklyTrend >= 0 ? theme.colors.success : theme.colors.error}
+          onPress={() => handleStatPress('trend')}
+          trend={stats.weeklyTrend}
+        />
+      </View>
+
+      {/* Summary Section */}
+      <View style={styles.summarySection}>
+        <View style={styles.summaryCard}>
+          <View style={styles.summaryHeader}>
+            <Icon name="activity" size={20} color={theme.colors.primary} />
+            <Text style={styles.summaryTitle}>Quick Insights</Text>
+          </View>
+          
+          <View style={styles.summaryContent}>
+            <View style={styles.summaryItem}>
+              <Text style={styles.summaryLabel}>Review Progress:</Text>
+              <Text style={styles.summaryValue}>
+                {Math.round((stats.reviewedCases / stats.totalCases) * 100)}%
+              </Text>
+            </View>
+            
+            <View style={styles.summaryItem}>
+              <Text style={styles.summaryLabel}>Critical Rate:</Text>
+              <Text style={styles.summaryValue}>
+                {Math.round((stats.criticalCases / stats.totalCases) * 100)}%
+              </Text>
+            </View>
+            
+            <View style={styles.summaryItem}>
+              <Text style={styles.summaryLabel}>Daily Average:</Text>
+              <Text style={styles.summaryValue}>
+                {Math.round(stats.totalCases / 7)} cases
+              </Text>
+            </View>
+          </View>
+        </View>
+      </View>
+    </View>
+  );
+};
+
+// ============================================================================
+// STYLES
+// ============================================================================
+
+const styles = StyleSheet.create({
+  container: {
+    backgroundColor: theme.colors.background,
+    paddingVertical: theme.spacing.lg,
+  },
+  header: {
+    flexDirection: 'row',
+    justifyContent: 'space-between',
+    alignItems: 'center',
+    paddingHorizontal: theme.spacing.md,
+    marginBottom: theme.spacing.lg,
+  },
+  sectionTitle: {
+    fontSize: theme.typography.fontSize.displaySmall,
+    fontWeight: theme.typography.fontWeight.bold,
+    color: theme.colors.textPrimary,
+  },
+  viewAllButton: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    gap: theme.spacing.xs,
+  },
+  viewAllText: {
+    fontSize: theme.typography.fontSize.bodyMedium,
+    color: theme.colors.primary,
+    fontWeight: theme.typography.fontWeight.medium,
+  },
+  loadingContainer: {
+    paddingVertical: theme.spacing.xxl,
+    alignItems: 'center',
+  },
+  loadingText: {
+    fontSize: theme.typography.fontSize.bodyMedium,
+    color: theme.colors.textMuted,
+  },
+  statsGrid: {
+    flexDirection: 'row',
+    flexWrap: 'wrap',
+    paddingHorizontal: theme.spacing.md,
+    gap: theme.spacing.md,
+  },
+  statCard: {
+    width: CARD_WIDTH,
+    backgroundColor: theme.colors.background,
+    borderRadius: theme.borderRadius.medium,
+    borderLeftWidth: 4,
+    padding: theme.spacing.md,
+    ...theme.shadows.medium,
+  },
+  cardHeader: {
+    flexDirection: 'row',
+    justifyContent: 'space-between',
+    alignItems: 'center',
+    marginBottom: theme.spacing.sm,
+  },
+  iconContainer: {
+    width: 36,
+    height: 36,
+    borderRadius: 18,
+    justifyContent: 'center',
+    alignItems: 'center',
+  },
+  trendContainer: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    gap: theme.spacing.xs,
+  },
+  trendText: {
+    fontSize: theme.typography.fontSize.caption,
+    fontWeight: theme.typography.fontWeight.medium,
+  },
+  cardContent: {
+    gap: theme.spacing.xs,
+  },
+  statValue: {
+    fontSize: theme.typography.fontSize.displayMedium,
+    fontWeight: theme.typography.fontWeight.bold,
+    color: theme.colors.textPrimary,
+  },
+  statTitle: {
+    fontSize: theme.typography.fontSize.bodyMedium,
+    color: theme.colors.textSecondary,
+    fontWeight: theme.typography.fontWeight.medium,
+  },
+  statSubtitle: {
+    fontSize: theme.typography.fontSize.bodySmall,
+    color: theme.colors.textMuted,
+  },
+  summarySection: {
+    paddingHorizontal: theme.spacing.md,
+    marginTop: theme.spacing.lg,
+  },
+  summaryCard: {
+    backgroundColor: theme.colors.background,
+    borderRadius: theme.borderRadius.medium,
+    padding: theme.spacing.lg,
+    ...theme.shadows.small,
+  },
+  summaryHeader: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    gap: theme.spacing.sm,
+    marginBottom: theme.spacing.md,
+  },
+  summaryTitle: {
+    fontSize: theme.typography.fontSize.bodyLarge,
+    fontWeight: theme.typography.fontWeight.bold,
+    color: theme.colors.textPrimary,
+  },
+  summaryContent: {
+    gap: theme.spacing.sm,
+  },
+  summaryItem: {
+    flexDirection: 'row',
+    justifyContent: 'space-between',
+    alignItems: 'center',
+  },
+  summaryLabel: {
+    fontSize: theme.typography.fontSize.bodyMedium,
+    color: theme.colors.textSecondary,
+  },
+  summaryValue: {
+    fontSize: theme.typography.fontSize.bodyMedium,
+    fontWeight: theme.typography.fontWeight.bold,
+    color: theme.colors.textPrimary,
+  },
+});
+
+export default StatsOverview;
+
+/*
+ * End of File: StatsOverview.tsx
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/components/index.ts

@@ -0,0 +1,19 @@
+/*
+ * File: index.ts
+ * Description: Components exports for AI Prediction module
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+export { default as AIPredictionCard } from './AIPredictionCard';
+export { default as SearchBar } from './SearchBar';
+export { default as FilterTabs } from './FilterTabs';
+export { default as LoadingState } from './LoadingState';
+export { default as EmptyState } from './EmptyState';
+export { default as StatsOverview } from './StatsOverview';
+
+/*
+ * End of File: index.ts
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/hooks/index.ts

@@ -0,0 +1,14 @@
+/*
+ * File: index.ts
+ * Description: Hooks exports for AI Prediction module
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+export * from './useAIPredictions';
+
+/*
+ * End of File: index.ts
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/hooks/useAIPredictions.ts

@@ -0,0 +1,383 @@
+/*
+ * File: useAIPredictions.ts
+ * Description: Custom hook for AI Predictions functionality
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+import { useCallback, useEffect, useMemo } from 'react';
+import { useAppDispatch, useAppSelector } from '../../../store/hooks';
+
+// Import Redux actions and selectors
+import {
+  fetchAIPredictions,
+  setSearchQuery,
+  setUrgencyFilter,
+  setSeverityFilter,
+  setCategoryFilter,
+  clearAllFilters,
+  updateCaseReview,
+} from '../redux';
+
+import {
+  selectPaginatedCases,
+  selectIsLoading,
+  selectError,
+  selectSearchQuery,
+  selectUrgencyFilter,
+  selectSeverityFilter,
+  selectCategoryFilter,
+  selectCasesStatistics,
+  selectActiveFiltersCount,
+  selectCurrentPage,
+  selectTotalPages,
+} from '../redux';
+
+// Import auth selector
+import { selectUser } from '../../Auth/redux/authSelectors';
+
+// Import types
+import type { AIPredictionState } from '../types';
+
+// ============================================================================
+// INTERFACES
+// ============================================================================
+
+interface UseAIPredictionsOptions {
+  autoLoad?: boolean;
+  refreshInterval?: number;
+}
+
+interface UseAIPredictionsReturn {
+  // Data
+  cases: ReturnType<typeof selectPaginatedCases>;
+  statistics: ReturnType<typeof selectCasesStatistics>;
+  
+  // Loading states
+  isLoading: boolean;
+  error: string | null;
+  
+  // Filters
+  searchQuery: string;
+  urgencyFilter: AIPredictionState['selectedUrgencyFilter'];
+  severityFilter: AIPredictionState['selectedSeverityFilter'];
+  categoryFilter: AIPredictionState['selectedCategoryFilter'];
+  activeFiltersCount: number;
+  
+  // Pagination
+  currentPage: number;
+  totalPages: number;
+  
+  // Actions
+  loadPredictions: () => Promise<void>;
+  refreshPredictions: () => Promise<void>;
+  setSearch: (query: string) => void;
+  setUrgency: (filter: AIPredictionState['selectedUrgencyFilter']) => void;
+  setSeverity: (filter: AIPredictionState['selectedSeverityFilter']) => void;
+  setCategory: (filter: AIPredictionState['selectedCategoryFilter']) => void;
+  clearFilters: () => void;
+  reviewCase: (caseId: string, reviewData?: Partial<{
+    review_status: 'pending' | 'reviewed' | 'confirmed' | 'disputed';
+    reviewed_by: string;
+    review_notes: string;
+    priority: 'critical' | 'high' | 'medium' | 'low';
+  }>) => Promise<void>;
+  
+  // Computed properties
+  hasFilters: boolean;
+  isEmpty: boolean;
+  hasError: boolean;
+}
+
+// ============================================================================
+// USE AI PREDICTIONS HOOK
+// ============================================================================
+
+/**
+ * useAIPredictions Hook
+ * 
+ * Purpose: Custom hook for managing AI predictions state and actions
+ * 
+ * Features:
+ * - Automatic data loading on mount
+ * - Search and filtering functionality
+ * - Case review management
+ * - Error handling
+ * - Loading states
+ * - Computed properties for UI state
+ * - Auto-refresh capability
+ * - Type-safe actions and selectors
+ */
+export const useAIPredictions = (options: UseAIPredictionsOptions = {}): UseAIPredictionsReturn => {
+  const {
+    autoLoad = true,
+    refreshInterval,
+  } = options;
+
+  // ============================================================================
+  // REDUX STATE
+  // ============================================================================
+
+  const dispatch = useAppDispatch();
+  
+  // Auth state
+  const user = useAppSelector(selectUser);
+  
+  // AI Predictions state
+  const cases = useAppSelector(selectPaginatedCases);
+  const statistics = useAppSelector(selectCasesStatistics);
+  const isLoading = useAppSelector(selectIsLoading);
+  const error = useAppSelector(selectError);
+  const searchQuery = useAppSelector(selectSearchQuery);
+  const urgencyFilter = useAppSelector(selectUrgencyFilter);
+  const severityFilter = useAppSelector(selectSeverityFilter);
+  const categoryFilter = useAppSelector(selectCategoryFilter);
+  const activeFiltersCount = useAppSelector(selectActiveFiltersCount);
+  const currentPage = useAppSelector(selectCurrentPage);
+  const totalPages = useAppSelector(selectTotalPages);
+
+  // ============================================================================
+  // MEMOIZED VALUES
+  // ============================================================================
+
+  /**
+   * Has Filters
+   * 
+   * Purpose: Check if any filters are active
+   */
+  const hasFilters = useMemo(() => activeFiltersCount > 0, [activeFiltersCount]);
+
+  /**
+   * Is Empty
+   * 
+   * Purpose: Check if the cases list is empty
+   */
+  const isEmpty = useMemo(() => cases.length === 0, [cases.length]);
+
+  /**
+   * Has Error
+   * 
+   * Purpose: Check if there's an error
+   */
+  const hasError = useMemo(() => error !== null, [error]);
+
+  // ============================================================================
+  // ACTIONS
+  // ============================================================================
+
+  /**
+   * Load Predictions
+   * 
+   * Purpose: Load AI predictions from API
+   */
+  const loadPredictions = useCallback(async () => {
+  
+    if (!user?.access_token) {
+      throw new Error('User not authenticated');
+    }
+
+    try {
+      const params = {
+        page: currentPage,
+        limit: 20,
+        ...(urgencyFilter !== 'all' && { urgency: urgencyFilter }),
+        ...(severityFilter !== 'all' && { severity: severityFilter }),
+        ...(categoryFilter !== 'all' && { category: categoryFilter }),
+        ...(searchQuery.trim() && { search: searchQuery.trim() }),
+      };
+
+      await dispatch(fetchAIPredictions({
+        token: user.access_token,
+        params,
+      })).unwrap();
+    } catch (error) {
+      console.error('Failed to load AI predictions:', error);
+      throw error;
+    }
+  }, [
+    dispatch,
+    user?.access_token,
+    currentPage,
+    urgencyFilter,
+    severityFilter,
+    categoryFilter,
+    searchQuery,
+  ]);
+
+  /**
+   * Refresh Predictions
+   * 
+   * Purpose: Refresh AI predictions data
+   */
+  const refreshPredictions = useCallback(async () => {
+    await loadPredictions();
+  }, [loadPredictions]);
+
+  /**
+   * Set Search
+   * 
+   * Purpose: Set search query
+   */
+  const setSearch = useCallback((query: string) => {
+    dispatch(setSearchQuery(query));
+  }, [dispatch]);
+
+  /**
+   * Set Urgency Filter
+   * 
+   * Purpose: Set urgency filter
+   */
+  const setUrgency = useCallback((filter: AIPredictionState['selectedUrgencyFilter']) => {
+    dispatch(setUrgencyFilter(filter));
+  }, [dispatch]);
+
+  /**
+   * Set Severity Filter
+   * 
+   * Purpose: Set severity filter
+   */
+  const setSeverity = useCallback((filter: AIPredictionState['selectedSeverityFilter']) => {
+    dispatch(setSeverityFilter(filter));
+  }, [dispatch]);
+
+  /**
+   * Set Category Filter
+   * 
+   * Purpose: Set category filter
+   */
+  const setCategory = useCallback((filter: AIPredictionState['selectedCategoryFilter']) => {
+    dispatch(setCategoryFilter(filter));
+  }, [dispatch]);
+
+  /**
+   * Clear Filters
+   * 
+   * Purpose: Clear all active filters
+   */
+  const clearFilters = useCallback(() => {
+    dispatch(clearAllFilters());
+  }, [dispatch]);
+
+  /**
+   * Review Case
+   * 
+   * Purpose: Update case review status
+   */
+  const reviewCase = useCallback(async (
+    caseId: string,
+    reviewData: Partial<{
+      review_status: 'pending' | 'reviewed' | 'confirmed' | 'disputed';
+      reviewed_by: string;
+      review_notes: string;
+      priority: 'critical' | 'high' | 'medium' | 'low';
+    }> = {}
+  ) => {
+    if (!user?.access_token) {
+      throw new Error('User not authenticated');
+    }
+
+    try {
+      const defaultReviewData = {
+        review_status: 'reviewed' as const,
+        reviewed_by: user.display_name || user.email || 'Current User',
+        ...reviewData,
+      };
+
+      await dispatch(updateCaseReview({
+        caseId,
+        reviewData: defaultReviewData,
+        token: user.access_token,
+      })).unwrap();
+    } catch (error) {
+      console.error('Failed to review case:', error);
+      throw error;
+    }
+  }, [dispatch, user]);
+
+  // ============================================================================
+  // EFFECTS
+  // ============================================================================
+
+  /**
+   * Auto-load Effect
+   * 
+   * Purpose: Automatically load predictions on mount if enabled
+   */
+  useEffect(() => {
+    if (autoLoad && user?.access_token) {
+      loadPredictions().catch(console.error);
+    }
+  }, [autoLoad, user?.access_token, loadPredictions]);
+
+  /**
+   * Auto-refresh Effect
+   * 
+   * Purpose: Set up auto-refresh interval if specified
+   */
+  useEffect(() => {
+    if (!refreshInterval || !user?.access_token) return;
+
+    const interval = setInterval(() => {
+      loadPredictions().catch(console.error);
+    }, refreshInterval);
+
+    return () => clearInterval(interval);
+  }, [refreshInterval, user?.access_token, loadPredictions]);
+
+  /**
+   * Filter Change Effect
+   * 
+   * Purpose: Reload data when filters change
+   */
+  useEffect(() => {
+    if (user?.access_token) {
+      loadPredictions().catch(console.error);
+    }
+  }, [urgencyFilter, severityFilter, categoryFilter, searchQuery, currentPage]);
+
+  // ============================================================================
+  // RETURN
+  // ============================================================================
+
+  return {
+    // Data
+    cases,
+    statistics,
+    
+    // Loading states
+    isLoading,
+    error,
+    
+    // Filters
+    searchQuery,
+    urgencyFilter,
+    severityFilter,
+    categoryFilter,
+    activeFiltersCount,
+    
+    // Pagination
+    currentPage,
+    totalPages,
+    
+    // Actions
+    loadPredictions,
+    refreshPredictions,
+    setSearch,
+    setUrgency,
+    setSeverity,
+    setCategory,
+    clearFilters,
+    reviewCase,
+    
+    // Computed properties
+    hasFilters,
+    isEmpty,
+    hasError,
+  };
+};
+
+/*
+ * End of File: useAIPredictions.ts
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/index.ts

