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Deskilling

2026

The AI-Off Audit: Why Clinical AI Is Erasing the Judgment It Still Depends On

Clinical AI’s safety case assumes a competent clinician will catch its mistakes. But every deployment asks that clinician to supervise the model — removing the reps that build the judgment. A Lancet colonoscopy study shows unaided detection falling six points after AI exposure, and almost nobody measures the skill the system still depends on.

Infographic: The AI-Off Audit: Why Clinical AI Is Erasing the Judgment It Still Depends On

Clinical AI’s safety case assumes a competent clinician will catch its mistakes. But every deployment asks that clinician to supervise the model — removing the reps that build the judgment. A Lancet colonoscopy study shows unaided detection falling six points after AI exposure, and almost nobody measures the skill the system still depends on.