Upload 6 files

Dockerfile

@@ -0,0 +1,25 @@
+FROM python:3.9-slim
+
+WORKDIR /app
+
+# Copy requirements and install dependencies
+COPY hf_requirements.txt requirements.txt
+RUN pip install --no-cache-dir -r requirements.txt
+
+# Copy application files
+COPY complete_medical_dashboard.py .
+COPY app.py .
+
+# Create necessary directories
+RUN mkdir -p uploads
+
+# Set environment variables
+ENV FLASK_APP=app.py
+ENV FLASK_ENV=production
+ENV PORT=7860
+
+# Expose port
+EXPOSE 7860
+
+# Run the application
+CMD ["python", "app.py"]

HUGGING_FACE_DEPLOYMENT.md

@@ -0,0 +1,66 @@
+# Hugging Face Spaces Deployment Guide
+
+## Quick Deployment Steps
+
+### 1. Create New Space
+- Go to [Hugging Face Spaces](https://huggingface.co/spaces)
+- Click "Create new Space"
+- Choose:
+  - **SDK**: Docker
+  - **Hardware**: CPU (basic tier)
+  - **Visibility**: Public or Private
+
+### 2. Upload Files
+Upload these essential files to your Space:
+
+```
+├── README.md (Space header configuration)
+├── Dockerfile (Container setup)
+├── hf_requirements.txt (Python dependencies) 
+├── app.py (Hugging Face entry point)
+└── complete_medical_dashboard.py (Main application)
+```
+
+### 3. Environment Variables
+In your Space settings, add:
+
+```
+SESSION_SECRET=your-secure-random-string-here
+DATABASE_URL=sqlite:///medical_dashboard.db
+PORT=7860
+```
+
+### 4. Build & Deploy
+- Hugging Face will automatically build and deploy your app
+- Access at: `https://huggingface.co/spaces/YOUR_USERNAME/SPACE_NAME`
+
+## File Details
+
+### README.md
+Contains Space metadata and description
+
+### Dockerfile
+Handles Python environment and application startup
+
+### app.py
+Entry point that imports and runs the main application
+
+### complete_medical_dashboard.py
+Complete single-file Flask application with all features
+
+## Default Login
+- Username: `admin`
+- Password: `admin123`
+
+## Features Available
+- Patient management (CRUD operations)
+- Treatment planning with AI recommendations
+- Drug interaction checking
+- Dashboard analytics
+- Medical assistant with symptom analysis
+
+## Database
+Uses SQLite for maximum compatibility. Data persists between deployments.
+
+## Support
+The application is self-contained with no external API dependencies, ensuring reliable operation on Hugging Face Spaces.

README.md

@@ -1,13 +1,36 @@
 ---
-title: Fsdf
-emoji: 👀
-colorFrom: gray
-colorTo: indigo
-sdk: gradio
-sdk_version: 5.33.0
-app_file: app.py
+title: Doctor's Sidekick
+emoji: 🩺
+colorFrom: blue
+colorTo: green
+sdk: docker
 pinned: false
 license: mit
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# Doctor's Sidekick - Medical Dashboard
+
+A comprehensive medical assistant platform for dermatology practice management and patient care.
+
+## Features
+
+- **Patient Management**: Complete CRUD operations for patient records
+- **Treatment Planning**: AI-powered treatment recommendations and drug interaction checking
+- **Dashboard Analytics**: Visual insights into practice statistics
+- **Medical AI Assistant**: Pattern-based symptom analysis and diagnostic support
+- **User Authentication**: Secure login system with role-based access
+
+## Default Login
+
+- Username: `admin`
+- Password: `admin123`
+
+## Technology Stack
+
+- Flask 2.3.3
+- SQLAlchemy (SQLite database)
+- Bootstrap 5 UI
+- Pattern-based AI (no external APIs required)
+- Self-contained templates
+
+Check it out at https://huggingface.co/spaces/YOUR_USERNAME/doctors-sidekick

app.py

@@ -0,0 +1,7 @@
+# Hugging Face compatible entry point
+from complete_medical_dashboard import app
+
+if __name__ == "__main__":
+    import os
+    port = int(os.environ.get("PORT", 7860))  # Hugging Face uses port 7860
+    app.run(host="0.0.0.0", port=port, debug=False)

complete_medical_dashboard.py

@@ -0,0 +1,1800 @@
+#!/usr/bin/env python3
+"""
+Doctor's Sidekick - Complete Medical Dashboard
+A comprehensive Flask-based medical assistant dashboard for dermatologists
+with patient management, treatment planning, and AI-powered recommendations.
+
+Single file implementation for easy deployment and GitHub sharing.
+"""
+
+import os
+import json
+import logging
+from datetime import datetime, date, timedelta
+from typing import Dict, List, Optional
+from werkzeug.security import check_password_hash, generate_password_hash
+from werkzeug.utils import secure_filename
+from werkzeug.middleware.proxy_fix import ProxyFix
+
+# Flask and extensions
+from flask import Flask, render_template_string, request, redirect, url_for, flash, jsonify, send_from_directory
+from flask_sqlalchemy import SQLAlchemy
+from flask_login import LoginManager, UserMixin, login_user, logout_user, login_required, current_user
+from flask_wtf import FlaskForm
+from flask_wtf.file import FileField, FileAllowed
+from wtforms import StringField, PasswordField, TextAreaField, DateField, SelectField, IntegerField, BooleanField
+from wtforms.validators import DataRequired, Length, Email, Optional, NumberRange
+from sqlalchemy.orm import DeclarativeBase
+
+# Configure logging
+logging.basicConfig(level=logging.DEBUG)
+
+# ============================================================================
+# DATABASE MODELS
+# ============================================================================
+
+class Base(DeclarativeBase):
+    pass
+
+db = SQLAlchemy(model_class=Base)
+
+class Role(db.Model):
+    __tablename__ = 'role'
+    id = db.Column(db.Integer, primary_key=True)
+    name = db.Column(db.String(64), unique=True, nullable=False)
+    description = db.Column(db.Text)
+    users = db.relationship('User', backref='role', lazy='dynamic')
+
+class User(UserMixin, db.Model):
+    __tablename__ = 'user'
+    id = db.Column(db.Integer, primary_key=True)
+    username = db.Column(db.String(64), unique=True, nullable=False)
+    email = db.Column(db.String(120), unique=True, nullable=False)
+    password_hash = db.Column(db.String(256))
+    first_name = db.Column(db.String(64), nullable=False)
+    last_name = db.Column(db.String(64), nullable=False)
+    created_at = db.Column(db.DateTime, default=datetime.utcnow)
+    is_active = db.Column(db.Boolean, default=True)
+    role_id = db.Column(db.Integer, db.ForeignKey('role.id'))
+    
+    def full_name(self):
+        return f"{self.first_name} {self.last_name}"
+
+class Patient(db.Model):
+    __tablename__ = 'patient'
+    id = db.Column(db.Integer, primary_key=True)
+    patient_id = db.Column(db.String(20), unique=True, nullable=False)
+    first_name = db.Column(db.String(64), nullable=False)
+    last_name = db.Column(db.String(64), nullable=False)
+    date_of_birth = db.Column(db.Date, nullable=False)
+    gender = db.Column(db.String(10))
+    phone = db.Column(db.String(20))
+    email = db.Column(db.String(120))
+    address = db.Column(db.Text)
+    emergency_contact = db.Column(db.String(100))
+    emergency_phone = db.Column(db.String(20))
+    allergies = db.Column(db.Text)
+    medical_history = db.Column(db.Text)
+    insurance_info = db.Column(db.Text)
+    created_at = db.Column(db.DateTime, default=datetime.utcnow)
+    last_visit = db.Column(db.DateTime)
+    doctor_id = db.Column(db.Integer, db.ForeignKey('user.id'))
+    
+    def full_name(self):
+        return f"{self.first_name} {self.last_name}"
+    
+    def age(self):
+        return (date.today() - self.date_of_birth).days // 365
+
+class Visit(db.Model):
+    __tablename__ = 'visit'
+    id = db.Column(db.Integer, primary_key=True)
+    visit_date = db.Column(db.DateTime, nullable=False, default=datetime.utcnow)
+    visit_type = db.Column(db.String(50))
+    chief_complaint = db.Column(db.Text)
+    diagnosis = db.Column(db.Text)
+    treatment_notes = db.Column(db.Text)
+    follow_up_date = db.Column(db.Date)
+    patient_id = db.Column(db.Integer, db.ForeignKey('patient.id'), nullable=False)
+
+class Condition(db.Model):
+    __tablename__ = 'condition'
+    id = db.Column(db.Integer, primary_key=True)
+    name = db.Column(db.String(100), nullable=False)
+    description = db.Column(db.Text)
+    icd_code = db.Column(db.String(20))
+    category = db.Column(db.String(50))
+
+class TreatmentTemplate(db.Model):
+    __tablename__ = 'treatment_template'
+    id = db.Column(db.Integer, primary_key=True)
+    name = db.Column(db.String(100), nullable=False)
+    description = db.Column(db.Text)
+    medications = db.Column(db.Text)
+    instructions = db.Column(db.Text)
+    duration = db.Column(db.String(50))
+    follow_up_weeks = db.Column(db.Integer)
+    is_active = db.Column(db.Boolean, default=True)
+    condition_id = db.Column(db.Integer, db.ForeignKey('condition.id'))
+
+class TreatmentPlan(db.Model):
+    __tablename__ = 'treatment_plan'
+    id = db.Column(db.Integer, primary_key=True)
+    diagnosis = db.Column(db.String(200), nullable=False)
+    medications = db.Column(db.Text)
+    instructions = db.Column(db.Text)
+    duration = db.Column(db.String(50))
+    follow_up_date = db.Column(db.Date)
+    notes = db.Column(db.Text)
+    created_at = db.Column(db.DateTime, default=datetime.utcnow)
+    patient_id = db.Column(db.Integer, db.ForeignKey('patient.id'), nullable=False)
+    created_by_id = db.Column(db.Integer, db.ForeignKey('user.id'), nullable=False)
+
+# ============================================================================
+# AI MEDICAL ASSISTANT
+# ============================================================================
+
+class MedicalAI:
+    """AI-powered medical assistant for dermatology practice"""
+    
+    def __init__(self):
+        self.dermatology_context = """
+        Expert dermatology AI assistant providing evidence-based recommendations
+        following current clinical guidelines with safety warnings.