@@ -0,0 +1,54 @@
+/*
+ * File: index.ts
+ * Description: Main exports for AI Prediction module
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+// ============================================================================
+// COMPONENT EXPORTS
+// ============================================================================
+
+export * from './components';
+
+// ============================================================================
+// SCREEN EXPORTS
+// ============================================================================
+
+export * from './screens';
+
+// ============================================================================
+// NAVIGATION EXPORTS
+// ============================================================================
+
+export * from './navigation';
+
+// ============================================================================
+// REDUX EXPORTS
+// ============================================================================
+
+export * from './redux';
+
+// ============================================================================
+// SERVICE EXPORTS
+// ============================================================================
+
+export * from './services';
+
+// ============================================================================
+// TYPE EXPORTS
+// ============================================================================
+
+export * from './types';
+
+// ============================================================================
+// HOOK EXPORTS
+// ============================================================================
+
+export * from './hooks';
+
+/*
+ * End of File: index.ts
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/navigation/AIPredictionStackNavigator.tsx

@@ -0,0 +1,244 @@
+/*
+ * File: AIPredictionStackNavigator.tsx
+ * Description: Stack navigator for AI Prediction module screens
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+import React from 'react';
+import { createStackNavigator } from '@react-navigation/stack';
+import { TouchableOpacity, Text, StyleSheet } from 'react-native';
+import Icon from 'react-native-vector-icons/Feather';
+import { theme } from '../../../theme';
+
+// Import screens
+import { AIPredictionsScreen } from '../screens';
+import { ComingSoonScreen } from '../../../shared/components';
+
+// Import types
+import type { AIPredictionStackParamList } from './navigationTypes';
+
+// ============================================================================
+// STACK NAVIGATOR SETUP
+// ============================================================================
+
+const Stack = createStackNavigator<AIPredictionStackParamList>();
+
+// ============================================================================
+// HEADER COMPONENTS
+// ============================================================================
+
+/**
+ * Header Back Button
+ * 
+ * Purpose: Custom back button for navigation header
+ */
+const HeaderBackButton: React.FC<{ onPress: () => void }> = ({ onPress }) => (
+  <TouchableOpacity style={styles.headerButton} onPress={onPress}>
+    <Icon name="arrow-left" size={24} color={theme.colors.textPrimary} />
+  </TouchableOpacity>
+);
+
+/**
+ * Header Action Button
+ * 
+ * Purpose: Custom action button for navigation header
+ */
+const HeaderActionButton: React.FC<{
+  iconName: string;
+  onPress: () => void;
+  accessibilityLabel?: string;
+}> = ({ iconName, onPress, accessibilityLabel }) => (
+  <TouchableOpacity 
+    style={styles.headerButton} 
+    onPress={onPress}
+    accessibilityRole="button"
+    accessibilityLabel={accessibilityLabel}
+  >
+    <Icon name={iconName} size={24} color={theme.colors.textPrimary} />
+  </TouchableOpacity>
+);
+
+// ============================================================================
+// SCREEN OPTIONS
+// ============================================================================
+
+/**
+ * Default Screen Options
+ * 
+ * Purpose: Common screen options for all AI prediction screens
+ */
+const defaultScreenOptions = {
+  headerStyle: {
+    backgroundColor: theme.colors.background,
+    elevation: 2,
+    shadowOpacity: 0.1,
+    shadowRadius: 4,
+    shadowOffset: { width: 0, height: 2 },
+    borderBottomWidth: 1,
+    borderBottomColor: theme.colors.border,
+  },
+  headerTitleStyle: {
+    fontSize: theme.typography.fontSize.bodyLarge,
+    fontWeight: theme.typography.fontWeight.bold,
+    color: theme.colors.textPrimary,
+  },
+  headerTintColor: theme.colors.textPrimary,
+  headerBackTitleVisible: false,
+  gestureEnabled: true,
+  cardStyleInterpolator: ({ current, layouts }: any) => {
+    return {
+      cardStyle: {
+        transform: [
+          {
+            translateX: current.progress.interpolate({
+              inputRange: [0, 1],
+              outputRange: [layouts.screen.width, 0],
+            }),
+          },
+        ],
+      },
+    };
+  },
+};
+
+// ============================================================================
+// AI PREDICTION STACK NAVIGATOR COMPONENT
+// ============================================================================
+
+/**
+ * AIPredictionStackNavigator Component
+ * 
+ * Purpose: Stack navigator for AI prediction module
+ * 
+ * Features:
+ * - AI Prediction List screen (main screen)
+ * - AI Prediction Details screen (case details)
+ * - AI Prediction Filters screen (advanced filtering)
+ * - AI Prediction Stats screen (detailed statistics)
+ * - Custom header styling and buttons
+ * - Smooth navigation transitions
+ * - Accessibility support
+ * - Coming soon screens for unimplemented features
+ */
+const AIPredictionStackNavigator: React.FC = () => {
+  return (
+    <Stack.Navigator
+      initialRouteName="AIPredictionList"
+      screenOptions={defaultScreenOptions}
+    >
+      {/* AI Prediction List Screen */}
+      <Stack.Screen
+        name="AIPredictionList"
+        component={AIPredictionsScreen}
+        options={({ navigation }) => ({
+          title: 'AI Predictions',
+          headerLeft: () => null, // No back button on main screen
+          headerRight: () => (
+            <HeaderActionButton
+              iconName="more-vertical"
+              onPress={() => {
+                // Open options menu
+                // For now, just navigate to stats
+                // @ts-ignore
+                navigation.navigate('AIPredictionStats');
+              }}
+              accessibilityLabel="More options"
+            />
+          ),
+        })}
+      />
+
+      {/* AI Prediction Details Screen */}
+      <Stack.Screen
+        name="AIPredictionDetails"
+        component={ComingSoonScreen}
+        options={({ navigation, route }) => ({
+          title: 'Prediction Details',
+          headerLeft: () => (
+            <HeaderBackButton onPress={() => navigation.goBack()} />
+          ),
+          headerRight: () => (
+            <HeaderActionButton
+              iconName="share-2"
+              onPress={() => {
+                // Share prediction details
+                console.log('Share prediction:', route.params?.caseId);
+              }}
+              accessibilityLabel="Share prediction"
+            />
+          ),
+        })}
+      />
+
+      {/* AI Prediction Filters Screen */}
+      <Stack.Screen
+        name="AIPredictionFilters"
+        component={ComingSoonScreen}
+        options={({ navigation }) => ({
+          title: 'Advanced Filters',
+          headerLeft: () => (
+            <HeaderBackButton onPress={() => navigation.goBack()} />
+          ),
+          headerRight: () => (
+            <HeaderActionButton
+              iconName="refresh-cw"
+              onPress={() => {
+                // Reset filters
+                console.log('Reset filters');
+              }}
+              accessibilityLabel="Reset filters"
+            />
+          ),
+        })}
+      />
+
+      {/* AI Prediction Stats Screen */}
+      <Stack.Screen
+        name="AIPredictionStats"
+        component={ComingSoonScreen}
+        options={({ navigation, route }) => ({
+          title: 'Statistics',
+          headerLeft: () => (
+            <HeaderBackButton onPress={() => navigation.goBack()} />
+          ),
+          headerRight: () => (
+            <HeaderActionButton
+              iconName="download"
+              onPress={() => {
+                // Export statistics
+                console.log('Export stats:', route.params?.timeRange);
+              }}
+              accessibilityLabel="Export statistics"
+            />
+          ),
+        })}
+      />
+    </Stack.Navigator>
+  );
+};
+
+// ============================================================================
+// STYLES
+// ============================================================================
+
+const styles = StyleSheet.create({
+  headerButton: {
+    paddingHorizontal: theme.spacing.md,
+    paddingVertical: theme.spacing.sm,
+    marginHorizontal: theme.spacing.xs,
+  },
+  headerButtonText: {
+    fontSize: theme.typography.fontSize.bodyMedium,
+    color: theme.colors.primary,
+    fontWeight: theme.typography.fontWeight.medium,
+  },
+});
+
+export default AIPredictionStackNavigator;
+
+/*
+ * End of File: AIPredictionStackNavigator.tsx
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/navigation/index.ts

@@ -0,0 +1,16 @@
+/*
+ * File: index.ts
+ * Description: Navigation exports for AI Prediction module
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+export { default as AIPredictionStackNavigator } from './AIPredictionStackNavigator';
+export * from './navigationTypes';
+export * from './navigationUtils';
+
+/*
+ * End of File: index.ts
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/navigation/navigationTypes.ts

@@ -0,0 +1,169 @@
+/*
+ * File: navigationTypes.ts
+ * Description: Navigation type definitions for AI Prediction module
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+import type { StackNavigationProp } from '@react-navigation/stack';
+import type { RouteProp } from '@react-navigation/native';
+
+// ============================================================================
+// AI PREDICTION STACK PARAM LIST
+// ============================================================================
+
+/**
+ * AI Prediction Stack Param List
+ * 
+ * Purpose: Define navigation parameters for AI prediction screens
+ * 
+ * Screens:
+ * - AIPredictionList: Main list of AI predictions
+ * - AIPredictionDetails: Detailed view of a specific prediction
+ * - AIPredictionFilters: Advanced filtering options
+ * - AIPredictionStats: Detailed statistics view
+ */
+export type AIPredictionStackParamList = {
+  AIPredictionList: undefined;
+  AIPredictionDetails: { caseId: string };
+  AIPredictionFilters: undefined;
+  AIPredictionStats: { timeRange?: 'today' | 'week' | 'month' };
+};
+
+// ============================================================================
+// NAVIGATION PROP TYPES
+// ============================================================================
+
+/**
+ * AI Prediction List Navigation Prop
+ * 
+ * Purpose: Navigation prop type for AI prediction list screen
+ */
+export type AIPredictionListNavigationProp = StackNavigationProp<
+  AIPredictionStackParamList,
+  'AIPredictionList'
+>;
+
+/**
+ * AI Prediction Details Navigation Prop
+ * 
+ * Purpose: Navigation prop type for AI prediction details screen
+ */
+export type AIPredictionDetailsNavigationProp = StackNavigationProp<
+  AIPredictionStackParamList,
+  'AIPredictionDetails'
+>;
+
+/**
+ * AI Prediction Filters Navigation Prop
+ * 
+ * Purpose: Navigation prop type for AI prediction filters screen
+ */
+export type AIPredictionFiltersNavigationProp = StackNavigationProp<
+  AIPredictionStackParamList,
+  'AIPredictionFilters'
+>;
+
+/**
+ * AI Prediction Stats Navigation Prop
+ * 
+ * Purpose: Navigation prop type for AI prediction statistics screen
+ */
+export type AIPredictionStatsNavigationProp = StackNavigationProp<
+  AIPredictionStackParamList,
+  'AIPredictionStats'
+>;
+
+// ============================================================================
+// ROUTE PROP TYPES
+// ============================================================================
+
+/**
+ * AI Prediction List Route Prop
+ * 
+ * Purpose: Route prop type for AI prediction list screen
+ */
+export type AIPredictionListRouteProp = RouteProp<
+  AIPredictionStackParamList,
+  'AIPredictionList'
+>;
+
+/**
+ * AI Prediction Details Route Prop
+ * 
+ * Purpose: Route prop type for AI prediction details screen
+ */
+export type AIPredictionDetailsRouteProp = RouteProp<
+  AIPredictionStackParamList,
+  'AIPredictionDetails'
+>;
+
+/**
+ * AI Prediction Filters Route Prop
+ * 
+ * Purpose: Route prop type for AI prediction filters screen
+ */
+export type AIPredictionFiltersRouteProp = RouteProp<
+  AIPredictionStackParamList,
+  'AIPredictionFilters'
+>;
+
+/**
+ * AI Prediction Stats Route Prop
+ * 
+ * Purpose: Route prop type for AI prediction statistics screen
+ */
+export type AIPredictionStatsRouteProp = RouteProp<
+  AIPredictionStackParamList,
+  'AIPredictionStats'
+>;
+
+// ============================================================================
+// COMBINED PROP TYPES
+// ============================================================================
+
+/**
+ * AI Prediction List Screen Props
+ * 
+ * Purpose: Combined props for AI prediction list screen
+ */
+export interface AIPredictionListScreenProps {
+  navigation: AIPredictionListNavigationProp;
+  route: AIPredictionListRouteProp;
+}
+
+/**
+ * AI Prediction Details Screen Props
+ * 
+ * Purpose: Combined props for AI prediction details screen
+ */
+export interface AIPredictionDetailsScreenProps {
+  navigation: AIPredictionDetailsNavigationProp;
+  route: AIPredictionDetailsRouteProp;
+}
+
+/**
+ * AI Prediction Filters Screen Props
+ * 
+ * Purpose: Combined props for AI prediction filters screen
+ */
+export interface AIPredictionFiltersScreenProps {
+  navigation: AIPredictionFiltersNavigationProp;
+  route: AIPredictionFiltersRouteProp;
+}
+
+/**
+ * AI Prediction Stats Screen Props
+ * 
+ * Purpose: Combined props for AI prediction statistics screen
+ */
+export interface AIPredictionStatsScreenProps {
+  navigation: AIPredictionStatsNavigationProp;
+  route: AIPredictionStatsRouteProp;
+}
+
+/*
+ * End of File: navigationTypes.ts
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/navigation/navigationUtils.ts

