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SCOUTNCT07414966

Scalable Clinical Oversight of Large Language Models Via Uncertainty Triangulation

StatusCompleted
PhaseNot applicable
Primary completion
Track this trial

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Record History

All 2 versions: 2 with changes below. See every version on ClinicalTrials.gov ↗

  1. Completed without a posted recruiting period Show 4 more changesShow less
    • Study sites: 0 to 1
    • Primary and study completion dates changed from estimate of Feb 28, 2026 to Feb 18, 2026
    • Start date changed from estimate of Feb 19, 2026 to Feb 15, 2026
    • Eligibility criteria expanded, about 4 words
  2. Study First Submitted
  • Minor: routine updates

Endpoints

Primary

Mean physician review time per case (minutes)
Timeframe: Through study completion, an average of 2 hours.

Secondary (2)

Diagnostic accuracy (%)
Computational Return on Investment (ROI)

Arms and interventions

Control (Standard Manual Review)Active comparator

Physicians manually review all cases in the control set (n=54) with access to AI predictions and reasoning. No selective deferral.

Experimental (SCOUT-Assisted Review)Experimental

Physicians process the intervention set (n=56) through the SCOUT framework. Low-uncertainty cases are auto-accepted; high-uncertainty cases undergo physician review with full audit trail.

Diagnostic tests: SCOUT-Assisted Review Workflow, Standard Manual Review Workflow

Sites

1 site in 1 country

  • Fuwai HospitalBeijing, Beijing Municipality, China