review-qa-workflow

What problem does it solve?

Implement the human review workflow that turns draft OCR/transcription/LLM outputs into approved, exportable clinical documentation with confirmation gates, uncertainty handling, and audit-ready state transitions. Use when building review UI, approval state machine, and QA rules.

Core Features & Use Cases

• Review UI & gating: Provide field triage, per-field actions, and evidence-first citations.
• State machine & audits: Enforce draft → reviewing → approved → exported with optional rejections and rescan paths, plus detailed audit events.
• Use Case: Apply to clinical documentation workflows where PHI must be reviewed before final export and memory embedding.

Quick Start

Design and deploy a review workflow that routes draft outputs through reviewers, required field confirmations, and export gating.