Using a Large Language Model (ChatGPT‐4o) to Assess the Risk of Bias in Randomized Controlled Trials of Medical Interventions: Interrater Agreement With Human Reviewers

ChatGPT appears to have some ability to assess RoB and is unlikely to be guessing or "hallucinating". The estimated agreement for "Overall RoB" is well above estimates of agreement reported for some human reviewers, but below the highest estimates. LLM-based systems for assessing RoB may be able to help streamline and improve evidence synthesis production.

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Publication Details

Journal
Cochrane Evidence Synthesis and Methods
Published
2025-09-01
DOI
https://doi.org/10.1002/cesm.70048
Citations
1
Primary Topic
Meta-analysis and systematic reviews
Type
article
Field-Weighted Citation Impact
1.40

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article

Using a Large Language Model (ChatGPT‐4o) to Assess the Risk of Bias in Randomized Controlled Trials of Medical Interventions: Interrater Agreement With Human Reviewers

Ashley Elizabeth Muller, Julie Glanville, Rigmor C. Berg, Christopher James Rose et al.
1 citations
Cochrane Evidence Synthesis and Methods
Meta-analysis and systematic reviews
1.40
article

Using a Large Language Model (ChatGPT‐4o) to Assess the Risk of Bias in Randomized Controlled Trials of Medical Interventions: Interrater Agreement With Human Reviewers

Ashley Elizabeth Muller, Julie Glanville, Rigmor C. Berg, Christopher James Rose, Julia Bidonde, Hans Bugge Bergsund, Martin Ringsten, Chris Cooper, José F. Meneses-Echávez, Thomas Potrebny
article en
1 citations

Abstract

ChatGPT appears to have some ability to assess RoB and is unlikely to be guessing or "hallucinating". The estimated agreement for "Overall RoB" is well above estimates of agreement reported for some human reviewers, but below the highest estimates. LLM-based systems for assessing RoB may be able to help streamline and improve evidence synthesis production.

Cochrane Evidence Synthesis and MethodsVol. 3(5)
Norwegian Institute of Public Health (NO), Western Norway University of Applied Sciences (NO), Universidad Santo Tomás (CO), University of Saskatchewan (CA), University of Bristol (GB), Centre for Arctic Gas Hydrate, Environment and Climate (NO), Skåne University Hospital (SE), Western Norway University of Applied Sciences (NO), University of York (GB), UiT The Arctic University of Norway (NO)
Norwegian Institute of Public Health
Openalex Percentile: Top 13%
Meta-analysis and systematic reviews
1.40
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