# Phase 2.8 - Advanced Features & Enhancements

## Overview

Phase 2.8 builds upon the solid foundation of Phase 2.7 (Medication Management & Health Statistics) to deliver advanced features that enhance user experience, safety, and health outcomes.

**Status:** 🎯 Planning Phase  
**Target Start:** Phase 2.7 Complete (Now)  
**Estimated Duration:** 2-3 weeks  
**Priority:** High

---

## 🎯 Primary Objectives

1. **Enhance Medication Safety** - Drug interaction checking and allergy alerts
2. **Improve Adherence** - Automated reminders and notifications
3. **Advanced Analytics** - Health insights and trend analysis
4. **Data Export** - Healthcare provider reports
5. **User Experience** - Profile customization and preferences

---

## 📋 Feature Specifications

### 1. Medication Interaction Checker ⚠️ HIGH PRIORITY

**Description:** Automatically detect potential drug-to-drug and drug-to-allergy interactions.

**Technical Requirements:**
- Integration with drug interaction database (FDA API or open database)
- Store medication ingredients and classifications
- Implement interaction severity levels (minor, moderate, severe)
- Real-time checking during medication creation
- Alert system for healthcare providers

**API Endpoints:**
```
POST /api/medications/check-interactions
{
  "medications": ["medication_id_1", "medication_id_2"]
}
Response: {
  "interactions": [
    {
      "severity": "severe",
      "description": "May cause serotonin syndrome",
      "recommendation": "Consult healthcare provider"
    }
  ]
}
```

**Database Schema:**
```rust
pub struct DrugInteraction {
    pub medication_1: String,
    pub medication_2: String,
    pub severity: InteractionSeverity,
    pub description: String,
    pub recommendation: String,
}

pub enum InteractionSeverity {
    Minor,
    Moderate,
    Severe,
}
```

**Implementation Priority:** ⭐⭐⭐⭐⭐ (Critical)

---

### 2. Automated Reminder System 🔔

**Description:** Intelligent medication reminders with customizable schedules.

**Technical Requirements:**
- Multiple reminder types (push, email, SMS)
- Flexible scheduling (daily, weekly, specific times)
- Snooze and skip functionality
- Caregiver notifications
- Timezone support
- Persistent queue system

**API Endpoints:**
```
POST /api/medications/:id/reminders
GET /api/medications/:id/reminders
PUT /api/medications/:id/reminders/:reminder_id
DELETE /api/medications/:id/reminders/:reminder_id

POST /api/reminders/snooze
POST /api/reminders/dismiss
```

**Data Models:**
```rust
pub struct Reminder {
    pub id: Option<ObjectId>,
    pub medication_id: ObjectId,
    pub user_id: String,
    pub reminder_type: ReminderType,
    pub schedule: ReminderSchedule,
    pub active: bool,
    pub next_reminder: DateTime<Utc>,
}

pub enum ReminderType {
    Push,
    Email,
    SMS,
}

pub enum ReminderSchedule {
    Daily { time: String },
    Weekly { day: String, time: String },
    Interval { hours: u32 },
}
```

**Implementation Priority:** ⭐⭐⭐⭐ (High)

---

### 3. Advanced Health Analytics 📊

**Description:** AI-powered health insights and predictive analytics.

**Technical Requirements:**
- Trend analysis with moving averages
- Anomaly detection in vitals
- Correlation analysis (medications vs. symptoms)
- Predictive health scoring
- Visual data representation
- Time-series aggregations

**API Endpoints:**
```
GET /api/health-stats/analytics
  ?type=weight
  &period=30d
  &include_predictions=true

Response: {
  "data": [...],
  "trend": "increasing",
  "average": 75.5,
  "predictions": {
    "next_week": 76.2,
    "confidence": 0.87
  },
  "insights": [
    "Weight has increased 2kg over the last month"
  ]
}

GET /api/health-stats/correlations
  ?medication_id=xxx
  &health_stat=weight
```

**Algorithms to Implement:**
- Linear regression for trends
- Standard deviation for anomaly detection
- Pearson correlation for medication-health relationships
- Seasonal decomposition

**Implementation Priority:** ⭐⭐⭐ (Medium)

---

### 4. Healthcare Data Export 📄

**Description:** Generate professional reports for healthcare providers.

**Technical Requirements:**
- PDF generation for medications list
- CSV export for health statistics
- Medication adherence reports
- Doctor-ready format
- Date range selection
- Privacy controls

**API Endpoints:**
```
POST /api/export/medications
{
  "format": "pdf",
  "date_range": {
    "start": "2026-01-01",
    "end": "2026-03-31"
  }
}

POST /api/export/health-stats
{
  "format": "csv",
  "stat_types": ["weight", "blood_pressure"]
}

GET /api/export/:export_id/download
```

**Libraries to Use:**
- `lopdf` - PDF generation
- `csv` - CSV writing
- `tera` - Template engine for reports

**Implementation Priority:** ⭐⭐⭐⭐ (High)

---

### 5. Medication Refill Tracking 💊

**Description:** Track medication supply and predict refill needs.

**Technical Requirements:**
- Current supply tracking
- Refill reminders
- Pharmacy integration (optional)
- Prescription upload/storage
- Auto-refill scheduling

**API Endpoints:**
```
POST /api/medications/:id/refill
{
  "quantity": 30,
  "days_supply": 30
}

GET /api/medications/refills-needed

POST /api/medications/:id/prescription
Content-Type: multipart/form-data
{
  "image": "...",
  "prescription_number": "..."
}
```

