Guideline-constrained LLM checklist generation and clinician acceptability evaluation

Research applicability

Provides an example for studying guideline-constrained knowledge synthesis and measuring adoption perceptions rather than equating generation with successful clinical implementation.

Getting started

Editorial, untested guidance: inspect the paper prompts and questionnaire; pilot on an authorized guideline and audit every extracted item against the source before any research evaluation. Do not use the generated checklist as stand-alone patient-care advice.

Maintenance

Article, not a maintained software-service claim.

License

Source reuse rights must be checked separately; no open licence admission requirement.

Workflow & human oversight

Researcher-supervised process; automation level intentionally unspecified. No autonomous research or clinical deployment asserted.

Workflow level is not an evidence score; higher is not better evidence.

Approach

A study uses ChatGPT 5.2 to convert an adult neck-mass guideline into a history-and-examination checklist, then evaluates clinician perceptions through a survey and thematic analysis of free-text feedback. The authors report 22 respondents and incomplete translation of acceptability into willingness to adopt.

Limitations

Publisher paper-excerpt review via extracted text; figures and source guideline were not independently audited. One guideline, one model and a modest clinician sample; perceived utility is not real-world use or patient outcomes. The authors report missing airway-related symptoms, family history and scope examination. No independent replication or safety certification. The safety-item table records one disagree response, despite discussion text saying no response suggested unsafe. This discrepancy is not reconciled here; clinician perceptions are not proof of safety.

Reproducibility

No code, data analysis or model outcomes reproduced in this review.

Adoption requirements

Access rights to the guideline and a suitable LLM; qualified clinician oversight, documented omissions checks, and applicable ethics/privacy approvals for participant research. No patient data upload required or authorized by this review.