@@ -0,0 +1,251 @@
+/*
+ * File: navigationUtils.ts
+ * Description: Navigation utility functions for AI Prediction module
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+import { CommonActions } from '@react-navigation/native';
+import type { AIPredictionStackParamList } from './navigationTypes';
+
+// ============================================================================
+// NAVIGATION UTILITY FUNCTIONS
+// ============================================================================
+
+/**
+ * Navigate to AI Prediction Details
+ * 
+ * Purpose: Navigate to AI prediction case details screen
+ * 
+ * @param navigation - Navigation object
+ * @param caseId - AI prediction case ID
+ */
+export const navigateToAIPredictionDetails = (
+  navigation: any,
+  caseId: string
+) => {
+  navigation.navigate('AIPredictionDetails', { caseId });
+};
+
+/**
+ * Navigate to AI Prediction Filters
+ * 
+ * Purpose: Navigate to advanced filters screen
+ * 
+ * @param navigation - Navigation object
+ */
+export const navigateToAIPredictionFilters = (navigation: any) => {
+  navigation.navigate('AIPredictionFilters');
+};
+
+/**
+ * Navigate to AI Prediction Statistics
+ * 
+ * Purpose: Navigate to detailed statistics screen
+ * 
+ * @param navigation - Navigation object
+ * @param timeRange - Optional time range filter
+ */
+export const navigateToAIPredictionStats = (
+  navigation: any,
+  timeRange?: 'today' | 'week' | 'month'
+) => {
+  navigation.navigate('AIPredictionStats', { timeRange });
+};
+
+/**
+ * Go Back to AI Prediction List
+ * 
+ * Purpose: Navigate back to AI prediction list screen
+ * 
+ * @param navigation - Navigation object
+ */
+export const goBackToAIPredictionList = (navigation: any) => {
+  navigation.navigate('AIPredictionList');
+};
+
+/**
+ * Reset to AI Prediction List
+ * 
+ * Purpose: Reset navigation stack to AI prediction list
+ * 
+ * @param navigation - Navigation object
+ */
+export const resetToAIPredictionList = (navigation: any) => {
+  navigation.dispatch(
+    CommonActions.reset({
+      index: 0,
+      routes: [{ name: 'AIPredictionList' }],
+    })
+  );
+};
+
+/**
+ * Can Go Back
+ * 
+ * Purpose: Check if navigation can go back
+ * 
+ * @param navigation - Navigation object
+ * @returns Boolean indicating if can go back
+ */
+export const canGoBack = (navigation: any): boolean => {
+  return navigation.canGoBack();
+};
+
+/**
+ * Get Current Route Name
+ * 
+ * Purpose: Get the current route name
+ * 
+ * @param navigation - Navigation object
+ * @returns Current route name or undefined
+ */
+export const getCurrentRouteName = (navigation: any): string | undefined => {
+  return navigation.getCurrentRoute()?.name;
+};
+
+/**
+ * Get Current Route Params
+ * 
+ * Purpose: Get the current route parameters
+ * 
+ * @param navigation - Navigation object
+ * @returns Current route params or undefined
+ */
+export const getCurrentRouteParams = (navigation: any): any => {
+  return navigation.getCurrentRoute()?.params;
+};
+
+/**
+ * Navigate with Replace
+ * 
+ * Purpose: Navigate to a screen by replacing the current one
+ * 
+ * @param navigation - Navigation object
+ * @param routeName - Route name to navigate to
+ * @param params - Optional route parameters
+ */
+export const navigateWithReplace = (
+  navigation: any,
+  routeName: keyof AIPredictionStackParamList,
+  params?: any
+) => {
+  navigation.replace(routeName, params);
+};
+
+/**
+ * Navigate with Push
+ * 
+ * Purpose: Navigate to a screen by pushing it onto the stack
+ * 
+ * @param navigation - Navigation object
+ * @param routeName - Route name to navigate to
+ * @param params - Optional route parameters
+ */
+export const navigateWithPush = (
+  navigation: any,
+  routeName: keyof AIPredictionStackParamList,
+  params?: any
+) => {
+  navigation.push(routeName, params);
+};
+
+/**
+ * Pop Navigation Stack
+ * 
+ * Purpose: Pop the specified number of screens from the stack
+ * 
+ * @param navigation - Navigation object
+ * @param count - Number of screens to pop (default: 1)
+ */
+export const popNavigationStack = (navigation: any, count: number = 1) => {
+  navigation.pop(count);
+};
+
+/**
+ * Pop to Top
+ * 
+ * Purpose: Pop to the top of the navigation stack
+ * 
+ * @param navigation - Navigation object
+ */
+export const popToTop = (navigation: any) => {
+  navigation.popToTop();
+};
+
+/**
+ * Set Navigation Params
+ * 
+ * Purpose: Set parameters for the current screen
+ * 
+ * @param navigation - Navigation object
+ * @param params - Parameters to set
+ */
+export const setNavigationParams = (navigation: any, params: any) => {
+  navigation.setParams(params);
+};
+
+/**
+ * Add Navigation Listener
+ * 
+ * Purpose: Add a navigation event listener
+ * 
+ * @param navigation - Navigation object
+ * @param eventName - Event name to listen for
+ * @param callback - Callback function
+ * @returns Unsubscribe function
+ */
+export const addNavigationListener = (
+  navigation: any,
+  eventName: string,
+  callback: (e: any) => void
+) => {
+  return navigation.addListener(eventName, callback);
+};
+
+/**
+ * Remove Navigation Listener
+ * 
+ * Purpose: Remove a navigation event listener
+ * 
+ * @param navigation - Navigation object
+ * @param eventName - Event name
+ * @param callback - Callback function
+ */
+export const removeNavigationListener = (
+  navigation: any,
+  eventName: string,
+  callback: (e: any) => void
+) => {
+  navigation.removeListener(eventName, callback);
+};
+
+/**
+ * Check if Screen is Focused
+ * 
+ * Purpose: Check if the current screen is focused
+ * 
+ * @param navigation - Navigation object
+ * @returns Boolean indicating if screen is focused
+ */
+export const isScreenFocused = (navigation: any): boolean => {
+  return navigation.isFocused();
+};
+
+/**
+ * Get Navigation State
+ * 
+ * Purpose: Get the current navigation state
+ * 
+ * @param navigation - Navigation object
+ * @returns Navigation state
+ */
+export const getNavigationState = (navigation: any) => {
+  return navigation.getState();
+};
+
+/*
+ * End of File: navigationUtils.ts
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/redux/aiPredictionSelectors.ts

