The Clinical AI Safety Gap from Correct Answers to Safer Decisions

High accuracy alone does not establish that language-model assistance improves clinical safety. Drawing on 31 selected publications, this critical Perspective outlines an error-pathway ledger connecting incorrect outputs to display, confirmed viewing, clinician recognition, final decisions, and potential harm. It specifies distinct descriptive indicators and a randomized comparison for evaluating unsafe decisions. The framework provides an operational research design for prospective validation against established clinical evaluation approaches.

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Publication Details

Published
2026-11-03
DOI
https://doi.org/10.66977/xsci.2611.000e
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
preprint
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The Clinical AI Safety Gap from Correct Answers to Safer Decisions

Jose Andres Viñán Carrasco
Artificial Intelligence in Healthcare and Education
preprint

The Clinical AI Safety Gap from Correct Answers to Safer Decisions

Jose Andres Viñán Carrasco
preprint en

Abstract

High accuracy alone does not establish that language-model assistance improves clinical safety. Drawing on 31 selected publications, this critical Perspective outlines an error-pathway ledger connecting incorrect outputs to display, confirmed viewing, clinician recognition, final decisions, and potential harm. It specifies distinct descriptive indicators and a randomized comparison for evaluating unsafe decisions. The framework provides an operational research design for prospective validation against established clinical evaluation approaches.

Artificial Intelligence in Healthcare and Education
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The Clinical AI Safety Gap from Correct Answers to Safer Decisions — Jose Andres Viñán Carrasco · (2026) | TGRS Research Map | TGRS