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For your healthcare AI solution, address these critical healthcare-specific requirements: 1. **Regulatory Compliance**: - HIPAA compliance strategies - FDA regulatory considerations for AI/ML - Data privacy and security measures - Audit trail implementation 2. **Clinical Validation**: - Design clinical validation studies - Define accuracy metrics and benchmarks - Create protocols for continuous monitoring - Plan for adverse event detection 3. **Healthcare Integration**: - HL7/FHIR integration strategies - EHR/EMR integration approaches - Medical device connectivity (if applicable) - Interoperability standards 4. **Patient Safety**: - Risk assessment frameworks - Fail-safe mechanisms - Human-in-the-loop designs - Clinical decision support guidelines Detail your approach to each of these healthcare-specific requirements.
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