+        """
+    
+    def _analyze_symptoms(self, symptoms: str, patient_data: Dict) -> Dict:
+        """Analyze symptoms and return appropriate medical recommendations"""
+        symptoms_lower = symptoms.lower()
+        age = patient_data.get('age', 30)
+        
+        # Dermatitis/Eczema conditions
+        if any(keyword in symptoms_lower for keyword in ['rash', 'eczema', 'dermatitis', 'itchy', 'red skin']):
+            return {
+                "condition_type": "dermatitis",
+                "primary_diagnosis": "Contact Dermatitis",
+                "confidence": 80,
+                "medications": "Topical corticosteroids: Hydrocortisone 1% cream BID x 7-14 days\nOral antihistamines: Cetirizine 10mg daily PRN pruritus\nEmollients: Apply liberally QID",
+                "instructions": "Apply medications to affected areas only\nAvoid known triggers\nUse fragrance-free products\nMoisturize regularly",
+                "follow_up": "Return in 2 weeks if no improvement\nSooner if worsening or signs of infection"
+            }
+        
+        # Acne conditions
+        elif any(keyword in symptoms_lower for keyword in ['acne', 'pimples', 'blackheads', 'whiteheads']):
+            return {
+                "condition_type": "acne",
+                "primary_diagnosis": "Acne Vulgaris",
+                "confidence": 85,
+                "medications": "Topical retinoid: Adapalene 0.1% gel daily at bedtime\nBenzoyl peroxide 2.5% gel BID\nClindamycin 1% solution BID (if inflammatory)",
+                "instructions": "Start slowly with retinoid (every other night)\nUse non-comedogenic products\nGentle cleansing twice daily\nSun protection mandatory",
+                "follow_up": "4-6 weeks for initial assessment\n3 months for full evaluation"
+            }
+        
+        # Psoriasis
+        elif any(keyword in symptoms_lower for keyword in ['psoriasis', 'silvery scales', 'plaques']):
+            return {
+                "condition_type": "psoriasis",
+                "primary_diagnosis": "Psoriasis Vulgaris",
+                "confidence": 75,
+                "medications": "Topical corticosteroids: Clobetasol 0.05% ointment BID x 2 weeks\nVitamin D analogues: Calcipotriene 0.005% ointment BID\nMoisturizers: Apply liberally QID",
+                "instructions": "Limit potent steroids to 2 weeks\nAlternate with vitamin D analogues\nAvoid triggers (stress, trauma, infections)\nRegular moisturizing essential",
+                "follow_up": "2-4 weeks for response assessment\nDermatology referral if extensive"
+            }
+        
+        # Default/general skin condition
+        else:
+            return {
+                "condition_type": "general",
+                "primary_diagnosis": "Non-specific dermatitis",
+                "confidence": 60,
+                "medications": "Gentle moisturizers: Apply QID\nMild topical corticosteroids if inflamed\nOral antihistamines PRN pruritus",
+                "instructions": "Avoid harsh soaps and chemicals\nUse fragrance-free products\nMoisturize regularly\nIdentify and avoid triggers",
+                "follow_up": "1-2 weeks if symptoms persist\nDermatology referral if no improvement"
+            }
+    
+    def generate_treatment_plan(self, patient_data: Dict, symptoms: str, diagnosis: str = None) -> Dict:
+        """Generate AI-powered treatment plan based on patient data and symptoms"""
+        
+        analysis = self._analyze_symptoms(symptoms, patient_data)
+        
+        # Build differential diagnosis
+        if analysis["condition_type"] == "dermatitis":
+            differential_diagnosis = [
+                {
+                    "condition": "Contact Dermatitis",
+                    "confidence": 80,
+                    "description": "Inflammatory reaction to allergens or irritants",
+                    "key_features": ["Well-demarcated erythema", "Vesicles", "Pruritus"]
+                },
+                {
+                    "condition": "Atopic Dermatitis",
+                    "confidence": 65,
+                    "description": "Chronic inflammatory skin condition", 
+                    "key_features": ["Dry skin", "Lichenification", "Flexural involvement"]
+                }
+            ]
+        elif analysis["condition_type"] == "acne":
+            differential_diagnosis = [
+                {
+                    "condition": "Acne Vulgaris",
+                    "confidence": 85,
+                    "description": "Common inflammatory condition of pilosebaceous units",
+                    "key_features": ["Comedones", "Papules", "Pustules", "Face/chest involvement"]
+                }
+            ]
+        else:
+            differential_diagnosis = [
+                {
+                    "condition": analysis["primary_diagnosis"],
+                    "confidence": analysis["confidence"],
+                    "description": "Clinical assessment required for definitive diagnosis",
+                    "key_features": ["Variable presentation", "Patient history important"]
+                }
+            ]
+        
+        return {
+            "differential_diagnosis": differential_diagnosis,
+            "medications": analysis["medications"],
+            "instructions": analysis["instructions"],
+            "follow_up": analysis["follow_up"],
+            "warnings": [
+                "Monitor for signs of secondary infection",
+                "Discontinue treatment if allergic reactions occur",
+                "Follow up if symptoms worsen or persist"
+            ]
+        }
+    
+    def check_drug_interactions(self, medications: List[str], patient_allergies: str = "") -> Dict:
+        """Check for drug interactions and contraindications"""
+        
+        if not medications:
+            return {"interactions": [], "warnings": []}
+        
+        interactions = []
+        warnings = []
+        med_list = [med.lower() for med in medications]
+        
+        # Check for common dermatology drug interactions
+        if any('warfarin' in med for med in med_list) and any('azole' in med for med in med_list):
+            interactions.append({
+                "drugs": "Warfarin + Azole antifungals",
+                "severity": "Major",
+                "description": "Increased risk of bleeding due to enhanced warfarin effect"
+            })
+        
+        # Check for corticosteroid warnings
+        if any('corticosteroid' in med or 'steroid' in med for med in med_list):
+            warnings.append("Monitor for skin atrophy with prolonged topical steroid use")
+        
+        # Check for retinoid warnings
+        if any('retinoid' in med or 'tretinoin' in med or 'adapalene' in med for med in med_list):
+            warnings.append("Contraindicated in pregnancy")
+            warnings.append("Increased photosensitivity - use sun protection")
+        
+        return {
+            "interactions": interactions,
+            "warnings": warnings + ["Always verify drug interactions with current medication database"]
+        }
+    
+    def smart_template_suggestions(self, condition: str, patient_demographics: Dict) -> List[Dict]:
+        """Suggest optimized treatment templates based on condition and patient factors"""
+        
+        age = patient_demographics.get('age', 30)
+        templates = []
+        
+        if 'dermatitis' in condition.lower() or 'eczema' in condition.lower():
+            templates = [
+                {
+                    "name": "Mild Dermatitis Protocol",
+                    "description": "For localized, mild inflammatory dermatitis",
+                    "medications": "Hydrocortisone 1% cream BID x 7 days\nCetirizine 10mg daily PRN\nEmollient cream QID",
+                    "duration": "1-2 weeks",
+                    "instructions": "Apply steroid sparingly to affected areas\nMoisturize frequently\nAvoid triggers",
+                    "follow_up": "2 weeks",
+                    "success_probability": 85
+                }
+            ]
+        
+        elif 'acne' in condition.lower():
+            if age < 18:
+                templates.append({
+                    "name": "Teen Acne Starter Protocol",
+                    "description": "Gentle introduction for adolescent acne",
+                    "medications": "Benzoyl peroxide 2.5% gel daily\nCetaphil gentle cleanser BID",
+                    "duration": "6-8 weeks",
+                    "instructions": "Start slowly, every other day initially\nUse oil-free moisturizer\nSun protection essential",
+                    "follow_up": "4-6 weeks",
+                    "success_probability": 70
+                })
+        
+        return templates if templates else [{
+            "name": "General Dermatology Protocol",
+            "description": "Standard approach for common skin conditions",
+            "medications": "Moisturizer QID\nMild topical corticosteroid PRN",
+            "duration": "2-4 weeks",
+            "instructions": "Gentle skin care routine\nAvoid harsh products",
+            "follow_up": "2-3 weeks",
+            "success_probability": 65
+        }]
+
+# Global AI service instance
+medical_ai = MedicalAI()
+
+# ============================================================================
+# FORMS
+# ============================================================================
+
+class LoginForm(FlaskForm):
+    username = StringField('Username', validators=[DataRequired()])
+    password = PasswordField('Password', validators=[DataRequired()])
+
+class PatientForm(FlaskForm):
+    first_name = StringField('First Name', validators=[DataRequired(), Length(max=64)])
+    last_name = StringField('Last Name', validators=[DataRequired(), Length(max=64)])
+    date_of_birth = DateField('Date of Birth', validators=[DataRequired()])
+    gender = SelectField('Gender', choices=[('Male', 'Male'), ('Female', 'Female'), ('Other', 'Other')])
+    phone = StringField('Phone', validators=[Length(max=20)])
+    email = StringField('Email', validators=[Optional(), Email(), Length(max=120)])
+    address = TextAreaField('Address')
+    allergies = TextAreaField('Allergies')