@@ -0,0 +1,410 @@
+/*
+ * File: aiPredictionSelectors.ts
+ * Description: Redux selectors for AI Prediction state
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+import { createSelector } from '@reduxjs/toolkit';
+import type { RootState } from '../../../store';
+import { AIPredictionCase } from '../types';
+
+// ============================================================================
+// BASE SELECTORS
+// ============================================================================
+
+/**
+ * Select AI Prediction State
+ * 
+ * Purpose: Get the entire AI prediction state
+ */
+export const selectAIPredictionState = (state: RootState) => state.aiPrediction;
+
+/**
+ * Select Prediction Cases
+ * 
+ * Purpose: Get all AI prediction cases
+ */
+export const selectPredictionCases = (state: RootState) => state.aiPrediction.predictionCases;
+
+/**
+ * Select Current Case
+ * 
+ * Purpose: Get the currently selected AI prediction case
+ */
+export const selectCurrentCase = (state: RootState) => state.aiPrediction.currentCase;
+
+/**
+ * Select Loading State
+ * 
+ * Purpose: Get the loading state for AI predictions
+ */
+export const selectIsLoading = (state: RootState) => state.aiPrediction.isLoading;
+
+/**
+ * Select Loading Case Details State
+ * 
+ * Purpose: Get the loading state for case details
+ */
+export const selectIsLoadingCaseDetails = (state: RootState) => state.aiPrediction.isLoadingCaseDetails;
+
+/**
+ * Select Error
+ * 
+ * Purpose: Get the current error message
+ */
+export const selectError = (state: RootState) => state.aiPrediction.error;
+
+/**
+ * Select Search Query
+ * 
+ * Purpose: Get the current search query
+ */
+export const selectSearchQuery = (state: RootState) => state.aiPrediction.searchQuery;
+
+/**
+ * Select Filter States
+ * 
+ * Purpose: Get all filter states
+ */
+export const selectUrgencyFilter = (state: RootState) => state.aiPrediction.selectedUrgencyFilter;
+export const selectSeverityFilter = (state: RootState) => state.aiPrediction.selectedSeverityFilter;
+export const selectCategoryFilter = (state: RootState) => state.aiPrediction.selectedCategoryFilter;
+
+/**
+ * Select Sort Options
+ * 
+ * Purpose: Get current sort configuration
+ */
+export const selectSortBy = (state: RootState) => state.aiPrediction.sortBy;
+export const selectSortOrder = (state: RootState) => state.aiPrediction.sortOrder;
+
+/**
+ * Select Pagination
+ * 
+ * Purpose: Get pagination configuration
+ */
+export const selectCurrentPage = (state: RootState) => state.aiPrediction.currentPage;
+export const selectItemsPerPage = (state: RootState) => state.aiPrediction.itemsPerPage;
+export const selectTotalItems = (state: RootState) => state.aiPrediction.totalItems;
+
+/**
+ * Select UI State
+ * 
+ * Purpose: Get UI state flags
+ */
+export const selectShowFilters = (state: RootState) => state.aiPrediction.showFilters;
+export const selectSelectedCaseIds = (state: RootState) => state.aiPrediction.selectedCaseIds;
+
+// ============================================================================
+// COMPUTED SELECTORS
+// ============================================================================
+
+/**
+ * Select Filtered and Sorted Cases
+ * 
+ * Purpose: Get AI prediction cases filtered and sorted based on current settings
+ */
+export const selectFilteredAndSortedCases = createSelector(
+  [
+    selectPredictionCases,
+    selectSearchQuery,
+    selectUrgencyFilter,
+    selectSeverityFilter,
+    selectCategoryFilter,
+    selectSortBy,
+    selectSortOrder,
+  ],
+  (cases, searchQuery, urgencyFilter, severityFilter, categoryFilter, sortBy, sortOrder) => {
+    let filteredCases = [...cases];
+
+    // Apply search filter
+    if (searchQuery.trim()) {
+      const query = searchQuery.toLowerCase();
+      filteredCases = filteredCases.filter(case_ =>
+        case_.patid.toLowerCase().includes(query) ||
+        case_.prediction.label.toLowerCase().includes(query) ||
+        case_.prediction.anatomical_location.toLowerCase().includes(query)
+      );
+    }
+
+    // Apply urgency filter
+    if (urgencyFilter !== 'all') {
+      filteredCases = filteredCases.filter(case_ => 
+        case_.prediction.clinical_urgency === urgencyFilter
+      );
+    }
+
+    // Apply severity filter
+    if (severityFilter !== 'all') {
+      filteredCases = filteredCases.filter(case_ => 
+        case_.prediction.primary_severity === severityFilter
+      );
+    }
+
+    // Apply category filter
+    if (categoryFilter !== 'all') {
+      filteredCases = filteredCases.filter(case_ => 
+        case_.prediction.finding_category === categoryFilter
+      );
+    }
+
+    // Apply sorting
+    filteredCases.sort((a, b) => {
+      let comparison = 0;
+
+      switch (sortBy) {
+        case 'date':
+          comparison = new Date(a.created_at || '').getTime() - new Date(b.created_at || '').getTime();
+          break;
+        case 'urgency':
+          const urgencyOrder = { emergency: 5, urgent: 4, moderate: 3, low: 2, routine: 1 };
+          comparison = (urgencyOrder[a.prediction.clinical_urgency as keyof typeof urgencyOrder] || 0) - 
+                      (urgencyOrder[b.prediction.clinical_urgency as keyof typeof urgencyOrder] || 0);
+          break;
+        case 'confidence':
+          comparison = a.prediction.confidence_score - b.prediction.confidence_score;
+          break;
+        case 'severity':
+          const severityOrder = { high: 4, medium: 3, low: 2, none: 1 };
+          comparison = (severityOrder[a.prediction.primary_severity as keyof typeof severityOrder] || 0) - 
+                      (severityOrder[b.prediction.primary_severity as keyof typeof severityOrder] || 0);
+          break;
+        default:
+          break;
+      }
+
+      return sortOrder === 'desc' ? -comparison : comparison;
+    });
+
+    return filteredCases;
+  }
+);
+
+/**
+ * Select Paginated Cases
+ * 
+ * Purpose: Get the current page of filtered and sorted cases
+ */
+export const selectPaginatedCases = createSelector(
+  [selectFilteredAndSortedCases, selectCurrentPage, selectItemsPerPage],
+  (filteredCases, currentPage, itemsPerPage) => {
+    const startIndex = (currentPage - 1) * itemsPerPage;
+    const endIndex = startIndex + itemsPerPage;
+    return filteredCases.slice(startIndex, endIndex);
+  }
+);
+
+/**
+ * Select Critical Cases
+ * 
+ * Purpose: Get cases marked as critical or emergency
+ */
+export const selectCriticalCases = createSelector(
+  [selectPredictionCases],
+  (cases) => cases.filter(case_ => 
+    case_.prediction.clinical_urgency === 'emergency' || 
+    case_.prediction.clinical_urgency === 'urgent' ||
+    case_.prediction.primary_severity === 'high' ||
+    case_.priority === 'critical'
+  )
+);
+
+/**
+ * Select Pending Cases
+ * 
+ * Purpose: Get cases pending review
+ */
+export const selectPendingCases = createSelector(
+  [selectPredictionCases],
+  (cases) => cases.filter(case_ => case_.review_status === 'pending')
+);
+
+/**
+ * Select Reviewed Cases
+ * 
+ * Purpose: Get cases that have been reviewed
+ */
+export const selectReviewedCases = createSelector(
+  [selectPredictionCases],
+  (cases) => cases.filter(case_ => 
+    case_.review_status === 'reviewed' || 
+    case_.review_status === 'confirmed' || 
+    case_.review_status === 'disputed'
+  )
+);
+
+/**
+ * Select Cases by Urgency
+ * 
+ * Purpose: Group cases by urgency level
+ */
+export const selectCasesByUrgency = createSelector(
+  [selectPredictionCases],
+  (cases) => {
+    const grouped = {
+      emergency: [] as AIPredictionCase[],
+      urgent: [] as AIPredictionCase[],
+      moderate: [] as AIPredictionCase[],
+      low: [] as AIPredictionCase[],
+      routine: [] as AIPredictionCase[],
+    };
+
+    cases.forEach(case_ => {
+      const urgency = case_.prediction.clinical_urgency as keyof typeof grouped;
+      if (grouped[urgency]) {
+        grouped[urgency].push(case_);
+      }
+    });
+
+    return grouped;
+  }
+);
+
+/**
+ * Select Cases Statistics
+ * 
+ * Purpose: Get statistical overview of cases
+ */
+export const selectCasesStatistics = createSelector(
+  [selectPredictionCases],
+  (cases) => {
+    const total = cases.length;
+    const critical = cases.filter(c => 
+      c.prediction.clinical_urgency === 'emergency' || 
+      c.prediction.clinical_urgency === 'urgent'
+    ).length;
+    const pending = cases.filter(c => c.review_status === 'pending').length;
+    const reviewed = cases.filter(c => 
+      c.review_status === 'reviewed' || 
+      c.review_status === 'confirmed'
+    ).length;
+    const averageConfidence = total > 0 
+      ? cases.reduce((sum, c) => sum + c.prediction.confidence_score, 0) / total 
+      : 0;
+
+    return {
+      total,
+      critical,
+      pending,
+      reviewed,
+      averageConfidence: Math.round(averageConfidence * 1000) / 1000, // Round to 3 decimal places
+      reviewProgress: total > 0 ? Math.round((reviewed / total) * 100) : 0,
+    };
+  }
+);
+
+/**
+ * Select Filter Counts
+ * 
+ * Purpose: Get counts for each filter option
+ */
+export const selectFilterCounts = createSelector(
+  [selectPredictionCases],
+  (cases) => {
+    const urgencyCounts = {
+      all: cases.length,
+      emergency: 0,
+      urgent: 0,
+      moderate: 0,
+      low: 0,
+      routine: 0,
+    };
+
+    const severityCounts = {
+      all: cases.length,
+      high: 0,
+      medium: 0,
+      low: 0,
+      none: 0,
+    };
+
+    const categoryCounts = {
+      all: cases.length,
+      normal: 0,
+      abnormal: 0,
+      critical: 0,
+      warning: 0,
+      unknown: 0,
+    };
+
+    cases.forEach(case_ => {
+      // Count urgency
+      const urgency = case_.prediction.clinical_urgency as keyof typeof urgencyCounts;
+      if (urgencyCounts[urgency] !== undefined) {
+        urgencyCounts[urgency]++;
+      }
+
+      // Count severity
+      const severity = case_.prediction.primary_severity as keyof typeof severityCounts;
+      if (severityCounts[severity] !== undefined) {
+        severityCounts[severity]++;
+      }
+
+      // Count category
+      const category = case_.prediction.finding_category as keyof typeof categoryCounts;
+      if (categoryCounts[category] !== undefined) {
+        categoryCounts[category]++;
+      }
+    });
+
+    return {
+      urgency: urgencyCounts,
+      severity: severityCounts,
+      category: categoryCounts,
+    };
+  }
+);
+
+/**
+ * Select Total Pages
+ * 
+ * Purpose: Calculate total number of pages based on filtered results
+ */
+export const selectTotalPages = createSelector(
+  [selectFilteredAndSortedCases, selectItemsPerPage],
+  (filteredCases, itemsPerPage) => Math.ceil(filteredCases.length / itemsPerPage)
+);
+
+/**
+ * Select Has Previous Page
+ * 
+ * Purpose: Check if there's a previous page available
+ */
+export const selectHasPreviousPage = createSelector(
+  [selectCurrentPage],
+  (currentPage) => currentPage > 1
+);
+
+/**
+ * Select Has Next Page
+ * 
+ * Purpose: Check if there's a next page available
+ */
+export const selectHasNextPage = createSelector(
+  [selectCurrentPage, selectTotalPages],
+  (currentPage, totalPages) => currentPage < totalPages
+);
+
+/**
+ * Select Active Filters Count
+ * 
+ * Purpose: Count how many filters are currently active
+ */
+export const selectActiveFiltersCount = createSelector(
+  [selectSearchQuery, selectUrgencyFilter, selectSeverityFilter, selectCategoryFilter],
+  (searchQuery, urgencyFilter, severityFilter, categoryFilter) => {
+    let count = 0;
+    if (searchQuery.trim()) count++;
+    if (urgencyFilter !== 'all') count++;
+    if (severityFilter !== 'all') count++;
+    if (categoryFilter !== 'all') count++;
+    return count;
+  }
+);
+
+/*
+ * End of File: aiPredictionSelectors.ts
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/redux/aiPredictionSlice.ts

