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Research Instruments, Questionnaires, and Tools (1255) e-Learning and Digital Medical Education (1698) Clinical Information and Decision Making (3985) New Methods (1897) Ontologies, Classifications, and Coding (484)

Published on in Vol 28 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/108001, first published .
ROB-AI Workbench interface on a laptop screen, with hands typing.

A Fine-Tuned Large Language Model Workflow to Support Risk of Bias Assessment: Development, External Validation, and Reviewer Verification Study

A Fine-Tuned Large Language Model Workflow to Support Risk of Bias Assessment: Development, External Validation, and Reviewer Verification Study

Authors of this article:

Yitian Li1 Author Orcid Image ;   Jingyu Chen1 Author Orcid Image ;   Liting Liang2 Author Orcid Image ;   Xingyun Geng1 Author Orcid Image ;   Guohua Wang3 Author Orcid Image ;   Jinsong Geng2 Author Orcid Image
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