**Data Models:**
```rust
pub struct RefillInfo {
    pub medication_id: ObjectId,
    pub current_supply: u32,
    pub daily_dosage: f64,
    pub days_until_empty: u32,
    pub refill_date: Option<DateTime<Utc>>,
}
```

**Implementation Priority:** ⭐⭐⭐ (Medium)

---

### 6. User Preferences & Customization ⚙️

**Description:** Allow users to customize their experience.

**Technical Requirements:**
- Notification preferences
- Measurement units (metric/imperial)
- Timezone settings
- Language preferences
- Dashboard customization
- Privacy settings

**API Endpoints:**
```
GET /api/user/preferences
PUT /api/user/preferences
{
  "units": "metric",
  "timezone": "America/New_York",
  "notifications": {
    "email": true,
    "push": true,
    "sms": false
  }
}
```

**Implementation Priority:** ⭐⭐ (Low-Medium)

---

### 7. Caregiver Access 👥

**Description:** Allow designated caregivers to view/manage medications and health data.

**Technical Requirements:**
- Caregiver invitation system
- Permission levels (view, edit, full)
- Activity logging
- Emergency access
- Time-limited access

**API Endpoints:**
```
POST /api/caregivers/invite
{
  "email": "caregiver@example.com",
  "permission_level": "view"
}

GET /api/caregivers
PUT /api/caregivers/:id/revoke
GET /api/caregivers/:id/activity-log
```

**Implementation Priority:** ⭐⭐⭐ (Medium)

---

## 🗂️ Backend Architecture Changes

### New Modules

```
backend/src/
├── interactions/
│   ├── mod.rs
│   ├── checker.rs       # Drug interaction logic
│   └── database.rs      # Interaction database
├── reminders/
│   ├── mod.rs
│   ├── scheduler.rs     # Reminder scheduling
│   ├── queue.rs         # Reminder queue
│   └── sender.rs        # Push/email/SMS sending
├── analytics/
│   ├── mod.rs
│   ├── trends.rs        # Trend analysis
│   ├── correlations.rs  # Correlation calculations
│   └── predictions.rs   # Predictive models
├── export/
│   ├── mod.rs
│   ├── pdf.rs           # PDF generation
│   ├── csv.rs           # CSV export
│   └── templates/       # Report templates
└── caregivers/
    ├── mod.rs
    ├── invitations.rs   # Caregiver invites
    └── permissions.rs   # Access control
```

### Database Collections

```javascript
// MongoDB collections
db.drug_interactions
db.reminders
db.refill_tracking
db.caregivers
db.caregiver_access_logs
db.user_preferences
db.export_jobs
db.analytic_cache
```

---

## 📊 Implementation Timeline

### Week 1: Core Safety Features
- [ ] Drug interaction database setup
- [ ] Interaction checker implementation
- [ ] Basic reminder scheduling
- [ ] Integration testing

### Week 2: Analytics & Export
- [ ] Trend analysis algorithms
- [ ] Anomaly detection
- [ ] PDF report generation
- [ ] CSV export functionality

### Week 3: Enhancements & Polish
- [ ] Refill tracking
- [ ] User preferences
- [ ] Caregiver access (basic)
- [ ] End-to-end testing
- [ ] Documentation

---

## 🧪 Testing Strategy

### Unit Tests
- Drug interaction matching algorithms
- Trend calculation accuracy
- PDF generation validation
- Reminder scheduling logic

### Integration Tests
- API endpoint coverage
- Database interactions
- External API integrations (FDA, etc.)

### End-to-End Tests
- Complete user workflows
- Reminder delivery
- Report generation
- Caregiver access flows

---

## 🔐 Security Considerations

1. **Healthcare Data Privacy**
   - Encrypt all data at rest
   - Secure data transmission
   - HIPAA compliance review

2. **Caregiver Access**
   - Audit logging for all access
   - Time-limited sessions
   - Explicit consent tracking

3. **Drug Interactions**
   - Validate interaction data sources
   - Clear liability disclaimers
   - Healthcare provider consultation prompts

---

## 📈 Success Metrics

- **Drug Interaction Coverage:** 90% of common medications
- **Reminder Delivery Rate:** >95%
- **Export Generation Time:** <5 seconds for 100 records
- **Trend Analysis Accuracy:** >85% prediction confidence
- **User Satisfaction:** >4.5/5 rating

---

## 🚀 Dependencies

### Rust Crates
```toml
[dependencies]
# Analytics
linreg = "0.2"
statrs = "0.16"

# PDF Generation
lopdf = "0.31"
tera = "1.19"

# Task Scheduling
tokio-cron-scheduler = "0.9"

# Email
lettre = "0.11"

# SMS (optional)
twilio-rust = "0.1"
```

### External APIs
- FDA Drug Interaction API
- DrugBank (commercial, optional)
- Push notification service (Firebase/APNS)
- Email service (SendGrid/Mailgun)

---

## 📝 Open Questions

1. **Drug Interaction Database**
   - Use free FDA database or commercial DrugBank?
   - How often to update interaction data?

2. **Notification Service**
   - Implement in-house or use third-party?
   - Cost considerations for SMS

3. **PDF Generation**
   - Client-side or server-side?
   - Template complexity needed?

4. **Analytics Storage**
   - Cache computed results?
   - Retention policy for trend data?

---

## 🎯 Definition of Done

Phase 2.8 is complete when:
- [ ] All features implemented and tested
- [ ] API documentation updated
- [ ] Security review completed
- [ ] Performance benchmarks met
- [ ] User documentation created
- [ ] 90%+ test coverage
- [ ] Production deployment ready

---

*Plan Created: 2026-03-07*
*Phase 2.7 Status: ✅ Complete (91%)*
*Estimated Phase 2.8 Start: Immediate*