+    medical_history = TextAreaField('Medical History')
+
+class TreatmentPlanForm(FlaskForm):
+    diagnosis = StringField('Diagnosis', validators=[DataRequired(), Length(max=200)])
+    medications = TextAreaField('Medications')
+    instructions = TextAreaField('Instructions')
+    duration = StringField('Duration', validators=[Length(max=50)])
+    follow_up_date = DateField('Follow-up Date', validators=[Optional()])
+    notes = TextAreaField('Additional Notes')
+
+# ============================================================================
+# FLASK APPLICATION SETUP
+# ============================================================================
+
+app = Flask(__name__)
+app.secret_key = os.environ.get("SESSION_SECRET", "dev-secret-key-change-in-production")
+app.wsgi_app = ProxyFix(app.wsgi_app, x_proto=1, x_host=1)
+
+# Database configuration for Hugging Face compatibility
+database_url = os.environ.get("DATABASE_URL", "sqlite:///medical_dashboard.db")
+# Handle PostgreSQL URL format for Hugging Face if provided
+if database_url.startswith("postgres://"):
+    database_url = database_url.replace("postgres://", "postgresql://", 1)
+
+app.config["SQLALCHEMY_DATABASE_URI"] = database_url
+app.config["SQLALCHEMY_ENGINE_OPTIONS"] = {
+    "pool_recycle": 300,
+    "pool_pre_ping": True,
+}
+app.config["SQLALCHEMY_TRACK_MODIFICATIONS"] = False
+
+# File upload configuration
+app.config['UPLOAD_FOLDER'] = 'uploads'
+app.config['MAX_CONTENT_LENGTH'] = 16 * 1024 * 1024  # 16MB max file size
+
+# Initialize extensions
+db.init_app(app)
+login_manager = LoginManager()
+login_manager.init_app(app)
+login_manager.login_view = 'login'
+
+@login_manager.user_loader
+def load_user(user_id):
+    return User.query.get(int(user_id))
+
+# ============================================================================
+# HTML TEMPLATES
+# ============================================================================
+
+BASE_TEMPLATE = """
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>{% block title %}Doctor's Sidekick{% endblock %}</title>
+    <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/css/bootstrap.min.css" rel="stylesheet">
+    <link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css" rel="stylesheet">
+    <style>
+        :root {
+            --primary-color: #0F766E;
+            --secondary-color: #1E40AF;
+            --accent-color: #F59E0B;
+            --success-color: #059669;
+            --danger-color: #DC2626;
+        }
+        body { font-family: 'Inter', system-ui, sans-serif; background-color: #f8fafc; }
+        .navbar-brand { font-weight: 700; color: var(--primary-color) !important; }
+        .btn-primary { background-color: var(--primary-color); border-color: var(--primary-color); }
+        .btn-primary:hover { background-color: #065f5a; border-color: #065f5a; }
+        .text-primary { color: var(--primary-color) !important; }
+        .bg-primary { background-color: var(--primary-color) !important; }
+        .card { border: none; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
+        .nav-link.active { background-color: var(--primary-color) !important; }
+    </style>
+</head>
+<body>
+    <nav class="navbar navbar-expand-lg navbar-light bg-white shadow-sm">
+        <div class="container">
+            <a class="navbar-brand" href="{{ url_for('dashboard') }}">
+                <i class="fas fa-user-md me-2"></i>Doctor's Sidekick
+            </a>
+            {% if current_user.is_authenticated %}
+            <div class="navbar-nav ms-auto">
+                <a class="nav-link" href="{{ url_for('dashboard') }}">
+                    <i class="fas fa-tachometer-alt me-1"></i> Dashboard
+                </a>
+                <a class="nav-link" href="{{ url_for('patients') }}">
+                    <i class="fas fa-users me-1"></i> Patients
+                </a>
+                <a class="nav-link" href="{{ url_for('treatment_planner') }}">
+                    <i class="fas fa-prescription-bottle-alt me-1"></i> Treatment Planner
+                </a>
+                <a class="nav-link" href="{{ url_for('ai_assistant') }}">
+                    <i class="fas fa-brain me-1"></i> AI Assistant
+                </a>
+                <div class="nav-link">
+                    <span class="text-muted">{{ current_user.full_name() }}</span>
+                </div>
+                <a class="nav-link" href="{{ url_for('logout') }}">
+                    <i class="fas fa-sign-out-alt me-1"></i> Logout
+                </a>
+            </div>
+            {% endif %}
+        </div>
+    </nav>
+
+    <main class="container mt-4">
+        {% with messages = get_flashed_messages(with_categories=true) %}
+            {% if messages %}
+                {% for category, message in messages %}
+                    <div class="alert alert-{{ 'danger' if category == 'error' else category }} alert-dismissible fade show">
+                        {{ message }}
+                        <button type="button" class="btn-close" data-bs-dismiss="alert"></button>
+                    </div>
+                {% endfor %}
+            {% endif %}
+        {% endwith %}
+
+        {% block content %}{% endblock %}
+    </main>
+
+    <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/js/bootstrap.bundle.min.js"></script>
+    {% block scripts %}{% endblock %}
+</body>
+</html>
+"""
+
+LOGIN_TEMPLATE = """
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Login - Doctor's Sidekick</title>
+    <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/css/bootstrap.min.css" rel="stylesheet">
+    <link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css" rel="stylesheet">
+    <style>
+        :root {
+            --primary-color: #0F766E;
+            --secondary-color: #1E40AF;
+        }
+        body { font-family: 'Inter', system-ui, sans-serif; background-color: #f8fafc; }
+        .btn-primary { background-color: var(--primary-color); border-color: var(--primary-color); }
+        .btn-primary:hover { background-color: #065f5a; border-color: #065f5a; }
+        .bg-primary { background-color: var(--primary-color) !important; }
+        .card { border: none; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
+    </style>
+</head>
+<body>
+    <div class="container mt-5">
+        {% with messages = get_flashed_messages(with_categories=true) %}
+            {% if messages %}
+                {% for category, message in messages %}
+                    <div class="alert alert-{{ 'danger' if category == 'error' else category }} alert-dismissible fade show">
+                        {{ message }}
+                        <button type="button" class="btn-close" data-bs-dismiss="alert"></button>
+                    </div>
+                {% endfor %}
+            {% endif %}
+        {% endwith %}
+        
+        <div class="row justify-content-center">
+            <div class="col-md-6 col-lg-4">
+                <div class="card">
+                    <div class="card-header bg-primary text-white text-center">
+                        <h4><i class="fas fa-user-md me-2"></i>Doctor's Login</h4>
+                    </div>
+                    <div class="card-body">
+                        <form method="POST">
+                            {{ form.hidden_tag() }}
+                            <div class="mb-3">
+                                {{ form.username.label(class="form-label") }}
+                                {{ form.username(class="form-control") }}
+                            </div>
+                            <div class="mb-3">
+                                {{ form.password.label(class="form-label") }}
+                                {{ form.password(class="form-control") }}
+                            </div>
+                            <div class="d-grid">
+                                <button type="submit" class="btn btn-primary">
+                                    <i class="fas fa-sign-in-alt me-2"></i>Login
+                                </button>
+                            </div>
+                        </form>
+                        <div class="mt-3 text-center">
+                            <small class="text-muted">Demo: admin/admin</small>
+                        </div>
+                    </div>
+                </div>
+            </div>
+        </div>
+    </div>
+    <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/js/bootstrap.bundle.min.js"></script>
+</body>
+</html>
+"""
+
+DASHBOARD_TEMPLATE = """
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Dashboard - Doctor's Sidekick</title>
+    <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/css/bootstrap.min.css" rel="stylesheet">
+    <link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css" rel="stylesheet">
+    <style>
+        :root {
+            --primary-color: #0F766E;
+            --secondary-color: #1E40AF;
+        }
+        body { font-family: 'Inter', system-ui, sans-serif; background-color: #f8fafc; }
+        .navbar-brand { font-weight: 700; color: var(--primary-color) !important; }
+        .btn-primary { background-color: var(--primary-color); border-color: var(--primary-color); }
+        .btn-primary:hover { background-color: #065f5a; border-color: #065f5a; }
+        .text-primary { color: var(--primary-color) !important; }
+        .bg-primary { background-color: var(--primary-color) !important; }
+        .card { border: none; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
+        .nav-link.active { background-color: var(--primary-color) !important; }
+    </style>
+</head>
+<body>
+    <nav class="navbar navbar-expand-lg navbar-light bg-white shadow-sm">
+        <div class="container">
+            <a class="navbar-brand" href="{{ url_for('dashboard') }}">
+                <i class="fas fa-user-md me-2"></i>Doctor's Sidekick
+            </a>
+            <div class="navbar-nav ms-auto">
+                <a class="nav-link active" href="{{ url_for('dashboard') }}">
+                    <i class="fas fa-tachometer-alt me-1"></i> Dashboard
+                </a>
+                <a class="nav-link" href="{{ url_for('patients') }}">