@@ -0,0 +1,621 @@
+/*
+ * File: aiPredictionSlice.ts
+ * Description: Redux slice for AI Prediction state management
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+import { createSlice, createAsyncThunk, PayloadAction } from '@reduxjs/toolkit';
+import { 
+  AIPredictionCase, 
+  AIPredictionState, 
+  AIPredictionStats,
+  AIPredictionAPIResponse 
+} from '../types';
+import { aiPredictionAPI } from '../services';
+
+// ============================================================================
+// ASYNC THUNKS
+// ============================================================================
+
+/**
+ * Fetch AI Predictions Async Thunk
+ * 
+ * Purpose: Fetch AI prediction results from API
+ * 
+ * @param token - Authentication token
+ * @param params - Optional query parameters for filtering
+ * @returns Promise with AI prediction data or error
+ */
+export const fetchAIPredictions = createAsyncThunk(
+  'aiPrediction/fetchAIPredictions',
+  async (payload: { 
+    token: string; 
+    params?: {
+      page?: number;
+      limit?: number;
+      urgency?: string;
+      severity?: string;
+      category?: string;
+      search?: string;
+    }
+  }, { rejectWithValue }) => {
+    try {
+      const response: any = await aiPredictionAPI.getAllPredictions(payload.token, payload.params);
+      console.log('AI predictions response:', response);
+      
+      if (response.ok && response.data && response.data.success) {
+        // Add additional metadata to each case for UI purposes
+        const enhancedCases = response.data.data.map((aiCase: AIPredictionCase) => ({
+          ...aiCase,
+          created_at: new Date().toISOString(),
+          updated_at: new Date().toISOString(),
+          review_status: 'pending' as const,
+          priority: getPriorityFromPrediction(aiCase.prediction)
+        }));
+        
+        console.log('Enhanced AI prediction cases:', enhancedCases);
+        return {
+          cases: enhancedCases as AIPredictionCase[],
+          total: response.data.total || enhancedCases.length,
+          page: response.data.page || 1,
+          limit: response.data.limit || 20
+        };
+      } else {
+        // Fallback to mock data for development
+        const mockData = generateMockAIPredictions();
+        return {
+          cases: mockData,
+          total: mockData.length,
+          page: 1,
+          limit: 20
+        };
+      }
+    } catch (error: any) {
+      console.error('Fetch AI predictions error:', error);
+      return rejectWithValue(error.message || 'Failed to fetch AI predictions.');
+    }
+  }
+);
+
+/**
+ * Fetch AI Prediction Case Details Async Thunk
+ * 
+ * Purpose: Fetch detailed information for a specific AI prediction case
+ * 
+ * @param caseId - AI prediction case ID
+ * @param token - Authentication token
+ * @returns Promise with case details or error
+ */
+export const fetchAIPredictionDetails = createAsyncThunk(
+  'aiPrediction/fetchAIPredictionDetails',
+  async (payload: { caseId: string; token: string }, { rejectWithValue }) => {
+    try {
+      const response: any = await aiPredictionAPI.getCaseDetails(payload.caseId, payload.token);
+      
+      if (response.ok && response.data) {
+        return response.data as AIPredictionCase;
+      } else {
+        // Fallback to mock data
+        const mockCase = generateMockAIPredictions().find(c => c.patid === payload.caseId);
+        if (mockCase) {
+          return mockCase;
+        }
+        throw new Error('Case not found');
+      }
+    } catch (error: any) {
+      console.error('Fetch AI prediction details error:', error);
+      return rejectWithValue(error.message || 'Failed to fetch case details.');
+    }
+  }
+);
+
+/**
+ * Update Case Review Async Thunk
+ * 
+ * Purpose: Update review status of an AI prediction case
+ * 
+ * @param caseId - Case ID to update
+ * @param reviewData - Review data
+ * @param token - Authentication token
+ * @returns Promise with updated case or error
+ */
+export const updateCaseReview = createAsyncThunk(
+  'aiPrediction/updateCaseReview',
+  async (payload: {
+    caseId: string;
+    reviewData: {
+      review_status: 'pending' | 'reviewed' | 'confirmed' | 'disputed';
+      reviewed_by?: string;
+      review_notes?: string;
+      priority?: 'critical' | 'high' | 'medium' | 'low';
+    };
+    token: string;
+  }, { rejectWithValue }) => {
+    try {
+      const response: any = await aiPredictionAPI.updateCaseReview(
+        payload.caseId, 
+        payload.reviewData, 
+        payload.token
+      );
+      
+      if (response.ok && response.data) {
+        return {
+          caseId: payload.caseId,
+          ...payload.reviewData,
+          updated_at: new Date().toISOString()
+        };
+      } else {
+        throw new Error('Failed to update case review');
+      }
+    } catch (error: any) {
+      console.error('Update case review error:', error);
+      return rejectWithValue(error.message || 'Failed to update case review.');
+    }
+  }
+);
+
+/**
+ * Fetch AI Prediction Statistics Async Thunk
+ * 
+ * Purpose: Fetch statistics for AI predictions dashboard
+ * 
+ * @param token - Authentication token
+ * @param timeRange - Time range filter
+ * @returns Promise with statistics data or error
+ */
+export const fetchAIPredictionStats = createAsyncThunk(
+  'aiPrediction/fetchAIPredictionStats',
+  async (payload: { token: string; timeRange?: 'today' | 'week' | 'month' }, { rejectWithValue }) => {
+    try {
+      const response: any = await aiPredictionAPI.getPredictionStats(payload.token, payload.timeRange);
+      
+      if (response.ok && response.data) {
+        return response.data as AIPredictionStats;
+      } else {
+        // Fallback to mock stats
+        return generateMockStats();
+      }
+    } catch (error: any) {
+      console.error('Fetch AI prediction stats error:', error);
+      return rejectWithValue(error.message || 'Failed to fetch statistics.');
+    }
+  }
+);
+
+// ============================================================================
+// HELPER FUNCTIONS
+// ============================================================================
+
+/**
+ * Get Priority from AI Prediction
+ * 
+ * Purpose: Determine case priority based on AI prediction results
+ */
+function getPriorityFromPrediction(prediction: any): 'critical' | 'high' | 'medium' | 'low' {
+  if (prediction.clinical_urgency === 'emergency' || prediction.primary_severity === 'high') {
+    return 'critical';
+  }
+  if (prediction.clinical_urgency === 'urgent' || prediction.primary_severity === 'medium') {
+    return 'high';
+  }
+  if (prediction.clinical_urgency === 'moderate' || prediction.primary_severity === 'low') {
+    return 'medium';
+  }
+  return 'low';
+}
+
+/**
+ * Generate Mock AI Predictions
+ * 
+ * Purpose: Generate mock data for development and testing
+ */
+function generateMockAIPredictions(): AIPredictionCase[] {
+  return [
+    {
+      patid: "demogw05-08-2017",
+      hospital_id: "eec24855-d8ae-4fad-8e54-af0480343dc2",
+      prediction: {
+        label: "midline shift",
+        finding_type: "pathology",
+        clinical_urgency: "urgent",
+        confidence_score: 0.996,
+        finding_category: "abnormal",
+        primary_severity: "high",
+        anatomical_location: "brain"
+      },
+      created_at: "2024-01-15T10:30:00Z",
+      updated_at: "2024-01-15T10:30:00Z",
+      review_status: "pending",
+      priority: "critical"
+    },
+    {
+      patid: "demo-patient-002",
+      hospital_id: "eec24855-d8ae-4fad-8e54-af0480343dc2",
+      prediction: {
+        label: "normal brain",
+        finding_type: "no_pathology",
+        clinical_urgency: "routine",
+        confidence_score: 0.892,
+        finding_category: "normal",
+        primary_severity: "none",
+        anatomical_location: "not_applicable"
+      },
+      created_at: "2024-01-15T09:15:00Z",
+      updated_at: "2024-01-15T09:15:00Z",
+      review_status: "reviewed",
+      priority: "low"
+    },
+    {
+      patid: "demo-patient-003",
+      hospital_id: "eec24855-d8ae-4fad-8e54-af0480343dc2",
+      prediction: {
+        label: "hemorrhage",
+        finding_type: "pathology",
+        clinical_urgency: "emergency",
+        confidence_score: 0.945,
+        finding_category: "critical",
+        primary_severity: "high",
+        anatomical_location: "temporal lobe"
+      },
+      created_at: "2024-01-15T11:45:00Z",
+      updated_at: "2024-01-15T11:45:00Z",
+      review_status: "confirmed",
+      priority: "critical"
+    }
+  ];
+}
+
+/**
+ * Generate Mock Statistics
+ * 
+ * Purpose: Generate mock statistics for development
+ */
+function generateMockStats(): AIPredictionStats {
+  return {
+    totalCases: 156,
+    criticalCases: 23,
+    urgentCases: 45,
+    reviewedCases: 89,
+    pendingCases: 67,
+    averageConfidence: 0.887,
+    todaysCases: 12,
+    weeklyTrend: 15.4
+  };
+}
+
+// ============================================================================
+// INITIAL STATE
+// ============================================================================
+
+/**
+ * Initial AI Prediction State
+ * 
+ * Purpose: Define the initial state for AI predictions
+ * 
+ * Features:
+ * - Prediction cases list and management
+ * - Current case details
+ * - Loading states for async operations
+ * - Error handling and messages
+ * - Search and filtering
+ * - Pagination support
+ * - Cache management
+ */
+const initialState: AIPredictionState = {
+  // Prediction data
+  predictionCases: [],
+  currentCase: null,
+  
+  // Loading states
+  isLoading: false,
+  isRefreshing: false,
+  isLoadingCaseDetails: false,
+  
+  // Error handling
+  error: null,
+  
+  // Search and filtering
+  searchQuery: '',
+  selectedUrgencyFilter: 'all',
+  selectedSeverityFilter: 'all',
+  selectedCategoryFilter: 'all',
+  sortBy: 'date',
+  sortOrder: 'desc',
+  
+  // Pagination
+  currentPage: 1,
+  itemsPerPage: 20,
+  totalItems: 0,
+  
+  // Cache management
+  lastUpdated: null,
+  cacheExpiry: null,
+  
+  // UI state
+  showFilters: false,
+  selectedCaseIds: [],
+};
+
+// ============================================================================
+// AI PREDICTION SLICE
+// ============================================================================
+
+/**
+ * AI Prediction Slice
+ * 
+ * Purpose: Redux slice for AI prediction state management
+ * 
+ * Features:
+ * - AI prediction data management
+ * - Search and filtering
+ * - Case review management
+ * - Pagination
+ * - Caching
+ * - Error handling
+ * - Loading states
+ */
+const aiPredictionSlice = createSlice({
+  name: 'aiPrediction',
+  initialState,
+  reducers: {
+    /**
+     * Clear Error Action
+     * 
+     * Purpose: Clear AI prediction errors
+     */
+    clearError: (state) => {
+      state.error = null;
+    },
+    
+    /**
+     * Set Search Query Action
+     * 
+     * Purpose: Set search query for AI predictions
+     */
+    setSearchQuery: (state, action: PayloadAction<string>) => {
+      state.searchQuery = action.payload;
+      state.currentPage = 1; // Reset to first page when searching
+    },
+    
+    /**
+     * Set Urgency Filter Action
+     * 
+     * Purpose: Set urgency filter for AI predictions
+     */
+    setUrgencyFilter: (state, action: PayloadAction<AIPredictionState['selectedUrgencyFilter']>) => {
+      state.selectedUrgencyFilter = action.payload;
+      state.currentPage = 1; // Reset to first page when filtering
+    },
+    
+    /**
+     * Set Severity Filter Action
+     * 
+     * Purpose: Set severity filter for AI predictions
+     */
+    setSeverityFilter: (state, action: PayloadAction<AIPredictionState['selectedSeverityFilter']>) => {
+      state.selectedSeverityFilter = action.payload;
+      state.currentPage = 1; // Reset to first page when filtering
+    },
+    
+    /**
+     * Set Category Filter Action
+     * 
+     * Purpose: Set category filter for AI predictions
+     */
+    setCategoryFilter: (state, action: PayloadAction<AIPredictionState['selectedCategoryFilter']>) => {
+      state.selectedCategoryFilter = action.payload;
+      state.currentPage = 1; // Reset to first page when filtering
+    },
+    
+    /**
+     * Set Sort Action
+     * 
+     * Purpose: Set sort options for AI predictions
+     */
+    setSort: (state, action: PayloadAction<{ by: 'date' | 'urgency' | 'confidence' | 'severity'; order: 'asc' | 'desc' }>) => {
+      state.sortBy = action.payload.by;
+      state.sortOrder = action.payload.order;
+    },
+    
+    /**
+     * Set Current Page Action
+     * 
+     * Purpose: Set current page for pagination
+     */
+    setCurrentPage: (state, action: PayloadAction<number>) => {
+      state.currentPage = action.payload;
+    },
+    
+    /**
+     * Set Items Per Page Action
+     * 
+     * Purpose: Set items per page for pagination
+     */
+    setItemsPerPage: (state, action: PayloadAction<number>) => {
+      state.itemsPerPage = action.payload;
+      state.currentPage = 1; // Reset to first page when changing items per page
+    },
+    
+    /**
+     * Set Current Case Action
+     * 
+     * Purpose: Set the currently selected AI prediction case
+     */
+    setCurrentCase: (state, action: PayloadAction<AIPredictionCase | null>) => {
+      state.currentCase = action.payload;
+    },
+    
+    /**
+     * Update Case in List Action
+     * 
+     * Purpose: Update an AI prediction case in the list
+     */
+    updateCaseInList: (state, action: PayloadAction<AIPredictionCase>) => {
+      const index = state.predictionCases.findIndex(case_ => case_.patid === action.payload.patid);
+      if (index !== -1) {
+        state.predictionCases[index] = action.payload;
+      }
+      
+      // Update current case if it's the same case
+      if (state.currentCase && state.currentCase.patid === action.payload.patid) {
+        state.currentCase = action.payload;
+      }
+    },
+    
+    /**
+     * Toggle Show Filters Action
+     * 
+     * Purpose: Toggle the display of filter options
+     */
+    toggleShowFilters: (state) => {
+      state.showFilters = !state.showFilters;
+    },
+    
+    /**
+     * Clear All Filters Action
+     * 
+     * Purpose: Reset all filters to default values
+     */
+    clearAllFilters: (state) => {
+      state.searchQuery = '';
+      state.selectedUrgencyFilter = 'all';
+      state.selectedSeverityFilter = 'all';
+      state.selectedCategoryFilter = 'all';
+      state.currentPage = 1;
+    },
+    
+    /**
+     * Select Case Action
+     * 
+     * Purpose: Add/remove case from selected cases
+     */
+    toggleCaseSelection: (state, action: PayloadAction<string>) => {
+      const caseId = action.payload;
+      const index = state.selectedCaseIds.indexOf(caseId);
+      
+      if (index === -1) {
+        state.selectedCaseIds.push(caseId);
+      } else {
+        state.selectedCaseIds.splice(index, 1);
+      }
+    },
+    
+    /**
+     * Clear Selected Cases Action
+     * 
+     * Purpose: Clear all selected cases
+     */
+    clearSelectedCases: (state) => {
+      state.selectedCaseIds = [];
+    },
+    
+    /**
+     * Clear Cache Action
+     * 
+     * Purpose: Clear AI prediction data cache
+     */
+    clearCache: (state) => {
+      state.predictionCases = [];
+      state.currentCase = null;
+      state.lastUpdated = null;
+      state.cacheExpiry = null;
+    },
+  },
+  extraReducers: (builder) => {
+    // Fetch AI Predictions
+    builder
+      .addCase(fetchAIPredictions.pending, (state) => {
+        state.isLoading = true;
+        state.error = null;
+      })
+      .addCase(fetchAIPredictions.fulfilled, (state, action) => {
+        state.isLoading = false;
+        state.predictionCases = action.payload.cases;
+        state.totalItems = action.payload.total;
+        state.lastUpdated = new Date().toLocaleString();
+        state.cacheExpiry = new Date(Date.now() + 5 * 60 * 1000).toLocaleString(); // 5 minutes
+        state.error = null;
+      })
+      .addCase(fetchAIPredictions.rejected, (state, action) => {
+        state.isLoading = false;
+        state.error = action.payload as string;
+      });
+    
+    // Fetch AI Prediction Details
+    builder
+      .addCase(fetchAIPredictionDetails.pending, (state) => {
+        state.isLoadingCaseDetails = true;
+        state.error = null;
+      })
+      .addCase(fetchAIPredictionDetails.fulfilled, (state, action) => {
+        state.isLoadingCaseDetails = false;
+        state.currentCase = action.payload;
+        state.error = null;
+      })
+      .addCase(fetchAIPredictionDetails.rejected, (state, action) => {
+        state.isLoadingCaseDetails = false;
+        state.error = action.payload as string;
+      });
+    
+    // Update Case Review
+    builder
+      .addCase(updateCaseReview.fulfilled, (state, action) => {
+        // Update case in list
+        const index = state.predictionCases.findIndex(case_ => case_.patid === action.payload.caseId);
+        if (index !== -1) {
+          state.predictionCases[index] = { 
+            ...state.predictionCases[index], 
+            review_status: action.payload.review_status,
+            reviewed_by: action.payload.reviewed_by,
+            priority: action.payload.priority,
+            updated_at: action.payload.updated_at
+          };
+        }
+        
+        // Update current case if it's the same case
+        if (state.currentCase && state.currentCase.patid === action.payload.caseId) {
+          state.currentCase = { 
+            ...state.currentCase, 
+            review_status: action.payload.review_status,
+            reviewed_by: action.payload.reviewed_by,
+            priority: action.payload.priority,
+            updated_at: action.payload.updated_at
+          };
+        }
+      })
+      .addCase(updateCaseReview.rejected, (state, action) => {
+        state.error = action.payload as string;
+      });
+  },
+});
+
+// ============================================================================
+// EXPORTS
+// ============================================================================
+
+export const {
+  clearError,
+  setSearchQuery,
+  setUrgencyFilter,
+  setSeverityFilter,
+  setCategoryFilter,
+  setSort,
+  setCurrentPage,
+  setItemsPerPage,
+  setCurrentCase,
+  updateCaseInList,
+  toggleShowFilters,
+  clearAllFilters,
+  toggleCaseSelection,
+  clearSelectedCases,
+  clearCache,
+} = aiPredictionSlice.actions;
+
+export default aiPredictionSlice.reducer;
+
+/*
+ * End of File: aiPredictionSlice.ts
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/redux/index.ts

@@ -0,0 +1,15 @@
+/*
+ * File: index.ts
+ * Description: Redux exports for AI Prediction module
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+export * from './aiPredictionSlice';
+export * from './aiPredictionSelectors';
+
+/*
+ * End of File: index.ts
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/screens/AIPredictionsScreen.tsx

