A HIPAA-compliant computer-vision diagnostic pattern designed for clinical review workflows and automated triage.
The Operational Problem
Healthcare imaging teams frequently face backlogs during initial scan triage, creating delays for time-sensitive cases. Any automated assistance must adhere to stringent clinical accuracy and HIPAA isolation requirements.
Our Architectural Approach
We architected a computer-vision triage model pipeline validated against clinically-labeled datasets, integrated directly with PACS DICOM standards, and implemented field-level encryption with immutable audit logs.
Measurable Results & Outcomes
- Optimized: Triage review latency
- High-Precision: Validation pipeline standards
- Zero-Regression: Automated verification protocol
- HIPAA: Compliant encryption architecture
Technology Stack: Python, PyTorch, FastAPI, AWS, PostgreSQL