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README.md
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README.md
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NeoScan Physician App is a **mobile application** that helps doctors (physicians) work with **AI-powered medical imaging**. Think of it as a smart assistant that:
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- **Shows AI predictions** about what might be wrong in medical scans
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- **Lets doctors review** these AI suggestions and provide feedback
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- **Helps improve AI accuracy** over time through expert medical input
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- **Lets doctors review** these AI suggestions alongside radiologist feedback
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- **Provides clinical insights** by reviewing radiologist validation and notes
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- **Manages patient cases** and medical imaging files (DICOM images)
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### 🎯 Who is this for?
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- **Profile Management**: Update personal information
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### 📊 **Dashboard Overview**
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- **Statistics**: View total predictions, patients, and feedback rates
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- **Performance Metrics**: Track AI confidence scores and accuracy
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- **Statistics**: View total predictions, patients, and radiologist feedback rates
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- **Performance Metrics**: Track AI confidence scores and accuracy based on radiologist validation
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- **Quick Actions**: Access common tasks and recent cases
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### 👥 **Patient Management**
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@ -62,7 +62,8 @@ NeoScan Physician App is a **mobile application** that helps doctors (physicians
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- **Finding Categories**: Stroke detection, hemorrhage analysis, anatomical findings
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- **Severity Classification**: High/Medium/Low risk stratification
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- **Finding Localization**: Precise visualization of pathological findings
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- **Image Controls**: Zoom, frame view with slider.
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- **Image Controls**: Zoom, frame view with slider
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- **Radiologist Feedback**: View feedback and validation already provided by radiologists for each prediction
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### ⚙️ **Settings & Preferences**
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- **App Configuration**: Customize notification and display settings
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### 🔄 **User Journey Flow**
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```
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1. Login → 2. Dashboard → 3. Patient List → 4. Case Review → 5. AI Analysis → 6. Feedback
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1. Login → 2. Dashboard → 3. Patient List → 4. Case Review → 5. AI Analysis → 6. Review Radiologist Feedback
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```
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**Step-by-Step Process:**
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@ -85,7 +86,7 @@ NeoScan Physician App is a **mobile application** that helps doctors (physicians
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3. **Patient List**: Browse and search for specific patients
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4. **Case Review**: Open patient details and view medical information
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5. **AI Analysis**: Review AI predictions alongside medical images
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6. **Feedback**: Provide clinical validation and notes
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6. **Review Radiologist Feedback**: View and analyze feedback already provided by radiologists
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### 🔐 **User Onboarding Flow**
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@ -108,25 +109,81 @@ The app supports two ways for physicians to join:
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4. Upload ID Proof → Complete verification
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5. Reset Password → Access Dashboard
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### 🔄 **Physician Signup Flow Diagrams**
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#### **Flow A: Self-Registration (via App)**
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```
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┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
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│ Start App │───▶│ Enter Email │───▶│ Email Exists? │───▶│ Already │
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│ Signup │ │ Address │ │ │ │ Registered │
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└─────────────────┘ └─────────────────┘ └─────────────────┘ └─────────────────┘
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│
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▼
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┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
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│ Create │───▶│ Enter Personal │───>│ Upload ID │
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│ Password │ │ Information │ │ Proof │
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└─────────────────┘ └─────────────────┘ └─────────────────┘
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│
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▼
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┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
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│ Select │───▶│ Wait for Admin │───▶│ Admin │
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│ Hospital │ │ Approval │ │ Approves │
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└─────────────────┘ └─────────────────┘ └─────────────────┘
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│
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▼
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┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
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│ Login & │───▶│ Reset │───▶│ Access │
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│ Reset Password │ │ Password │ │ Dashboard │
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└─────────────────┘ └─────────────────┘ └─────────────────┘
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```
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#### **Flow B: Admin-Created Physician**
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```
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┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
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│ Admin │───▶│ Admin Creates │───▶│ Credentials │───▶│ Physician │
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│ Dashboard │ │ Physician │ │ Sent to Email │ │ Receives │
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│ │ │ Account │ │ │ │ Email │
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└─────────────────┘ └─────────────────┘ └─────────────────┘ └─────────────────┘
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│
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▼
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┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
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│ Physician │───▶│ Upload ID │───▶│ Complete │
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│ Logs In │ │ Proof │ │ Verification │
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│ with Received │ │ │ │ │
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│ Credentials │ │ │ │ │
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└─────────────────┘ └─────────────────┘ └─────────────────┘
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│
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▼
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┌─────────────────┐ ┌─────────────────┐
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│ Reset │───▶│ Access │
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│ Password │ │ Dashboard │
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└─────────────────┘ └─────────────────┘
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```
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**Key Differences:**
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- **Self-Registration**: Physician initiates the process, waits for admin approval
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- **Admin-Created**: Admin initiates the process, physician receives ready-to-use credentials
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- **Both flows** require ID proof upload and password reset for security
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### 📊 **Case Review Workflow**
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1. **Select Case**: Choose from patient queue or search
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2. **View DICOM**: Access medical imaging files
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3. **Review AI**: Analyze AI predictions and confidence scores
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4. **Provide Feedback**: Submit validation (Agree/Partially Agree/Disagree)
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5. **Add Notes**: Optional clinical observations
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6. **Complete Review**: Case marked as reviewed
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4. **Review Radiologist Feedback**: View validation and clinical notes from radiologists
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5. **Analyze Clinical Insights**: Study radiologist's observations and findings
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6. **Complete Review**: Case marked as reviewed with radiologist feedback analyzed
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### 📊 **Data Flow**
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```
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User Action → App Request → AI Analysis → Results Display → Feedback Collection → AI Learning
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User Action → App Request → AI Analysis → Results Display → Radiologist Feedback Review → Clinical Insights
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```
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### 📝 **Advanced Feedback System**
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- **Binary Validation**: Positive (✅) or Negative (❌) feedback
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- **Clinical Notes**: Detailed observations and suggestions
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- **Performance Improvement**: Feedback data enhances AI accuracy
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- **Quality Metrics**: Continuous validation performance tracking
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- **Finding Validation**: Validate specific findings like hemorrhage types, midline shift, etc.
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### 📝 **Radiologist Feedback Review System**
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- **View Radiologist Feedback**: Access feedback already provided by radiologists for each prediction
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- **Clinical Validation Review**: Review radiologist's validation (Positive/Negative/Partially Agree)
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- **Clinical Notes Review**: Read detailed observations and suggestions from radiologists
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- **Performance Tracking**: Monitor AI accuracy improvements based on radiologist feedback
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- **Finding Validation Review**: Review radiologist's validation of specific findings like hemorrhage types, midline shift, etc.
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---
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@ -163,7 +220,7 @@ User Action → App Request → AI Analysis → Results Display → Feedback Col
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### **Step 1: Get the Project (2 minutes)**
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```bash
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# Download the project
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git clone <repository-url>
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git clone <https://git.tech4biz.wiki/Tech4Biz-Services/NewScan-Physician-Mobile>
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cd NeoScan_Physician
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# Check if everything downloaded correctly
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