TRV-2026-2221Certified recordPeer-reviewed

The Differential That Never Gets Generated

Residents increasingly ask large language models to name a lesion before diagnosing it themselves. The practice contributes a specific harm: never-skilling, a phenomenon in which reasoning is never acquired, and is distinct from 'deskilling' or 'model error'. Forming a differential first is necessary but insufficient. Departments should require documented differentials, supervise disagreement, and examine unassisted reasoning.

Education · Problem Space — documented harm · certified 2026-10-23 · v1 · article view · machine-readable

Current reading — problem

When dermatology residents ask a large language model to name a lesion before forming their own differential, they risk never acquiring diagnostic reasoning, which the article calls never-skilling.

What this doesn’t fix

The article says that forming a differential first is necessary but insufficient, so having residents reason before consulting the model does not by itself prevent the harm.

Evidence

Reader signal

How should this claim be treated?

Cite this record

Truvace Impact Record TRV-2026-2221, v1: “The Differential That Never Gets Generated.” Truvace, 2026-10-23. /record/TRV-2026-2221 (accessed at citation time). sha256 88ac0921710c91bf…

Calibration history

Every change to this record since certification, in the open. None yet — the reading has held since it entered the record.

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