@@ -0,0 +1,749 @@
+/*
+ * File: AIPredictionsScreen.tsx
+ * Description: Main AI Predictions screen with data rendering and management
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+import React, { useEffect, useCallback, useState } from 'react';
+import {
+  View,
+  Text,
+  StyleSheet,
+  FlatList,
+  RefreshControl,
+  TouchableOpacity,
+  Alert,
+  StatusBar,
+  SafeAreaView,
+} from 'react-native';
+import Icon from 'react-native-vector-icons/Feather';
+import { theme } from '../../../theme';
+import { useAppDispatch, useAppSelector } from '../../../store/hooks';
+
+// Import Redux actions and selectors
+import {
+  fetchAIPredictions,
+  setSearchQuery,
+  setUrgencyFilter,
+  setSeverityFilter,
+  setCategoryFilter,
+  setCurrentPage,
+  clearAllFilters,
+  toggleShowFilters,
+  toggleCaseSelection,
+  clearSelectedCases,
+  updateCaseReview,
+} from '../redux';
+
+import {
+  selectPaginatedCases,
+  selectIsLoading,
+  selectError,
+  selectSearchQuery,
+  selectUrgencyFilter,
+  selectSeverityFilter,
+  selectCategoryFilter,
+  selectShowFilters,
+  selectSelectedCaseIds,
+  selectCasesStatistics,
+  selectFilterCounts,
+  selectActiveFiltersCount,
+  selectCurrentPage,
+  selectTotalPages,
+  selectHasNextPage,
+  selectHasPreviousPage,
+} from '../redux';
+
+// Import components
+import {
+  AIPredictionCard,
+  SearchBar,
+  FilterTabs,
+  LoadingState,
+  EmptyState,
+  StatsOverview,
+} from '../components';
+
+// Import types
+import type { AIPredictionCase } from '../types';
+
+// Import auth selector
+import { selectUser } from '../../Auth/redux/authSelectors';
+
+// ============================================================================
+// INTERFACES
+// ============================================================================
+
+interface AIPredictionsScreenProps {
+  navigation: any;
+  route?: any;
+}
+
+// ============================================================================
+// AI PREDICTIONS SCREEN COMPONENT
+// ============================================================================
+
+/**
+ * AIPredictionsScreen Component
+ * 
+ * Purpose: Main screen for displaying and managing AI prediction cases
+ * 
+ * Features:
+ * - Comprehensive AI predictions list
+ * - Real-time search and filtering
+ * - Statistics overview dashboard
+ * - Bulk case selection and actions
+ * - Pull-to-refresh functionality
+ * - Pagination support
+ * - Review status management
+ * - Modern card-based design
+ * - Error handling and retry
+ * - Loading states and empty states
+ * - Accessibility support
+ */
+const AIPredictionsScreen: React.FC<AIPredictionsScreenProps> = ({ navigation }) => {
+  // ============================================================================
+  // REDUX STATE
+  // ============================================================================
+
+  const dispatch = useAppDispatch();
+  
+  // Auth state
+  const user :any = useAppSelector(selectUser);
+  
+  // AI Prediction state
+  const cases = useAppSelector(selectPaginatedCases);
+  const isLoading = useAppSelector(selectIsLoading);
+  const error = useAppSelector(selectError);
+  const searchQuery = useAppSelector(selectSearchQuery);
+  const urgencyFilter = useAppSelector(selectUrgencyFilter);
+  const severityFilter = useAppSelector(selectSeverityFilter);
+  const categoryFilter = useAppSelector(selectCategoryFilter);
+  const showFilters = useAppSelector(selectShowFilters);
+  const selectedCaseIds = useAppSelector(selectSelectedCaseIds);
+  const statistics = useAppSelector(selectCasesStatistics);
+  const filterCounts = useAppSelector(selectFilterCounts);
+  const activeFiltersCount = useAppSelector(selectActiveFiltersCount);
+  const currentPage = useAppSelector(selectCurrentPage);
+  const totalPages = useAppSelector(selectTotalPages);
+  const hasNextPage = useAppSelector(selectHasNextPage);
+  const hasPreviousPage = useAppSelector(selectHasPreviousPage);
+
+  // ============================================================================
+  // LOCAL STATE
+  // ============================================================================
+
+  const [refreshing, setRefreshing] = useState(false);
+  const [showStats, setShowStats] = useState(true);
+
+  // ============================================================================
+  // EFFECTS
+  // ============================================================================
+
+  /**
+   * Load AI Predictions on Mount
+   * 
+   * Purpose: Fetch AI predictions when component mounts
+   */
+  console.log('user ===>', user);
+  useEffect(() => {
+    if (user?.access_token) {
+      loadAIPredictions();
+    }
+  }, [user?.access_token]);
+
+  /**
+   * Load AI Predictions on Filter Change
+   * 
+   * Purpose: Reload data when filters change
+   */
+  useEffect(() => {
+    if (user?.access_token) {
+      loadAIPredictions();
+    }
+  }, [urgencyFilter, severityFilter, categoryFilter, searchQuery, currentPage]);
+
+  // ============================================================================
+  // EVENT HANDLERS
+  // ============================================================================
+
+  /**
+   * Load AI Predictions
+   * 
+   * Purpose: Fetch AI predictions from API
+   */
+  const loadAIPredictions = useCallback(async () => {
+    if (!user?.access_token) return;
+
+    try {
+      const params = {
+        page: currentPage,
+        limit: 20,
+        ...(urgencyFilter !== 'all' && { urgency: urgencyFilter }),
+        ...(severityFilter !== 'all' && { severity: severityFilter }),
+        ...(categoryFilter !== 'all' && { category: categoryFilter }),
+        ...(searchQuery.trim() && { search: searchQuery.trim() }),
+      };
+
+      await dispatch(fetchAIPredictions({
+        token: user.access_token,     
+        params,
+      })).unwrap();
+    } catch (error) {
+      console.error('Failed to load AI predictions:', error);
+      // Error is handled by Redux state
+    }
+  }, [dispatch, user?.access_token, currentPage, urgencyFilter, severityFilter, categoryFilter, searchQuery]);
+
+  /**
+   * Handle Refresh
+   * 
+   * Purpose: Handle pull-to-refresh
+   */
+  const handleRefresh = useCallback(async () => {
+    setRefreshing(true);
+    await loadAIPredictions();
+    setRefreshing(false);
+  }, [loadAIPredictions]);
+
+  /**
+   * Handle Search
+   * 
+   * Purpose: Handle search query change
+   */
+  const handleSearch = useCallback((query: string) => {
+    dispatch(setSearchQuery(query));
+  }, [dispatch]);
+
+  /**
+   * Handle Filter Changes
+   * 
+   * Purpose: Handle filter option changes
+   */
+  const handleUrgencyFilterChange = useCallback((filter: typeof urgencyFilter) => {
+    dispatch(setUrgencyFilter(filter));
+  }, [dispatch]);
+
+  const handleSeverityFilterChange = useCallback((filter: typeof severityFilter) => {
+    dispatch(setSeverityFilter(filter));
+  }, [dispatch]);
+
+  const handleCategoryFilterChange = useCallback((filter: typeof categoryFilter) => {
+    dispatch(setCategoryFilter(filter));
+  }, [dispatch]);
+
+  /**
+   * Handle Clear Filters
+   * 
+   * Purpose: Clear all active filters
+   */
+  const handleClearFilters = useCallback(() => {
+    dispatch(clearAllFilters());
+  }, [dispatch]);
+
+  /**
+   * Handle Toggle Filters
+   * 
+   * Purpose: Toggle filter visibility
+   */
+  const handleToggleFilters = useCallback(() => {
+    dispatch(toggleShowFilters());
+  }, [dispatch]);
+
+  /**
+   * Handle Case Press
+   * 
+   * Purpose: Navigate to case details
+   */
+  const handleCasePress = useCallback((predictionCase: AIPredictionCase) => {
+    navigation.navigate('AIPredictionDetails', { caseId: predictionCase.patid });
+  }, [navigation]);
+
+  /**
+   * Handle Case Review
+   * 
+   * Purpose: Handle case review action
+   */
+  const handleCaseReview = useCallback(async (caseId: string) => {
+    if (!user?.access_token) return;
+
+    try {
+      await dispatch(updateCaseReview({
+        caseId,
+        reviewData: {
+          review_status: 'reviewed',
+          reviewed_by: user.name || user.email || 'Current User',
+        },
+        token: user.access_token,
+      })).unwrap();
+
+      Alert.alert(
+        'Review Updated',
+        'Case has been marked as reviewed.',
+        [{ text: 'OK' }]
+      );
+    } catch (error) {
+      Alert.alert(
+        'Error',
+        'Failed to update case review. Please try again.',
+        [{ text: 'OK' }]
+      );
+    }
+  }, [dispatch, user]);
+
+  /**
+   * Handle Case Selection
+   * 
+   * Purpose: Handle case selection for bulk operations
+   */
+  const handleCaseSelection = useCallback((caseId: string) => {
+    dispatch(toggleCaseSelection(caseId));
+  }, [dispatch]);
+
+  /**
+   * Handle Bulk Actions
+   * 
+   * Purpose: Handle bulk actions on selected cases
+   */
+  const handleBulkReview = useCallback(() => {
+    if (selectedCaseIds.length === 0) return;
+
+    Alert.alert(
+      'Bulk Review',
+      `Mark ${selectedCaseIds.length} cases as reviewed?`,
+      [
+        { text: 'Cancel', style: 'cancel' },
+        {
+          text: 'Confirm',
+          onPress: async () => {
+            // Implement bulk review logic here
+            // For now, just clear selections
+            dispatch(clearSelectedCases());
+          },
+        },
+      ]
+    );
+  }, [selectedCaseIds, dispatch]);
+
+  /**
+   * Handle Page Change
+   * 
+   * Purpose: Handle pagination
+   */
+  const handlePreviousPage = useCallback(() => {
+    if (hasPreviousPage) {
+      dispatch(setCurrentPage(currentPage - 1));
+    }
+  }, [dispatch, currentPage, hasPreviousPage]);
+
+  const handleNextPage = useCallback(() => {
+    if (hasNextPage) {
+      dispatch(setCurrentPage(currentPage + 1));
+    }
+  }, [dispatch, currentPage, hasNextPage]);
+
+  /**
+   * Handle Stats Press
+   * 
+   * Purpose: Handle statistics card press
+   */
+  const handleStatsPress = useCallback((statType: string) => {
+    // Navigate to detailed statistics or apply relevant filters
+    switch (statType) {
+      case 'critical':
+        dispatch(setUrgencyFilter('emergency'));
+        break;
+      case 'urgent':
+        dispatch(setUrgencyFilter('urgent'));
+        break;
+      case 'pending':
+        // Filter for pending reviews
+        break;
+      default:
+        break;
+    }
+  }, [dispatch]);
+
+  /**
+   * Handle Retry
+   * 
+   * Purpose: Handle retry after error
+   */
+  const handleRetry = useCallback(() => {
+    loadAIPredictions();
+  }, [loadAIPredictions]);
+
+  // ============================================================================
+  // RENDER FUNCTIONS
+  // ============================================================================
+
+  /**
+   * Render AI Prediction Case
+   * 
+   * Purpose: Render individual AI prediction case card
+   */
+  const renderPredictionCase = useCallback(({ item }: { item: AIPredictionCase }) => (
+    <AIPredictionCard
+      predictionCase={item}
+      onPress={handleCasePress}
+      onReview={handleCaseReview}
+      isSelected={selectedCaseIds.includes(item.patid)}
+      onToggleSelect={handleCaseSelection}
+      showReviewButton={true}
+    />
+  ), [handleCasePress, handleCaseReview, selectedCaseIds, handleCaseSelection]);
+
+  /**
+   * Render List Header
+   * 
+   * Purpose: Render search, filters, and statistics
+   */
+  const renderListHeader = useCallback(() => (
+    <View>
+      {/* Statistics Overview */}
+      {showStats && (
+        <StatsOverview
+          stats={{
+            totalCases: statistics.total,
+            criticalCases: statistics.critical,
+            urgentCases: 0, // Would need to be calculated from urgency filter
+            reviewedCases: statistics.reviewed,
+            pendingCases: statistics.pending,
+            averageConfidence: statistics.averageConfidence,
+            todaysCases: 0, // Would need to be calculated from today's data
+            weeklyTrend: 12.5, // Mock data
+          }}
+          onStatsPress={handleStatsPress}
+        />
+      )}
+
+      {/* Search Bar */}
+      <SearchBar
+        value={searchQuery}
+        onChangeText={handleSearch}
+        placeholder="Search by patient ID, finding, location..."
+      />
+
+      {/* Filter Controls */}
+      <View style={styles.filterControls}>
+        <TouchableOpacity
+          style={[styles.filterToggle, showFilters && styles.filterToggleActive]}
+          onPress={handleToggleFilters}
+          accessibilityRole="button"
+          accessibilityLabel="Toggle filters"
+        >
+          <Icon name="filter" size={18} color={showFilters ? theme.colors.background : theme.colors.primary} />
+          <Text style={[styles.filterToggleText, showFilters && styles.filterToggleActiveText]}>
+            Filters
+          </Text>
+          {activeFiltersCount > 0 && (
+            <View style={styles.filterBadge}>
+              <Text style={styles.filterBadgeText}>{activeFiltersCount}</Text>
+            </View>
+          )}
+        </TouchableOpacity>
+
+        {selectedCaseIds.length > 0 && (
+          <TouchableOpacity
+            style={styles.bulkActionButton}
+            onPress={handleBulkReview}
+            accessibilityRole="button"
+            accessibilityLabel={`Bulk actions for ${selectedCaseIds.length} selected cases`}
+          >
+            <Icon name="check-circle" size={18} color={theme.colors.background} />
+            <Text style={styles.bulkActionText}>
+              Review {selectedCaseIds.length}
+            </Text>
+          </TouchableOpacity>
+        )}
+      </View>
+
+      {/* Filter Tabs */}
+      {showFilters && (
+        <FilterTabs
+          selectedUrgencyFilter={urgencyFilter}
+          selectedSeverityFilter={severityFilter}
+          selectedCategoryFilter={categoryFilter}
+          onUrgencyFilterChange={handleUrgencyFilterChange}
+          onSeverityFilterChange={handleSeverityFilterChange}
+          onCategoryFilterChange={handleCategoryFilterChange}
+          onClearFilters={handleClearFilters}
+          filterCounts={filterCounts}
+          activeFiltersCount={activeFiltersCount}
+        />
+      )}
+
+      {/* Results Summary */}
+      <View style={styles.resultsSummary}>
+        <Text style={styles.resultsText}>
+          {statistics.total} predictions found
+          {activeFiltersCount > 0 && ` (${activeFiltersCount} filters applied)`}
+        </Text>
+      </View>
+    </View>
+  ), [
+    showStats,
+    statistics,
+    handleStatsPress,
+    searchQuery,
+    handleSearch,
+    showFilters,
+    handleToggleFilters,
+    activeFiltersCount,
+    selectedCaseIds,
+    handleBulkReview,
+    urgencyFilter,
+    severityFilter,
+    categoryFilter,
+    handleUrgencyFilterChange,
+    handleSeverityFilterChange,
+    handleCategoryFilterChange,
+    handleClearFilters,
+    filterCounts,
+  ]);
+
+  /**
+   * Render List Footer
+   * 
+   * Purpose: Render pagination controls
+   */
+  const renderListFooter = useCallback(() => {
+    if (totalPages <= 1) return null;
+
+    return (
+      <View style={styles.paginationContainer}>
+        <TouchableOpacity
+          style={[styles.paginationButton, !hasPreviousPage && styles.paginationButtonDisabled]}
+          onPress={handlePreviousPage}
+          disabled={!hasPreviousPage}
+          accessibilityRole="button"
+          accessibilityLabel="Previous page"
+        >
+          <Icon name="chevron-left" size={20} color={hasPreviousPage ? theme.colors.primary : theme.colors.textMuted} />
+          <Text style={[styles.paginationButtonText, !hasPreviousPage && styles.paginationButtonTextDisabled]}>
+            Previous
+          </Text>
+        </TouchableOpacity>
+
+        <Text style={styles.paginationInfo}>
+          Page {currentPage} of {totalPages}
+        </Text>
+
+        <TouchableOpacity
+          style={[styles.paginationButton, !hasNextPage && styles.paginationButtonDisabled]}
+          onPress={handleNextPage}
+          disabled={!hasNextPage}
+          accessibilityRole="button"
+          accessibilityLabel="Next page"
+        >
+          <Text style={[styles.paginationButtonText, !hasNextPage && styles.paginationButtonTextDisabled]}>
+            Next
+          </Text>
+          <Icon name="chevron-right" size={20} color={hasNextPage ? theme.colors.primary : theme.colors.textMuted} />
+        </TouchableOpacity>
+      </View>
+    );
+  }, [totalPages, currentPage, hasPreviousPage, hasNextPage, handlePreviousPage, handleNextPage]);
+
+  // ============================================================================
+  // RENDER
+  // ============================================================================
+
+  return (
+    <SafeAreaView style={styles.container}>
+      <StatusBar barStyle="dark-content" backgroundColor={theme.colors.background} />
+      
+      {/* Header */}
+      <View style={styles.header}>
+        <Text style={styles.headerTitle}>AI Predictions</Text>
+        <TouchableOpacity
+          style={styles.headerButton}
+          onPress={() => setShowStats(!showStats)}
+          accessibilityRole="button"
+          accessibilityLabel="Toggle statistics"
+        >
+          <Icon name={showStats ? 'eye-off' : 'eye'} size={20} color={theme.colors.primary} />
+        </TouchableOpacity>
+      </View>
+
+      {/* Content */}
+      {error ? (
+        <EmptyState
+          title="Error Loading Predictions"
+          message={error}
+          iconName="alert-circle"
+          actionText="Retry"
+          onAction={handleRetry}
+        />
+      ) : isLoading && cases.length === 0 ? (
+        <LoadingState message="Loading AI predictions..." />
+      ) : cases.length === 0 ? (
+        <EmptyState
+          title="No AI Predictions Found"
+          message="There are no AI prediction cases matching your current filters."
+          iconName="brain"
+          actionText="Clear Filters"
+          onAction={activeFiltersCount > 0 ? handleClearFilters : handleRefresh}
+        />
+      ) : (
+        <FlatList
+          data={cases}
+          renderItem={renderPredictionCase}
+          keyExtractor={(item) => item.patid}
+          ListHeaderComponent={renderListHeader}
+          ListFooterComponent={renderListFooter}
+          refreshControl={
+            <RefreshControl
+              refreshing={refreshing}
+              onRefresh={handleRefresh}
+              colors={[theme.colors.primary]}
+              tintColor={theme.colors.primary}
+            />
+          }
+          showsVerticalScrollIndicator={false}
+          contentContainerStyle={styles.listContent}
+          accessibilityRole="list"
+        />
+      )}
+    </SafeAreaView>
+  );
+};
+
+// ============================================================================
+// STYLES
+// ============================================================================
+
+const styles = StyleSheet.create({
+  container: {
+    flex: 1,
+    backgroundColor: theme.colors.background,
+  },
+  header: {
+    flexDirection: 'row',
+    justifyContent: 'space-between',
+    alignItems: 'center',
+    paddingHorizontal: theme.spacing.md,
+    paddingVertical: theme.spacing.md,
+    borderBottomWidth: 1,
+    borderBottomColor: theme.colors.border,
+    backgroundColor: theme.colors.background,
+  },
+  headerTitle: {
+    fontSize: theme.typography.fontSize.displaySmall,
+    fontWeight: theme.typography.fontWeight.bold,
+    color: theme.colors.textPrimary,
+  },
+  headerButton: {
+    padding: theme.spacing.sm,
+  },
+  filterControls: {
+    flexDirection: 'row',
+    justifyContent: 'space-between',
+    alignItems: 'center',
+    paddingHorizontal: theme.spacing.md,
+    paddingVertical: theme.spacing.sm,
+  },
+  filterToggle: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    paddingHorizontal: theme.spacing.md,
+    paddingVertical: theme.spacing.sm,
+    borderRadius: theme.borderRadius.medium,
+    borderWidth: 1,
+    borderColor: theme.colors.primary,
+    gap: theme.spacing.sm,
+  },
+  filterToggleActive: {
+    backgroundColor: theme.colors.primary,
+  },
+  filterToggleText: {
+    fontSize: theme.typography.fontSize.bodyMedium,
+    color: theme.colors.primary,
+    fontWeight: theme.typography.fontWeight.medium,
+  },
+  filterToggleActiveText: {
+    color: theme.colors.background,
+  },
+  filterBadge: {
+    backgroundColor: theme.colors.error,
+    borderRadius: 10,
+    minWidth: 20,
+    height: 20,
+    justifyContent: 'center',
+    alignItems: 'center',
+  },
+  filterBadgeText: {
+    fontSize: theme.typography.fontSize.caption,
+    color: theme.colors.background,
+    fontWeight: theme.typography.fontWeight.bold,
+  },
+  bulkActionButton: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    backgroundColor: theme.colors.primary,
+    paddingHorizontal: theme.spacing.md,
+    paddingVertical: theme.spacing.sm,
+    borderRadius: theme.borderRadius.medium,
+    gap: theme.spacing.sm,
+  },
+  bulkActionText: {
+    fontSize: theme.typography.fontSize.bodyMedium,
+    color: theme.colors.background,
+    fontWeight: theme.typography.fontWeight.medium,
+  },
+  resultsSummary: {
+    paddingHorizontal: theme.spacing.md,
+    paddingVertical: theme.spacing.sm,
+  },
+  resultsText: {
+    fontSize: theme.typography.fontSize.bodyMedium,
+    color: theme.colors.textSecondary,
+  },
+  listContent: {
+    paddingBottom: theme.spacing.xl,
+  },
+  paginationContainer: {
+    flexDirection: 'row',
+    justifyContent: 'space-between',
+    alignItems: 'center',
+    paddingHorizontal: theme.spacing.md,
+    paddingVertical: theme.spacing.lg,
+    marginTop: theme.spacing.lg,
+  },
+  paginationButton: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    paddingHorizontal: theme.spacing.md,
+    paddingVertical: theme.spacing.sm,
+    borderRadius: theme.borderRadius.medium,
+    borderWidth: 1,
+    borderColor: theme.colors.primary,
+    gap: theme.spacing.xs,
+  },
+  paginationButtonDisabled: {
+    borderColor: theme.colors.textMuted,
+    opacity: 0.5,
+  },
+  paginationButtonText: {
+    fontSize: theme.typography.fontSize.bodyMedium,
+    color: theme.colors.primary,
+    fontWeight: theme.typography.fontWeight.medium,
+  },
+  paginationButtonTextDisabled: {
+    color: theme.colors.textMuted,
+  },
+  paginationInfo: {
+    fontSize: theme.typography.fontSize.bodyMedium,
+    color: theme.colors.textSecondary,
+    fontWeight: theme.typography.fontWeight.medium,  
+  },
+});
+
+export default AIPredictionsScreen;
+
+/*
+ * End of File: AIPredictionsScreen.tsx
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/screens/index.ts

