Human-in-the-Loop Triage Architecture for Computer-Aided Diagnostic (CADe/CADx) Software

Autonomous AI diagnosis introduces acute liability and regulatory hurdles. Designing high-speed human-in-the-loop triage architectures accelerates radiologist throughput while preserving clinical accountability.

Prioritized Radiologist Worklist Re-Ordering

Rather than rendering definitive verdicts, the algorithm scans incoming studies to elevate acute intracranial hemorrhage cases to the top of the reading worklist within 30 seconds of scan completion.

Diagnostic Turnaround and Sensitivity Gains

Evaluating 5,000 emergency trauma scans demonstrated a 65% reduction in median time-to-treatment for acute stroke patients with zero diagnostic degradation.

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