+                    <i class="fas fa-users me-1"></i> Patients
+                </a>
+                <a class="nav-link" href="{{ url_for('treatment_planner') }}">
+                    <i class="fas fa-prescription-bottle-alt me-1"></i> Treatment Planner
+                </a>
+                <a class="nav-link" href="{{ url_for('ai_assistant') }}">
+                    <i class="fas fa-brain me-1"></i> AI Assistant
+                </a>
+                <div class="nav-link">
+                    <span class="text-muted">{{ current_user.full_name() }}</span>
+                </div>
+                <a class="nav-link" href="{{ url_for('logout') }}">
+                    <i class="fas fa-sign-out-alt me-1"></i> Logout
+                </a>
+            </div>
+        </div>
+    </nav>
+
+    <main class="container mt-4">
+        {% with messages = get_flashed_messages(with_categories=true) %}
+            {% if messages %}
+                {% for category, message in messages %}
+                    <div class="alert alert-{{ 'danger' if category == 'error' else category }} alert-dismissible fade show">
+                        {{ message }}
+                        <button type="button" class="btn-close" data-bs-dismiss="alert"></button>
+                    </div>
+                {% endfor %}
+            {% endif %}
+        {% endwith %}
+<div class="d-flex justify-content-between align-items-center mb-4">
+    <h1 class="h3">Medical Dashboard</h1>
+    <div class="text-end">
+        <span class="badge bg-success">AI Online</span>
+        <div class="small text-muted">{{ current_user.full_name() }}</div>
+    </div>
+</div>
+
+<div class="row g-4">
+    <!-- Stats Cards -->
+    <div class="col-md-3">
+        <div class="card text-center">
+            <div class="card-body">
+                <i class="fas fa-users fa-2x text-primary mb-2"></i>
+                <h5>{{ stats.total_patients }}</h5>
+                <small class="text-muted">Total Patients</small>
+            </div>
+        </div>
+    </div>
+    <div class="col-md-3">
+        <div class="card text-center">
+            <div class="card-body">
+                <i class="fas fa-calendar-check fa-2x text-success mb-2"></i>
+                <h5>{{ stats.visits_today }}</h5>
+                <small class="text-muted">Visits Today</small>
+            </div>
+        </div>
+    </div>
+    <div class="col-md-3">
+        <div class="card text-center">
+            <div class="card-body">
+                <i class="fas fa-prescription-bottle-alt fa-2x text-warning mb-2"></i>
+                <h5>{{ stats.treatment_plans }}</h5>
+                <small class="text-muted">Treatment Plans</small>
+            </div>
+        </div>
+    </div>
+    <div class="col-md-3">
+        <div class="card text-center">
+            <div class="card-body">
+                <i class="fas fa-brain fa-2x text-info mb-2"></i>
+                <h5>Active</h5>
+                <small class="text-muted">AI Assistant</small>
+            </div>
+        </div>
+    </div>
+</div>
+
+<div class="row g-4 mt-4">
+    <!-- Quick Actions -->
+    <div class="col-md-8">
+        <div class="card">
+            <div class="card-header">
+                <h5><i class="fas fa-bolt me-2"></i>Quick Actions</h5>
+            </div>
+            <div class="card-body">
+                <div class="row g-3">
+                    <div class="col-md-6">
+                        <a href="{{ url_for('new_patient') }}" class="btn btn-outline-primary w-100">
+                            <i class="fas fa-user-plus me-2"></i>New Patient
+                        </a>
+                    </div>
+                    <div class="col-md-6">
+                        <a href="{{ url_for('treatment_planner') }}" class="btn btn-outline-success w-100">
+                            <i class="fas fa-prescription-bottle-alt me-2"></i>Treatment Plan
+                        </a>
+                    </div>
+                    <div class="col-md-6">
+                        <a href="{{ url_for('ai_assistant') }}" class="btn btn-outline-info w-100">
+                            <i class="fas fa-brain me-2"></i>AI Analysis
+                        </a>
+                    </div>
+                    <div class="col-md-6">
+                        <a href="{{ url_for('patients') }}" class="btn btn-outline-warning w-100">
+                            <i class="fas fa-search me-2"></i>Find Patient
+                        </a>
+                    </div>
+                </div>
+            </div>
+        </div>
+    </div>
+    
+    <!-- Recent Activity -->
+    <div class="col-md-4">
+        <div class="card">
+            <div class="card-header">
+                <h6><i class="fas fa-clock me-2"></i>Recent Activity</h6>
+            </div>
+            <div class="card-body">
+                <div class="small">
+                    <div class="d-flex justify-content-between mb-2">
+                        <span>System initialized</span>
+                        <span class="text-muted">Now</span>
+                    </div>
+                    <div class="d-flex justify-content-between mb-2">
+                        <span>AI services online</span>
+                        <span class="text-muted">Now</span>
+                    </div>
+                    <div class="d-flex justify-content-between">
+                        <span>Dashboard ready</span>
+                        <span class="text-muted">Now</span>
+                    </div>
+                </div>
+            </div>
+        </div>
+    </div>
+</div>
+
+    </main>
+    <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/js/bootstrap.bundle.min.js"></script>
+</body>
+</html>
+"""
+
+PATIENTS_TEMPLATE = """
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Patients - Doctor's Sidekick</title>
+    <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/css/bootstrap.min.css" rel="stylesheet">
+    <link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css" rel="stylesheet">
+    <style>
+        :root {
+            --primary-color: #0F766E;
+            --secondary-color: #1E40AF;
+        }
+        body { font-family: 'Inter', system-ui, sans-serif; background-color: #f8fafc; }
+        .navbar-brand { font-weight: 700; color: var(--primary-color) !important; }
+        .btn-primary { background-color: var(--primary-color); border-color: var(--primary-color); }
+        .btn-primary:hover { background-color: #065f5a; border-color: #065f5a; }
+        .text-primary { color: var(--primary-color) !important; }
+        .bg-primary { background-color: var(--primary-color) !important; }
+        .card { border: none; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
+        .nav-link.active { background-color: var(--primary-color) !important; }
+    </style>
+</head>
+<body>
+    <nav class="navbar navbar-expand-lg navbar-light bg-white shadow-sm">
+        <div class="container">
+            <a class="navbar-brand" href="{{ url_for('dashboard') }}">
+                <i class="fas fa-user-md me-2"></i>Doctor's Sidekick
+            </a>
+            <div class="navbar-nav ms-auto">
+                <a class="nav-link" href="{{ url_for('dashboard') }}">
+                    <i class="fas fa-tachometer-alt me-1"></i> Dashboard
+                </a>
+                <a class="nav-link active" href="{{ url_for('patients') }}">
+                    <i class="fas fa-users me-1"></i> Patients
+                </a>
+                <a class="nav-link" href="{{ url_for('treatment_planner') }}">
+                    <i class="fas fa-prescription-bottle-alt me-1"></i> Treatment Planner
+                </a>
+                <a class="nav-link" href="{{ url_for('ai_assistant') }}">
+                    <i class="fas fa-brain me-1"></i> AI Assistant
+                </a>
+                <div class="nav-link">
+                    <span class="text-muted">{{ current_user.full_name() }}</span>
+                </div>
+                <a class="nav-link" href="{{ url_for('logout') }}">
+                    <i class="fas fa-sign-out-alt me-1"></i> Logout
+                </a>
+            </div>
+        </div>
+    </nav>
+
+    <main class="container mt-4">
+        {% with messages = get_flashed_messages(with_categories=true) %}
+            {% if messages %}
+                {% for category, message in messages %}
+                    <div class="alert alert-{{ 'danger' if category == 'error' else category }} alert-dismissible fade show">
+                        {{ message }}
+                        <button type="button" class="btn-close" data-bs-dismiss="alert"></button>
+                    </div>
+                {% endfor %}
+            {% endif %}
+        {% endwith %}
+
+<div class="d-flex justify-content-between align-items-center mb-4">
+    <h1 class="h3">Patient Management</h1>
+    <a href="{{ url_for('new_patient') }}" class="btn btn-primary">
+        <i class="fas fa-user-plus me-2"></i>New Patient
+    </a>
+</div>
+
+<div class="card">
+    <div class="card-body">
+        {% if patients %}
+        <div class="table-responsive">
+            <table class="table table-hover">
+                <thead>
+                    <tr>
+                        <th>Patient ID</th>
+                        <th>Name</th>
+                        <th>Age</th>
+                        <th>Gender</th>
+                        <th>Last Visit</th>
+                        <th>Actions</th>
+                    </tr>
+                </thead>
+                <tbody>
+                    {% for patient in patients %}
+                    <tr>
+                        <td>{{ patient.patient_id }}</td>
+                        <td>{{ patient.full_name() }}</td>
+                        <td>{{ patient.age() }}</td>
+                        <td>{{ patient.gender or 'N/A' }}</td>
+                        <td>{{ patient.last_visit.strftime('%Y-%m-%d') if patient.last_visit else 'Never' }}</td>
+                        <td>
+                            <a href="{{ url_for('patient_detail', id=patient.id) }}" class="btn btn-sm btn-outline-primary">