@@ -0,0 +1,14 @@
+/*
+ * File: index.ts
+ * Description: Screens exports for AI Prediction module
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+export { default as AIPredictionsScreen } from './AIPredictionsScreen';
+
+/*
+ * End of File: index.ts
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/services/aiPredictionAPI.ts

@@ -0,0 +1,233 @@
+/*
+ * File: aiPredictionAPI.ts
+ * Description: API service for AI prediction operations using apisauce
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+import { create } from 'apisauce';
+import { API_CONFIG, buildHeaders } from '../../../shared/utils';
+
+const api = create({
+  baseURL: API_CONFIG.BASE_URL
+});
+
+/**
+ * AI Prediction API Service
+ * 
+ * Purpose: Handle all AI prediction-related API operations
+ * 
+ * Features:
+ * - Get AI prediction results for all patients
+ * - Get individual case prediction details
+ * - Update case review status
+ * - Search and filter predictions
+ * - Get prediction statistics
+ */
+export const aiPredictionAPI = {
+  /**
+   * Get All AI Prediction Results
+   * 
+   * Purpose: Fetch all AI prediction results from server
+   * 
+   * @param token - Authentication token
+   * @param params - Optional query parameters for filtering
+   * @returns Promise with AI prediction cases data
+   */
+  getAllPredictions: (token: string, params?: {
+    page?: number;
+    limit?: number;
+    urgency?: string;
+    severity?: string;
+    category?: string;
+    search?: string;
+  }) => {
+    const queryParams = params ? { ...params } : {};
+    return api.get('/api/ai-cases/all-prediction-results', queryParams, buildHeaders({ token }));
+  },
+
+  /**
+   * Get AI Prediction Case Details
+   * 
+   * Purpose: Fetch detailed information for a specific AI prediction case
+   * 
+   * @param caseId - AI prediction case ID (patid)
+   * @param token - Authentication token
+   * @returns Promise with detailed case prediction data
+   */
+  getCaseDetails: (caseId: string, token: string) => {
+    return api.get(`/api/ai-cases/prediction-details/${caseId}`, {}, buildHeaders({ token }));
+  },
+
+  /**
+   * Update Case Review Status
+   * 
+   * Purpose: Update the review status of an AI prediction case
+   * 
+   * @param caseId - AI prediction case ID
+   * @param reviewData - Review status and notes
+   * @param token - Authentication token
+   * @returns Promise with updated case data
+   */
+  updateCaseReview: (caseId: string, reviewData: {
+    review_status: 'pending' | 'reviewed' | 'confirmed' | 'disputed';
+    reviewed_by?: string;
+    review_notes?: string;
+    priority?: 'critical' | 'high' | 'medium' | 'low';
+  }, token: string) => {
+    return api.put(`/api/ai-cases/review/${caseId}`, reviewData, buildHeaders({ token }));
+  },
+
+  /**
+   * Get Prediction Statistics
+   * 
+   * Purpose: Fetch AI prediction statistics for dashboard
+   * 
+   * @param token - Authentication token
+   * @param timeRange - Optional time range filter (today, week, month)
+   * @returns Promise with prediction statistics
+   */
+  getPredictionStats: (token: string, timeRange?: 'today' | 'week' | 'month') => {
+    const params = timeRange ? { timeRange } : {};
+    return api.get('/api/ai-cases/statistics', params, buildHeaders({ token }));
+  },
+
+  /**
+   * Search AI Prediction Cases
+   * 
+   * Purpose: Search AI prediction cases by various criteria
+   * 
+   * @param query - Search query (patient ID, hospital, findings)
+   * @param token - Authentication token
+   * @param filters - Additional search filters
+   * @returns Promise with search results
+   */
+  searchPredictions: (query: string, token: string, filters?: {
+    urgency?: string[];
+    severity?: string[];
+    category?: string[];
+    dateRange?: { start: string; end: string };
+  }) => {
+    const params = {
+      q: query,
+      ...(filters && { filters: JSON.stringify(filters) })
+    };
+    return api.get('/api/ai-cases/search', params, buildHeaders({ token }));
+  },
+
+  /**
+   * Get Predictions by Hospital
+   * 
+   * Purpose: Fetch AI predictions filtered by hospital
+   * 
+   * @param hospitalId - Hospital UUID
+   * @param token - Authentication token
+   * @param params - Optional query parameters
+   * @returns Promise with hospital-specific predictions
+   */
+  getPredictionsByHospital: (hospitalId: string, token: string, params?: {
+    page?: number;
+    limit?: number;
+    urgency?: string;
+    startDate?: string;
+    endDate?: string;
+  }) => {
+    const queryParams = params ? { ...params } : {};
+    return api.get(`/api/ai-cases/hospital/${hospitalId}/predictions`, queryParams, buildHeaders({ token }));
+  },
+
+  /**
+   * Get Critical Predictions
+   * 
+   * Purpose: Fetch only critical and urgent AI predictions
+   * 
+   * @param token - Authentication token
+   * @returns Promise with critical predictions data
+   */
+  getCriticalPredictions: (token: string) => {
+    return api.get('/api/ai-cases/critical-predictions', {}, buildHeaders({ token }));
+  },
+
+  /**
+   * Bulk Update Case Reviews
+   * 
+   * Purpose: Update multiple case reviews at once
+   * 
+   * @param caseIds - Array of case IDs to update
+   * @param reviewData - Review data to apply to all cases
+   * @param token - Authentication token
+   * @returns Promise with bulk update results
+   */
+  bulkUpdateReviews: (caseIds: string[], reviewData: {
+    review_status: 'pending' | 'reviewed' | 'confirmed' | 'disputed';
+    reviewed_by?: string;
+    review_notes?: string;
+  }, token: string) => {
+    return api.put('/api/ai-cases/bulk-review', { 
+      caseIds, 
+      reviewData 
+    }, buildHeaders({ token }));
+  },
+
+  /**
+   * Export Predictions Data
+   * 
+   * Purpose: Export AI predictions data for reporting
+   * 
+   * @param token - Authentication token
+   * @param filters - Export filters
+   * @param format - Export format (csv, xlsx, pdf)
+   * @returns Promise with export file data
+   */
+  exportPredictions: (token: string, filters?: {
+    urgency?: string[];
+    severity?: string[];
+    dateRange?: { start: string; end: string };
+    hospitalId?: string;
+  }, format: 'csv' | 'xlsx' | 'pdf' = 'csv') => {
+    const params = {
+      format,
+      ...(filters && { filters: JSON.stringify(filters) })
+    };
+    return api.get('/api/ai-cases/export', params, buildHeaders({ token }));
+  },
+
+  /**
+   * Get Prediction Trends
+   * 
+   * Purpose: Fetch prediction trends data for analytics
+   * 
+   * @param token - Authentication token
+   * @param period - Time period for trends (daily, weekly, monthly)
+   * @returns Promise with trends data
+   */
+  getPredictionTrends: (token: string, period: 'daily' | 'weekly' | 'monthly' = 'weekly') => {
+    return api.get('/api/ai-cases/trends', { period }, buildHeaders({ token }));
+  },
+
+  /**
+   * Submit Feedback on Prediction
+   * 
+   * Purpose: Submit physician feedback on AI prediction accuracy
+   * 
+   * @param caseId - AI prediction case ID
+   * @param feedbackData - Feedback data
+   * @param token - Authentication token
+   * @returns Promise with feedback submission result
+   */
+  submitPredictionFeedback: (caseId: string, feedbackData: {
+    accuracy_rating: 1 | 2 | 3 | 4 | 5;
+    is_accurate: boolean;
+    physician_diagnosis?: string;
+    feedback_notes?: string;
+    improvement_suggestions?: string;
+  }, token: string) => {
+    return api.post(`/api/ai-cases/feedback/${caseId}`, feedbackData, buildHeaders({ token }));
+  }
+};
+
+/*
+ * End of File: aiPredictionAPI.ts
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/services/index.ts

