Analyzing patient data and generating insights...
Population Health Analysis
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🔧 AI Model Management Center

Complete local control: Train, fine-tune, and monitor AI models on your hospital's data (IT/Admin Only)

Retraining AI models with updated parameters...
🎯
Model Accuracy
94.2%
Prediction accuracy on validation set
📈 +2.1% vs previous model
⚠️
Model Drift Detection
2.3%
Acceptable range (< 5%)
➡️ Retraining recommended in 3 weeks
📊
Training Data Volume
47,832
Patient records in training set
📈 +1,247 new records this month
🔒
Security & Compliance
100%
HIPAA compliant local processing
✅ All data remains on-premise
Compliance Thresholds
Medication Adherence Alert
75%
Appointment Adherence Alert
80%
Lab Monitoring Compliance
90%
Connected Data Sources
✅ Active Connections:
• Epic EHR (FHIR R4) - Online
• Cerner Lab System (HL7) - Online
• Pharmacy Network (NCPDP) - Online
• Social Services API - Partial
📊 Data Freshness:
• Last Full Sync: 12 minutes ago
• Records Processed: 47,832 patients
• Storage Location: Local servers only
🔒 Compliance Status:
• HIPAA Audit: ✅ Compliant
• Data Encryption: ✅ AES-256
• Access Logs: ✅ Complete
👨‍⚕️ Clinical View
📊 Advanced Analytics
🔧 Model Management
MyClinics Advanced Interactive Interface v6
Epic EHR System v2024.3 - General Internal Medicine
Dr. Sarah Martinez | 2:47 PM
Margaret J. Smith
DOB: 03/15/1967 (58F) | MRN: 847291 | Type 2 DM, HTN | Next Appt: 06/15/25
Summary
Medications
Lab Results
Progress Notes
Orders
Recent Lab Results (05/18/2025)
Hemoglobin A1C: 9.2% ↑ (ref: 4.0-5.6%)
Fasting Glucose: 187 mg/dL ↑ (ref: 70-100)
LDL Cholesterol: 165 mg/dL ↑ (ref: <100)
Creatinine: 1.1 mg/dL (ref: 0.6-1.2)
eGFR: 68 mL/min/1.73m² ↓
Current Medications
• Metformin 1000mg BID - Last filled: 04/15/25
• Lisinopril 10mg Daily - Last filled: 05/01/25
• Atorvastatin 40mg Daily - Last filled: 03/28/25
Integrated via FHIR API
⚡ MixEHR Risk Predictions
⚠️

High Kidney Failure Risk

70% risk within 2 years

MixEHR
🔄

Treatment Not Optimal

Consider GLP-1 agonist

MixEHR
💊

Poor Medication Adherence

Missing doses 3-4x/week

MixEHR
📊 Compliance Signals
Appointment Adherence
Poor
Prescription Refills
Delayed
Lab Monitoring
On Track
🧠 AI Insights Summary
Pattern Recognition: Similar to 847 patients who progressed to insulin therapy. Social stressors (caring for elderly mother, dual employment) correlate with adherence challenges.
Treatment History: Previous poor response to sulfonylureas suggests genetic factors. SGLT-2 inhibitors showed 23% better outcomes in similar cohort.
AI Confidence: 91% | Last Updated: 2 hours ago | MixEHR v3.2
🎯 Recommended Actions
1. Medication: Add SGLT-2 inhibitor, simplify regimen
2. Support: Social work referral, diabetes educator
3. Monitoring: Bi-weekly visits for 6 weeks

📊 Advanced Analytics Dashboard

Dynamic population insights with interactive filtering and real-time report generation