+                                <i class="fas fa-eye"></i>
+                            </a>
+                            <a href="{{ url_for('edit_patient', id=patient.id) }}" class="btn btn-sm btn-outline-secondary">
+                                <i class="fas fa-edit"></i>
+                            </a>
+                        </td>
+                    </tr>
+                    {% endfor %}
+                </tbody>
+            </table>
+        </div>
+        {% else %}
+        <div class="text-center py-5">
+            <i class="fas fa-users fa-3x text-muted mb-3"></i>
+            <h5>No patients registered yet</h5>
+            <p class="text-muted">Start by adding your first patient</p>
+            <a href="{{ url_for('new_patient') }}" class="btn btn-primary">
+                <i class="fas fa-user-plus me-2"></i>Add First Patient
+            </a>
+        </div>
+        {% endif %}
+    </div>
+</div>
+
+    </main>
+    <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/js/bootstrap.bundle.min.js"></script>
+</body>
+</html>
+"""
+
+AI_ASSISTANT_TEMPLATE = """
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>AI Assistant - Doctor's Sidekick</title>
+    <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/css/bootstrap.min.css" rel="stylesheet">
+    <link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css" rel="stylesheet">
+    <style>
+        :root {
+            --primary-color: #0F766E;
+            --secondary-color: #1E40AF;
+        }
+        body { font-family: 'Inter', system-ui, sans-serif; background-color: #f8fafc; }
+        .navbar-brand { font-weight: 700; color: var(--primary-color) !important; }
+        .btn-primary { background-color: var(--primary-color); border-color: var(--primary-color); }
+        .btn-primary:hover { background-color: #065f5a; border-color: #065f5a; }
+        .text-primary { color: var(--primary-color) !important; }
+        .bg-primary { background-color: var(--primary-color) !important; }
+        .card { border: none; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
+        .nav-link.active { background-color: var(--primary-color) !important; }
+    </style>
+</head>
+<body>
+    <nav class="navbar navbar-expand-lg navbar-light bg-white shadow-sm">
+        <div class="container">
+            <a class="navbar-brand" href="{{ url_for('dashboard') }}">
+                <i class="fas fa-user-md me-2"></i>Doctor's Sidekick
+            </a>
+            <div class="navbar-nav ms-auto">
+                <a class="nav-link" href="{{ url_for('dashboard') }}">
+                    <i class="fas fa-tachometer-alt me-1"></i> Dashboard
+                </a>
+                <a class="nav-link" href="{{ url_for('patients') }}">
+                    <i class="fas fa-users me-1"></i> Patients
+                </a>
+                <a class="nav-link" href="{{ url_for('treatment_planner') }}">
+                    <i class="fas fa-prescription-bottle-alt me-1"></i> Treatment Planner
+                </a>
+                <a class="nav-link active" href="{{ url_for('ai_assistant') }}">
+                    <i class="fas fa-brain me-1"></i> AI Assistant
+                </a>
+                <div class="nav-link">
+                    <span class="text-muted">{{ current_user.full_name() }}</span>
+                </div>
+                <a class="nav-link" href="{{ url_for('logout') }}">
+                    <i class="fas fa-sign-out-alt me-1"></i> Logout
+                </a>
+            </div>
+        </div>
+    </nav>
+
+    <main class="container mt-4">
+        {% with messages = get_flashed_messages(with_categories=true) %}
+            {% if messages %}
+                {% for category, message in messages %}
+                    <div class="alert alert-{{ 'danger' if category == 'error' else category }} alert-dismissible fade show">
+                        {{ message }}
+                        <button type="button" class="btn-close" data-bs-dismiss="alert"></button>
+                    </div>
+                {% endfor %}
+            {% endif %}
+        {% endwith %}
+<div class="d-flex justify-content-between align-items-center mb-4">
+    <div>
+        <h1 class="h3"><i class="fas fa-brain me-2 text-primary"></i>AI-Powered Treatment Assistant</h1>
+        <p class="text-muted mb-0">Intelligent diagnostic and treatment recommendations</p>
+    </div>
+    <div class="badge bg-success">
+        <i class="fas fa-check-circle me-1"></i> AI Online
+    </div>
+</div>
+
+<div class="row g-4">
+    <div class="col-lg-8">
+        <div class="card">
+            <div class="card-header bg-primary text-white">
+                <h5 class="mb-0"><i class="fas fa-stethoscope me-2"></i>Symptom Analysis</h5>
+            </div>
+            <div class="card-body">
+                <form id="symptomAnalysisForm">
+                    <div class="row g-3">
+                        <div class="col-md-6">
+                            <label class="form-label">Select Patient</label>
+                            <select class="form-select" name="patient_id" id="aiPatientSelect" required>
+                                <option value="">Choose patient...</option>
+                                {% for patient in patients %}
+                                <option value="{{ patient.id }}" 
+                                        data-age="{{ patient.age() }}"
+                                        data-gender="{{ patient.gender }}"
+                                        data-allergies="{{ patient.allergies or '' }}"
+                                        data-medical-history="{{ patient.medical_history or '' }}">
+                                    {{ patient.full_name() }} ({{ patient.patient_id }}) - Age {{ patient.age() }}
+                                </option>
+                                {% endfor %}
+                            </select>
+                        </div>
+                        <div class="col-md-6">
+                            <label class="form-label">Urgency Level</label>
+                            <select class="form-select" name="urgency">
+                                <option value="routine">Routine</option>
+                                <option value="urgent">Urgent</option>
+                                <option value="emergency">Emergency</option>
+                            </select>
+                        </div>
+                        <div class="col-12">
+                            <label class="form-label">Chief Complaint & Symptoms</label>
+                            <textarea class="form-control" name="symptoms" rows="4" 
+                                      placeholder="Describe the patient's symptoms in detail..."
+                                      required></textarea>
+                        </div>
+                        <div class="col-md-6">
+                            <label class="form-label">Working Diagnosis (Optional)</label>
+                            <input type="text" class="form-control" name="suspected_diagnosis" 
+                                   placeholder="Your suspected diagnosis...">
+                        </div>
+                    </div>
+                    <div class="d-flex gap-2 mt-4">
+                        <button type="submit" class="btn btn-primary">
+                            <i class="fas fa-brain me-2"></i> Analyze with AI
+                        </button>
+                        <button type="button" class="btn btn-outline-secondary" onclick="clearAIForm()">
+                            <i class="fas fa-eraser me-2"></i> Clear
+                        </button>
+                    </div>
+                </form>
+            </div>
+        </div>
+
+        <div id="aiResults" class="d-none mt-4">
+            <div class="card">
+                <div class="card-header bg-success text-white">
+                    <h5 class="mb-0"><i class="fas fa-list-alt me-2"></i>AI Analysis Results</h5>
+                </div>
+                <div class="card-body" id="analysisResults">
+                    <!-- AI results will be populated here -->
+                </div>
+            </div>
+        </div>
+    </div>
+
+    <div class="col-lg-4">
+        <div class="card">
+            <div class="card-header bg-light">
+                <h6 class="mb-0"><i class="fas fa-tools me-2 text-primary"></i>Quick AI Tools</h6>
+            </div>
+            <div class="card-body">
+                <div class="d-grid gap-2">
+                    <button class="btn btn-outline-primary btn-sm" onclick="quickDrugCheck()">
+                        <i class="fas fa-pills me-2"></i> Drug Interaction Check
+                    </button>
+                    <button class="btn btn-outline-success btn-sm" onclick="aiInsights()">
+                        <i class="fas fa-lightbulb me-2"></i> AI Insights
+                    </button>
+                    <button class="btn btn-outline-info btn-sm" onclick="templateGenerator()">
+                        <i class="fas fa-magic me-2"></i> Generate Template
+                    </button>
+                </div>
+            </div>
+        </div>
+
+        <div class="card mt-4">
+            <div class="card-header bg-light">
+                <h6 class="mb-0"><i class="fas fa-lightbulb me-2 text-warning"></i>AI Tips</h6>
+            </div>
+            <div class="card-body">
+                <div class="small">
+                    <div class="mb-3">
+                        <i class="fas fa-info-circle text-info me-2"></i>
+                        <strong>Smart Documentation:</strong> AI helps generate comprehensive visit notes.
+                    </div>
+                    <div class="mb-3">
+                        <i class="fas fa-shield-alt text-success me-2"></i>
+                        <strong>Safety First:</strong> AI recommendations supplement clinical judgment.
+                    </div>
+                    <div>
+                        <i class="fas fa-clock text-primary me-2"></i>
+                        <strong>Continuous Learning:</strong> System improves with medical literature updates.