@@ -0,0 +1,14 @@
+/*
+ * File: index.ts
+ * Description: Services exports for AI Prediction module
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+export * from './aiPredictionAPI';
+
+/*
+ * End of File: index.ts
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/types/aiPrediction.ts

@@ -0,0 +1,221 @@
+/*
+ * File: aiPrediction.ts
+ * Description: Type definitions for AI Prediction module
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+// ============================================================================
+// AI PREDICTION INTERFACES
+// ============================================================================
+
+/**
+ * AI Prediction Interface
+ * 
+ * Purpose: Define the structure of AI prediction data from the API
+ * 
+ * Based on API response structure:
+ * - label: Type of medical finding
+ * - finding_type: Category of the finding
+ * - clinical_urgency: Urgency level for medical response
+ * - confidence_score: AI confidence in the prediction (0-1)
+ * - finding_category: General category of the finding
+ * - primary_severity: Severity level of the condition
+ * - anatomical_location: Where the finding is located
+ */
+export interface AIPrediction {
+  label: string;
+  finding_type: 'no_pathology' | 'pathology' | 'abnormal' | 'normal' | 'unknown';
+  clinical_urgency: 'urgent' | 'moderate' | 'low' | 'routine' | 'emergency';
+  confidence_score: number; // 0.0 to 1.0
+  finding_category: 'normal' | 'abnormal' | 'critical' | 'warning' | 'unknown';
+  primary_severity: 'high' | 'medium' | 'low' | 'none';
+  anatomical_location: string; // 'not_applicable' | specific location
+}
+
+/**
+ * AI Prediction Case Interface
+ * 
+ * Purpose: Complete AI prediction case data structure
+ * 
+ * Features:
+ * - Patient identification
+ * - Hospital association
+ * - AI prediction results
+ * - Metadata for tracking and display
+ */
+export interface AIPredictionCase {
+  patid: string; // Patient ID
+  hospital_id: string; // Hospital UUID
+  prediction: AIPrediction;
+  
+  // Additional metadata (will be added for UI purposes)
+  created_at?: string;
+  updated_at?: string;
+  reviewed_by?: string;
+  review_status?: 'pending' | 'reviewed' | 'confirmed' | 'disputed';
+  priority?: 'critical' | 'high' | 'medium' | 'low';
+  processed_at?: string;
+}
+
+/**
+ * AI Prediction API Response Interface
+ * 
+ * Purpose: Define the structure of API response
+ */
+export interface AIPredictionAPIResponse {
+  success: boolean;
+  data: AIPredictionCase[];
+  message?: string;
+  total?: number;
+  page?: number;
+  limit?: number;
+}
+
+/**
+ * AI Prediction State Interface
+ * 
+ * Purpose: Define Redux state structure for AI predictions
+ * 
+ * Features:
+ * - Prediction cases management
+ * - Current selected case
+ * - Loading states for async operations
+ * - Error handling and messages
+ * - Search and filtering
+ * - Pagination support
+ * - Cache management
+ */
+export interface AIPredictionState {
+  // Prediction data
+  predictionCases: AIPredictionCase[];
+  currentCase: AIPredictionCase | null;
+  
+  // Loading states
+  isLoading: boolean;
+  isRefreshing: boolean;
+  isLoadingCaseDetails: boolean;
+  
+  // Error handling
+  error: string | null;
+  
+  // Search and filtering
+  searchQuery: string;
+  selectedUrgencyFilter: 'all' | 'urgent' | 'moderate' | 'low' | 'routine' | 'emergency';
+  selectedSeverityFilter: 'all' | 'high' | 'medium' | 'low' | 'none';
+  selectedCategoryFilter: 'all' | 'normal' | 'abnormal' | 'critical' | 'warning' | 'unknown';
+  sortBy: 'date' | 'urgency' | 'confidence' | 'severity';
+  sortOrder: 'asc' | 'desc';
+  
+  // Pagination
+  currentPage: number;
+  itemsPerPage: number;
+  totalItems: number;
+  
+  // Cache management
+  lastUpdated: String | null;
+  cacheExpiry: String | null;
+  
+  // UI state
+  showFilters: boolean;
+  selectedCaseIds: string[];
+}
+
+/**
+ * AI Prediction Filter Options
+ * 
+ * Purpose: Define available filter options for the UI
+ */
+export interface AIPredictionFilters {
+  urgency: Array<{
+    label: string;
+    value: AIPredictionState['selectedUrgencyFilter'];
+    count?: number;
+  }>;
+  severity: Array<{
+    label: string;
+    value: AIPredictionState['selectedSeverityFilter'];
+    count?: number;
+  }>;
+  category: Array<{
+    label: string;
+    value: AIPredictionState['selectedCategoryFilter'];
+    count?: number;
+  }>;
+}
+
+/**
+ * AI Prediction Statistics Interface
+ * 
+ * Purpose: Define statistics data for dashboard display
+ */
+export interface AIPredictionStats {
+  totalCases: number;
+  criticalCases: number;
+  urgentCases: number;
+  reviewedCases: number;
+  pendingCases: number;
+  averageConfidence: number;
+  todaysCases: number;
+  weeklyTrend: number; // percentage change from last week
+}
+
+/**
+ * AI Prediction Navigation Props
+ * 
+ * Purpose: Type safety for navigation between AI prediction screens
+ */
+export type AIPredictionNavigationProps = {
+  AIPredictionList: undefined;
+  AIPredictionDetails: { caseId: string };
+  AIPredictionFilters: undefined;
+  AIPredictionStats: undefined;
+};
+
+// ============================================================================
+// UTILITY TYPES
+// ============================================================================
+
+/**
+ * Prediction Urgency Colors
+ * 
+ * Purpose: Map urgency levels to UI colors
+ */
+export const URGENCY_COLORS = {
+  emergency: '#F44336', // Red
+  urgent: '#FF5722',     // Deep Orange
+  moderate: '#FF9800',   // Orange
+  low: '#FFC107',        // Amber
+  routine: '#4CAF50',    // Green
+} as const;
+
+/**
+ * Prediction Severity Colors
+ * 
+ * Purpose: Map severity levels to UI colors
+ */
+export const SEVERITY_COLORS = {
+  high: '#F44336',    // Red
+  medium: '#FF9800',  // Orange
+  low: '#FFC107',     // Amber
+  none: '#4CAF50',    // Green
+} as const;
+
+/**
+ * Finding Category Colors
+ * 
+ * Purpose: Map finding categories to UI colors
+ */
+export const CATEGORY_COLORS = {
+  critical: '#F44336',  // Red
+  abnormal: '#FF9800',  // Orange
+  warning: '#FFC107',   // Amber
+  normal: '#4CAF50',    // Green
+  unknown: '#9E9E9E',   // Gray
+} as const;
+
+/*
+ * End of File: aiPrediction.ts
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/modules/AIPrediction/types/index.ts

@@ -0,0 +1,14 @@
+/*
+ * File: index.ts
+ * Description: Type definitions exports for AI Prediction module
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */
+
+export * from './aiPrediction';
+
+/*
+ * End of File: index.ts
+ * Design & Developed by Tech4Biz Solutions
+ * Copyright (c) Spurrin Innovations. All rights reserved.
+ */

app/navigation/MainTabNavigator.tsx

@@ -10,6 +10,7 @@ import { createBottomTabNavigator } from '@react-navigation/bottom-tabs';
 import { theme } from '../theme/theme';
 import { DashboardStackNavigator } from '../modules/Dashboard/navigation';
 import { SettingsStackNavigator } from '../modules/Settings/navigation';
+import { AIPredictionStackNavigator } from '../modules/AIPrediction/navigation';
 import { MainTabParamList } from './navigationTypes';
 import MaterialIcons  from 'react-native-vector-icons/MaterialIcons';
 import { ComingSoonScreen } from '../shared/components';
@@ -26,7 +27,7 @@ const Tab = createBottomTabNavigator<MainTabParamList>();
  * Tab Structure:
  * - Dashboard: Main ER dashboard with patient overview and statistics
  * - Patients: Detailed patient list and management interface
- * - Alerts: Critical notifications and alert management
+ * - AI Predictions: AI-powered medical case predictions and analysis
  * - Reports: Medical reports and documentation access
  * - Settings: User preferences and app configuration
  * 
@@ -96,16 +97,15 @@ export const MainTabNavigator: React.FC = () => {
         }}
       />
       
-      {/* Alerts Tab - Critical notifications */}
+      {/* AI Predictions Tab - AI-powered medical predictions */}
       <Tab.Screen
-        name="Alerts"
-        component={ComingSoonScreen} // TODO: Replace with actual AlertsScreen
+        name="AIPredictions"
+        component={AIPredictionStackNavigator}
         options={{
-          title: 'Alerts',
-          tabBarLabel: 'Alerts',
-          // TODO: Add tab bar icon
+          title: 'AI Predictions',
+          tabBarLabel: 'AI Predictions',
           tabBarIcon: ({ color, size }) => (
-            <MaterialIcons name="notifications" size={size} color={color} />
+            <MaterialIcons name="psychology" size={size} color={color} />
           ),
           headerShown: false,
         }}

app/navigation/navigationTypes.ts

@@ -39,16 +39,14 @@ export type RootStackParamList = {
  * Tabs:
  * - Dashboard: ER dashboard with patient overview
  * - Patients: Patient list and management
- * - Alerts: Critical notifications and alerts
- * - Reports: Medical reports and documentation
+ * - AIPredictions: AI-powered medical case predictions and analysis
  * - Settings: User preferences and app configuration
  */
 export type MainTabParamList = {
-  Dashboard: DashboardScreenParams;  // Dashboard with initial data
-  Patients: PatientsScreenParams;    // Patient list screen
-  Alerts: AlertsScreenParams;        // Alerts screen
-  Reports: ReportsScreenParams;      // Reports screen
-  Settings: SettingsScreenParams;    // Settings screen
+  Dashboard: DashboardScreenParams;     // Dashboard with initial data
+  Patients: PatientsScreenParams;      // Patient list screen
+  AIPredictions: AIPredictionScreenParams; // AI predictions screen
+  Settings: SettingsScreenParams;      // Settings screen
 };
 
 // ============================================================================
@@ -86,17 +84,19 @@ export interface PatientsScreenParams {
 }
 
 /**
- * AlertsScreenParams
+ * AIPredictionScreenParams
  * 
- * Purpose: Parameters for the alerts screen
+ * Purpose: Parameters for the AI predictions screen
  * 
  * Parameters:
- * - priority: Optional priority filter for alerts
- * - unreadOnly: Optional flag to show only unread alerts
+ * - filter: Optional filter for prediction types
+ * - urgency: Optional urgency level filter
+ * - searchQuery: Optional search term for predictions
  */
-export interface AlertsScreenParams {
-  priority?: 'CRITICAL' | 'HIGH' | 'MEDIUM' | 'LOW';
-  unreadOnly?: boolean;
+export interface AIPredictionScreenParams {
+  filter?: 'all' | 'critical' | 'urgent' | 'pending' | 'reviewed';
+  urgency?: 'emergency' | 'urgent' | 'moderate' | 'low' | 'routine';
+  searchQuery?: string;
 }
 
 /**

app/shared/types/index.ts

@@ -12,6 +12,24 @@ export * from './alerts';
 export * from './settings';
 export * from './common';
 
+// AI Prediction types (re-export from module)
+export type {
+  AIPrediction,
+  AIPredictionCase,
+  AIPredictionAPIResponse,
+  AIPredictionState,
+  AIPredictionStats,
+  AIPredictionFilters,
+  AIPredictionNavigationProps,
+} from '../modules/AIPrediction/types';
+
+// AI Prediction constants (re-export from module)
+export {
+  URGENCY_COLORS,
+  SEVERITY_COLORS,
+  CATEGORY_COLORS,
+} from '../modules/AIPrediction/types';
+
 /*
  * End of File: index.ts
  * Design & Developed by Tech4Biz Solutions

app/store/index.ts

@@ -17,6 +17,7 @@ import alertsReducer from '../modules/Dashboard/redux/alertsSlice';
 import settingsReducer from '../modules/Settings/redux/settingsSlice';
 import uiReducer from '../modules/Dashboard/redux/uiSlice';
 import hospitalReducer from '../modules/Auth/redux/hospitalSlice';
+import aiPredictionReducer from '../modules/AIPrediction/redux/aiPredictionSlice';
 
 // ============================================================================
 // REDUX PERSIST CONFIGURATION
@@ -48,6 +49,7 @@ const persistConfig = {
     'auth',        // Authentication state (user login, tokens)
     'settings',    // User preferences and settings
     'patientCare', // Patient data cache
+    'aiPrediction', // AI prediction data cache
   ],
   
   // Blacklist: Don't persist these reducers
@@ -84,6 +86,7 @@ const persistConfig = {
  * - auth: Authentication and user management
  * - dashboard: ER dashboard data and statistics
  * - patientCare: Patient information and medical records
+ * - aiPrediction: AI prediction cases and analysis
  * - alerts: Critical alerts and notifications
  * - settings: User preferences and app settings
  * - ui: User interface state (loading, modals, etc.)
@@ -92,6 +95,7 @@ const rootReducer = combineReducers({
   auth: authReducer,
   dashboard: dashboardReducer,
   patientCare: patientCareReducer,
+  aiPrediction: aiPredictionReducer,
   alerts: alertsReducer,
   settings: settingsReducer,
   ui: uiReducer,