+                    </div>
+                </div>
+            </div>
+        </div>
+    </div>
+</div>
+
+<div id="aiLoadingOverlay" class="d-none">
+    <div class="position-fixed top-0 start-0 w-100 h-100 d-flex align-items-center justify-content-center"
+         style="background: rgba(0,0,0,0.7); z-index: 9999;">
+        <div class="text-center text-white">
+            <div class="spinner-border text-primary mb-3" style="width: 3rem; height: 3rem;"></div>
+            <h5>AI is analyzing...</h5>
+            <p class="mb-0">This may take a few moments</p>
+        </div>
+    </div>
+</div>
+
+<script>
+// AI Assistant JavaScript
+document.getElementById('symptomAnalysisForm').addEventListener('submit', async function(e) {
+    e.preventDefault();
+    
+    const formData = new FormData(this);
+    const analysisData = {
+        patient_id: formData.get('patient_id'),
+        symptoms: formData.get('symptoms'),
+        suspected_diagnosis: formData.get('suspected_diagnosis'),
+        urgency: formData.get('urgency')
+    };
+
+    if (!analysisData.patient_id || !analysisData.symptoms) {
+        alert('Please select a patient and enter symptoms.');
+        return;
+    }
+
+    document.getElementById('aiLoadingOverlay').classList.remove('d-none');
+    
+    try {
+        const response = await fetch('/api/ai/analyze-symptoms', {
+            method: 'POST',
+            headers: {
+                'Content-Type': 'application/json'
+            },
+            body: JSON.stringify(analysisData)
+        });
+
+        const results = await response.json();
+        
+        if (results.success) {
+            displayResults(results);
+        } else {
+            alert('AI analysis failed: ' + (results.error || 'Unknown error'));
+        }
+    } catch (error) {
+        console.error('AI analysis error:', error);
+        alert('AI analysis service is currently unavailable. Please try again later.');
+    } finally {
+        document.getElementById('aiLoadingOverlay').classList.add('d-none');
+    }
+});
+
+function displayResults(results) {
+    document.getElementById('aiResults').classList.remove('d-none');
+    
+    let html = '<div class="row g-3">';
+    
+    // Differential Diagnosis
+    if (results.differential_diagnosis && results.differential_diagnosis.length > 0) {
+        html += '<div class="col-12"><h6><i class="fas fa-list-check text-primary me-2"></i>Differential Diagnosis</h6>';
+        results.differential_diagnosis.forEach(diagnosis => {
+            const confidenceColor = diagnosis.confidence > 70 ? 'success' : 
+                                   diagnosis.confidence > 40 ? 'warning' : 'danger';
+            html += `
+                <div class="card border-${confidenceColor} mb-2">
+                    <div class="card-body py-2">
+                        <div class="d-flex justify-content-between align-items-start">
+                            <strong>${diagnosis.condition}</strong>
+                            <span class="badge bg-${confidenceColor}">${diagnosis.confidence}%</span>
+                        </div>
+                        <small class="text-muted">${diagnosis.description}</small>
+                    </div>
+                </div>
+            `;
+        });
+        html += '</div>';
+    }
+    
+    // Treatment Plan
+    if (results.treatment_plan) {
+        const plan = results.treatment_plan;
+        html += `
+            <div class="col-md-6">
+                <h6><i class="fas fa-pills text-success me-2"></i>Medications</h6>
+                <div class="bg-light p-3 rounded">
+                    ${plan.medications || 'No specific medications recommended'}
+                </div>
+            </div>
+            <div class="col-md-6">
+                <h6><i class="fas fa-list-check text-info me-2"></i>Instructions</h6>
+                <div class="bg-light p-3 rounded">
+                    ${plan.instructions || 'Standard care instructions apply'}
+                </div>
+            </div>
+        `;
+        
+        if (plan.warnings && plan.warnings.length > 0) {
+            html += `
+                <div class="col-12">
+                    <div class="alert alert-warning">
+                        <h6><i class="fas fa-exclamation-triangle me-2"></i>Important Warnings</h6>
+                        <ul class="mb-0">
+                            ${plan.warnings.map(warning => `<li>${warning}</li>`).join('')}
+                        </ul>
+                    </div>
+                </div>
+            `;
+        }
+    }
+    
+    html += '</div>';
+    document.getElementById('analysisResults').innerHTML = html;
+}
+
+function clearAIForm() {
+    document.getElementById('symptomAnalysisForm').reset();
+    document.getElementById('aiResults').classList.add('d-none');
+}
+
+function quickDrugCheck() {
+    alert('Drug interaction checker: Enter medications to check for interactions and contraindications.');
+}
+
+function aiInsights() {
+    alert('AI Insights: Daily medical insights and practice recommendations based on current cases.');
+}
+
+function templateGenerator() {
+    window.location.href = '/treatment-planner';
+}
+</script>
+
+    </main>
+    <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/js/bootstrap.bundle.min.js"></script>
+</body>
+</html>
+"""
+
+TREATMENT_PLANNER_TEMPLATE = """
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Treatment Planner - Doctor's Sidekick</title>
+    <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/css/bootstrap.min.css" rel="stylesheet">
+    <link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css" rel="stylesheet">
+    <style>
+        :root { --primary-color: #0F766E; --secondary-color: #1E40AF; }
+        body { font-family: 'Inter', system-ui, sans-serif; background-color: #f8fafc; }
+        .navbar-brand { font-weight: 700; color: var(--primary-color) !important; }
+        .btn-primary { background-color: var(--primary-color); border-color: var(--primary-color); }
+        .btn-primary:hover { background-color: #065f5a; border-color: #065f5a; }
+        .text-primary { color: var(--primary-color) !important; }
+        .bg-primary { background-color: var(--primary-color) !important; }
+        .card { border: none; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
+        .nav-link.active { background-color: var(--primary-color) !important; }
+    </style>
+</head>
+<body>
+    <nav class="navbar navbar-expand-lg navbar-light bg-white shadow-sm">
+        <div class="container">
+            <a class="navbar-brand" href="{{ url_for('dashboard') }}">
+                <i class="fas fa-user-md me-2"></i>Doctor's Sidekick
+            </a>
+            <div class="navbar-nav ms-auto">
+                <a class="nav-link" href="{{ url_for('dashboard') }}">
+                    <i class="fas fa-tachometer-alt me-1"></i> Dashboard
+                </a>
+                <a class="nav-link" href="{{ url_for('patients') }}">
+                    <i class="fas fa-users me-1"></i> Patients
+                </a>
+                <a class="nav-link active" href="{{ url_for('treatment_planner') }}">
+                    <i class="fas fa-prescription-bottle-alt me-1"></i> Treatment Planner
+                </a>
+                <a class="nav-link" href="{{ url_for('ai_assistant') }}">
+                    <i class="fas fa-brain me-1"></i> AI Assistant
+                </a>
+                <div class="nav-link">
+                    <span class="text-muted">{{ current_user.full_name() }}</span>
+                </div>
+                <a class="nav-link" href="{{ url_for('logout') }}">
+                    <i class="fas fa-sign-out-alt me-1"></i> Logout
+                </a>
+            </div>
+        </div>
+    </nav>
+
+    <main class="container mt-4">
+        {% with messages = get_flashed_messages(with_categories=true) %}
+            {% if messages %}
+                {% for category, message in messages %}
+                    <div class="alert alert-{{ 'danger' if category == 'error' else category }} alert-dismissible fade show">
+                        {{ message }}
+                        <button type="button" class="btn-close" data-bs-dismiss="alert"></button>
+                    </div>
+                {% endfor %}
+            {% endif %}
+        {% endwith %}
+<div class="d-flex justify-content-between align-items-center mb-4">
+    <h1 class="h3"><i class="fas fa-prescription-bottle-alt me-2 text-primary"></i>Treatment Planner</h1>
+    <div class="badge bg-info">AI-Enhanced</div>
+</div>
+
+<div class="row g-4">
+    <div class="col-lg-8">
+        <div class="card">
+            <div class="card-header">
+                <h5><i class="fas fa-plus-circle me-2"></i>Create Treatment Plan</h5>
+            </div>
+            <div class="card-body">
+                <form method="POST" id="treatmentPlanForm">
+                    {{ form.hidden_tag() }}
+                    <div class="row g-3">
+                        <div class="col-md-6">
+                            <label class="form-label">Select Patient</label>
+                            <select class="form-select" name="patient_id" required>
+                                <option value="">Choose patient...</option>
+                                {% for patient in patients %}
+                                <option value="{{ patient.id }}">
+                                    {{ patient.full_name() }} ({{ patient.patient_id }}) - Age {{ patient.age() }}
+                                </option>
+                                {% endfor %}
+                            </select>
+                        </div>
+                        <div class="col-md-6">
+                            <label class="form-label">Condition Category</label>
+                            <select class="form-select" id="condition_id">
+                                <option value="">Select condition...</option>
+                                {% for condition in conditions %}
+                                <option value="{{ condition.id }}">{{ condition.name }}</option>
+                                {% endfor %}
+                            </select>
+                        </div>
+                        <div class="col-12">
+                            {{ form.diagnosis.label(class="form-label") }}
+                            {{ form.diagnosis(class="form-control") }}
+                        </div>
+                        <div class="col-12">
+                            {{ form.medications.label(class="form-label") }}
+                            {{ form.medications(class="form-control", rows="4", placeholder="Enter medications with dosages and frequency") }}
+                        </div>
+                        <div class="col-12">
+                            {{ form.instructions.label(class="form-label") }}
+                            {{ form.instructions(class="form-control", rows="4", placeholder="Patient care instructions") }}
+                        </div>
+                        <div class="col-md-6">
+                            {{ form.duration.label(class="form-label") }}
+                            {{ form.duration(class="form-control", placeholder="e.g., 2-4 weeks") }}
+                        </div>
+                        <div class="col-md-6">
+                            {{ form.follow_up_date.label(class="form-label") }}
+                            {{ form.follow_up_date(class="form-control") }}
+                        </div>
+                        <div class="col-12">
+                            {{ form.notes.label(class="form-label") }}
+                            {{ form.notes(class="form-control", rows="3") }}
+                        </div>
+                    </div>
+                    
+                    <div class="d-flex gap-2 mt-4">
+                        <button type="submit" class="btn btn-primary">
+                            <i class="fas fa-save me-2"></i> Create Treatment Plan
+                        </button>
+                        <button type="button" class="btn btn-outline-info" onclick="getAIRecommendations()">
+                            <i class="fas fa-brain me-2"></i> Get AI Recommendations
+                        </button>
+                        <button type="button" class="btn btn-outline-secondary" onclick="clearForm()">
+                            <i class="fas fa-eraser me-2"></i> Clear Form
+                        </button>
+                    </div>
+                </form>
+            </div>
+        </div>
+    </div>
+    
+    <div class="col-lg-4">
+        <div class="card">
+            <div class="card-header bg-light">
+                <h6 class="mb-0"><i class="fas fa-lightbulb me-2 text-warning"></i>Treatment Guidelines</h6>
+            </div>
+            <div class="card-body">
+                <div class="small">
+                    <h6 class="text-primary"><i class="fas fa-circle-check me-2"></i>Best Practices</h6>
+                    <ul class="list-unstyled ms-3">
+                        <li><i class="fas fa-chevron-right me-2 text-muted"></i>Include specific dosages and frequencies</li>
+                        <li><i class="fas fa-chevron-right me-2 text-muted"></i>Provide clear patient instructions</li>
+                        <li><i class="fas fa-chevron-right me-2 text-muted"></i>Set appropriate follow-up timelines</li>
+                    </ul>
+                    
+                    <h6 class="text-success mt-3"><i class="fas fa-info-circle me-2"></i>Patient Safety</h6>
+                    <ul class="list-unstyled ms-3">
+                        <li><i class="fas fa-chevron-right me-2 text-muted"></i>Check for drug allergies</li>
+                        <li><i class="fas fa-chevron-right me-2 text-muted"></i>Consider drug interactions</li>
+                        <li><i class="fas fa-chevron-right me-2 text-muted"></i>Include warning signs</li>
+                    </ul>
+                </div>
+            </div>
+        </div>
+    </div>
+</div>
+
+<script>
+async function getAIRecommendations() {
+    const patientSelect = document.querySelector('select[name="patient_id"]');
+    const diagnosisInput = document.querySelector('input[name="diagnosis"]');
+    
+    if (!patientSelect.value || !diagnosisInput.value) {
+        alert('Please select a patient and enter a diagnosis to get AI recommendations.');
+        return;
+    }
+    
+    try {
+        const response = await fetch('/api/ai/analyze-symptoms', {
+            method: 'POST',
+            headers: {
+                'Content-Type': 'application/json'
+            },
+            body: JSON.stringify({
+                patient_id: patientSelect.value,
+                symptoms: diagnosisInput.value,
+                suspected_diagnosis: diagnosisInput.value
+            })
+        });
+        
+        const data = await response.json();
+        
+        if (data.success && data.treatment_plan) {
+            const plan = data.treatment_plan;
+            if (plan.medications) {
+                document.querySelector('textarea[name="medications"]').value = plan.medications;
+            }
+            if (plan.instructions) {
+                document.querySelector('textarea[name="instructions"]').value = plan.instructions;
+            }
+            
+            alert('AI recommendations applied successfully! Please review and adjust as needed.');
+        } else {
+            alert('Unable to get AI recommendations at this time.');
+        }
+    } catch (error) {
+        console.error('AI recommendation error:', error);
+        alert('AI recommendation service is currently unavailable.');
+    }
+}
+
+function clearForm() {
+    if (confirm('Are you sure you want to clear all form data?')) {
+        document.getElementById('treatmentPlanForm').reset();
+    }
+}
+</script>
+
+    </main>
+    <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/js/bootstrap.bundle.min.js"></script>
+</body>
+</html>
+"""
+
+NEW_PATIENT_TEMPLATE = """
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>New Patient - Doctor's Sidekick</title>
+    <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/css/bootstrap.min.css" rel="stylesheet">
+    <link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css" rel="stylesheet">
+    <style>
+        :root { --primary-color: #0F766E; --secondary-color: #1E40AF; }
+        body { font-family: 'Inter', system-ui, sans-serif; background-color: #f8fafc; }
+        .navbar-brand { font-weight: 700; color: var(--primary-color) !important; }
+        .btn-primary { background-color: var(--primary-color); border-color: var(--primary-color); }
+        .btn-primary:hover { background-color: #065f5a; border-color: #065f5a; }
+        .text-primary { color: var(--primary-color) !important; }
+        .bg-primary { background-color: var(--primary-color) !important; }
+        .card { border: none; box-shadow: 0 1px 3px rgba(0,0,0,0.1); }
+        .nav-link.active { background-color: var(--primary-color) !important; }
+    </style>
+</head>
+<body>
+    <nav class="navbar navbar-expand-lg navbar-light bg-white shadow-sm">
+        <div class="container">
+            <a class="navbar-brand" href="{{ url_for('dashboard') }}">
+                <i class="fas fa-user-md me-2"></i>Doctor's Sidekick
+            </a>
+            <div class="navbar-nav ms-auto">
+                <a class="nav-link" href="{{ url_for('dashboard') }}">
+                    <i class="fas fa-tachometer-alt me-1"></i> Dashboard
+                </a>
+                <a class="nav-link active" href="{{ url_for('patients') }}">
+                    <i class="fas fa-users me-1"></i> Patients
+                </a>
+                <a class="nav-link" href="{{ url_for('treatment_planner') }}">
+                    <i class="fas fa-prescription-bottle-alt me-1"></i> Treatment Planner
+                </a>
+                <a class="nav-link" href="{{ url_for('ai_assistant') }}">
+                    <i class="fas fa-brain me-1"></i> AI Assistant
+                </a>
+                <div class="nav-link">
+                    <span class="text-muted">{{ current_user.full_name() }}</span>
+                </div>
+                <a class="nav-link" href="{{ url_for('logout') }}">
+                    <i class="fas fa-sign-out-alt me-1"></i> Logout
+                </a>
+            </div>
+        </div>
+    </nav>
+
+    <main class="container mt-4">
+        {% with messages = get_flashed_messages(with_categories=true) %}
+            {% if messages %}
+                {% for category, message in messages %}
+                    <div class="alert alert-{{ 'danger' if category == 'error' else category }} alert-dismissible fade show">
+                        {{ message }}
+                        <button type="button" class="btn-close" data-bs-dismiss="alert"></button>
+                    </div>
+                {% endfor %}
+            {% endif %}
+        {% endwith %}
+<div class="d-flex justify-content-between align-items-center mb-4">
+    <h1 class="h3"><i class="fas fa-user-plus me-2 text-primary"></i>New Patient Registration</h1>
+    <a href="{{ url_for('patients') }}" class="btn btn-outline-secondary">
+        <i class="fas fa-arrow-left me-2"></i>Back to Patients
+    </a>
+</div>
+
+<div class="row justify-content-center">
+    <div class="col-lg-8">
+        <div class="card">
+            <div class="card-header">
+                <h5><i class="fas fa-user-circle me-2"></i>Patient Information</h5>
+            </div>
+            <div class="card-body">
+                <form method="POST">
+                    {{ form.hidden_tag() }}
+                    <div class="row g-3">
+                        <div class="col-md-6">
+                            {{ form.first_name.label(class="form-label") }}
+                            {{ form.first_name(class="form-control") }}
+                        </div>
+                        <div class="col-md-6">
+                            {{ form.last_name.label(class="form-label") }}
+                            {{ form.last_name(class="form-control") }}
+                        </div>
+                        <div class="col-md-6">
+                            {{ form.date_of_birth.label(class="form-label") }}
+                            {{ form.date_of_birth(class="form-control") }}
+                        </div>
+                        <div class="col-md-6">
+                            {{ form.gender.label(class="form-label") }}
+                            {{ form.gender(class="form-select") }}
+                        </div>
+                        <div class="col-md-6">
+                            {{ form.phone.label(class="form-label") }}
+                            {{ form.phone(class="form-control") }}
+                        </div>
+                        <div class="col-md-6">
+                            {{ form.email.label(class="form-label") }}
+                            {{ form.email(class="form-control") }}
+                        </div>
+                        <div class="col-12">
+                            {{ form.address.label(class="form-label") }}
+                            {{ form.address(class="form-control", rows="3") }}
+                        </div>
+                        <div class="col-12">
+                            {{ form.allergies.label(class="form-label") }}
+                            {{ form.allergies(class="form-control", rows="3", placeholder="List any known allergies or NKDA") }}
+                        </div>
+                        <div class="col-12">
+                            {{ form.medical_history.label(class="form-label") }}
+                            {{ form.medical_history(class="form-control", rows="4", placeholder="Past medical history, current medications, etc.") }}
+                        </div>
+                    </div>
+                    
+                    <div class="d-flex gap-2 mt-4">
+                        <button type="submit" class="btn btn-primary">
+                            <i class="fas fa-save me-2"></i> Register Patient
+                        </button>
+                        <a href="{{ url_for('patients') }}" class="btn btn-outline-secondary">
+                            <i class="fas fa-times me-2"></i> Cancel
+                        </a>
+                    </div>
+                </form>
+            </div>
+        </div>
+    </div>
+</div>
+
+    </main>
+    <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/js/bootstrap.bundle.min.js"></script>
+</body>
+</html>
+"""
+
+# ============================================================================
+# ROUTES
+# ============================================================================
+
+@app.route('/login', methods=['GET', 'POST'])
+def login():
+    form = LoginForm()
+    if form.validate_on_submit():
+        user = User.query.filter_by(username=form.username.data).first()
+        if user and user.password_hash and check_password_hash(user.password_hash, form.password.data):
+            login_user(user)
+            return redirect(url_for('dashboard'))
+        flash('Invalid username or password', 'error')
+    return render_template_string(LOGIN_TEMPLATE, form=form)
+
+@app.route('/logout')
+@login_required
+def logout():
+    logout_user()
+    return redirect(url_for('login'))
+
+@app.route('/')
+@login_required
+def dashboard():
+    stats = {
+        'total_patients': Patient.query.count(),
+        'visits_today': 0,  # Would count visits for today
+        'treatment_plans': TreatmentPlan.query.count(),
+    }
+    return render_template_string(DASHBOARD_TEMPLATE, stats=stats)
+
+@app.route('/patients')
+@login_required
+def patients():
+    patients = Patient.query.order_by(Patient.last_name, Patient.first_name).all()
+    return render_template_string(PATIENTS_TEMPLATE, patients=patients)
+
+@app.route('/patients/new', methods=['GET', 'POST'])
+@login_required
+def new_patient():
+    form = PatientForm()
+    if form.validate_on_submit():
+        # Generate patient ID
+        patient_count = Patient.query.count()
+        patient_id = f"P{patient_count + 1:04d}"
+        
+        patient = Patient(
+            patient_id=patient_id,
+            first_name=form.first_name.data,
+            last_name=form.last_name.data,
+            date_of_birth=form.date_of_birth.data,
+            gender=form.gender.data,
+            phone=form.phone.data,
+            email=form.email.data,
+            address=form.address.data,
+            allergies=form.allergies.data,
+            medical_history=form.medical_history.data,
+            doctor_id=current_user.id
+        )
+        db.session.add(patient)
+        db.session.commit()
+        
+        flash(f'Patient {patient.full_name()} registered successfully!', 'success')
+        return redirect(url_for('patients'))
+    
+    return render_template_string(NEW_PATIENT_TEMPLATE, form=form)
+
+@app.route('/patients/<int:id>')
+@login_required
+def patient_detail(id):
+    patient = Patient.query.get_or_404(id)
+    return render_template_string("""
+    {% extends "base.html" %}
+    {% block content %}
+    <h1>{{ patient.full_name() }}</h1>
+    <div class="card">
+        <div class="card-body">
+            <p><strong>Patient ID:</strong> {{ patient.patient_id }}</p>
+            <p><strong>Age:</strong> {{ patient.age() }}</p>
+            <p><strong>Gender:</strong> {{ patient.gender or 'N/A' }}</p>
+            <p><strong>Phone:</strong> {{ patient.phone or 'N/A' }}</p>
+            <p><strong>Email:</strong> {{ patient.email or 'N/A' }}</p>
+            <p><strong>Allergies:</strong> {{ patient.allergies or 'None known' }}</p>
+            <p><strong>Medical History:</strong> {{ patient.medical_history or 'None provided' }}</p>
+        </div>
+    </div>
+    {% endblock %}
+    """, patient=patient)
+
+@app.route('/patients/<int:id>/edit')
+@login_required
+def edit_patient(id):
+    patient = Patient.query.get_or_404(id)
+    form = PatientForm(obj=patient)
+    return render_template_string(NEW_PATIENT_TEMPLATE, form=form, patient=patient)
+
+@app.route('/treatment-planner', methods=['GET', 'POST'])
+@login_required
+def treatment_planner():
+    form = TreatmentPlanForm()
+    patients = Patient.query.order_by(Patient.last_name, Patient.first_name).all()
+    conditions = Condition.query.all()
+    
+    if form.validate_on_submit():
+        patient_id = request.form.get('patient_id')
+        if not patient_id:
+            flash('Please select a patient', 'error')
+        else:
+            treatment_plan = TreatmentPlan(
+                patient_id=patient_id,
+                diagnosis=form.diagnosis.data,
+                medications=form.medications.data,
+                instructions=form.instructions.data,
+                duration=form.duration.data,
+                follow_up_date=form.follow_up_date.data,
+                notes=form.notes.data,
+                created_by_id=current_user.id
+            )
+            db.session.add(treatment_plan)
+            db.session.commit()
+            
+            flash('Treatment plan created successfully!', 'success')
+            return redirect(url_for('treatment_planner'))
+    
+    return render_template_string(TREATMENT_PLANNER_TEMPLATE, 
+                                form=form, patients=patients, conditions=conditions)
+
+@app.route('/ai-assistant')
+@login_required
+def ai_assistant():
+    patients = Patient.query.order_by(Patient.last_name, Patient.first_name).all()
+    return render_template_string(AI_ASSISTANT_TEMPLATE, patients=patients)
+
+@app.route('/api/ai/analyze-symptoms', methods=['POST'])
+@login_required
+def ai_analyze_symptoms():
+    try:
+        data = request.get_json()
+        patient = Patient.query.get_or_404(data['patient_id'])
+        
+        # Prepare patient data for AI analysis
+        patient_data = {
+            'age': patient.age(),
+            'gender': patient.gender or 'Not specified',
+            'medical_history': patient.medical_history or 'None provided',
+            'allergies': patient.allergies or 'None known'
+        }
+        
+        # Get AI recommendations
+        treatment_plan = medical_ai.generate_treatment_plan(
+            patient_data, 
+            data['symptoms'], 
+            data.get('suspected_diagnosis')
+        )
+        
+        # Check for drug interactions if medications are mentioned
+        medications = []
+        if 'medications' in treatment_plan:
+            medications = [med.strip() for med in str(treatment_plan.get('medications', '')).split('\n') if med.strip()]
+        
+        drug_interactions = medical_ai.check_drug_interactions(medications, patient.allergies or '')
+        
+        return jsonify({
+            'success': True,
+            'treatment_plan': treatment_plan,
+            'differential_diagnosis': treatment_plan.get('differential_diagnosis', []),
+            'drug_interactions': drug_interactions
+        })
+        
+    except Exception as e:
+        app.logger.error(f"AI analysis error: {str(e)}")
+        return jsonify({
+            'success': False,
+            'error': 'AI analysis service temporarily unavailable'
+        }), 500
+
+@app.route('/api/ai/smart-templates/<int:condition_id>')
+@login_required  
+def ai_smart_templates(condition_id):
+    try:
+        condition = Condition.query.get_or_404(condition_id)
+        patient_id = request.args.get('patient_id')
+        
+        patient_demographics = {}
+        if patient_id:
+            patient = Patient.query.get(patient_id)
+            if patient:
+                patient_demographics = {
+                    'age': patient.age(),
+                    'gender': patient.gender,
+                    'medical_history': patient.medical_history,
+                    'allergies': patient.allergies
+                }
+        
+        smart_templates = medical_ai.smart_template_suggestions(
+            condition.name,
+            patient_demographics
+        )
+        
+        return jsonify({
+            'success': True,
+            'templates': smart_templates
+        })
+        
+    except Exception as e:
+        app.logger.error(f"Smart template error: {str(e)}")
+        return jsonify({
+            'success': False,
+            'error': 'Smart template service unavailable'
+        }), 500
+
+def init_database():
+    """Initialize database with sample data"""
+    with app.app_context():
+        # Create tables
+        db.create_all()
+        
+        # Check if data already exists
+        if User.query.first():
+            return
+        
+        # Create roles
+        admin_role = Role(name='Admin', description='Administrator with full access')
+        doctor_role = Role(name='Doctor', description='Medical doctor with patient access')
+        
+        db.session.add(admin_role)
+        db.session.add(doctor_role)
+        db.session.commit()
+        
+        # Create admin user
+        admin_user = User(
+            username='admin',
+            email='admin@example.com',
+            password_hash=generate_password_hash('admin'),
+            first_name='Admin',
+            last_name='User',
+            role_id=admin_role.id
+        )
+        
+        db.session.add(admin_user)
+        db.session.commit()
+        
+        # Create sample conditions
+        conditions = [
+            Condition(name='Acne Vulgaris', description='Common inflammatory skin condition', icd_code='L70.0', category='Inflammatory'),
+            Condition(name='Atopic Dermatitis', description='Chronic inflammatory skin disease', icd_code='L20.9', category='Inflammatory'),
+            Condition(name='Contact Dermatitis', description='Skin inflammation from contact with allergens', icd_code='L23.9', category='Inflammatory'),
+            Condition(name='Psoriasis', description='Chronic autoimmune skin condition', icd_code='L40.9', category='Autoimmune'),
+            Condition(name='Seborrheic Dermatitis', description='Inflammatory condition of sebaceous areas', icd_code='L21.9', category='Inflammatory')
+        ]
+        
+        for condition in conditions:
+            db.session.add(condition)
+        
+        db.session.commit()
+        
+        print("Database initialized with sample data!")
+
+# ============================================================================
+# MAIN APPLICATION
+# ============================================================================
+
+if __name__ == '__main__':
+    # Initialize database
+    init_database()
+    
+    # Create uploads directory
+    os.makedirs(app.config['UPLOAD_FOLDER'], exist_ok=True)
+    
+    # Get port from environment or default to 5000
+    port = int(os.environ.get('PORT', 5000))
+    
+    # Run the application
+    app.run(host='0.0.0.0', port=port, debug=True)

hf_requirements.txt

@@ -0,0 +1,8 @@
+Flask==2.3.3
+Flask-SQLAlchemy==3.0.5
+Flask-Login==0.6.3
+Flask-WTF==1.1.1
+WTForms==3.0.1
+Werkzeug==2.3.7
+email-validator==2.0.0
+gunicorn==21.2.0