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. 2025 Aug 15;104(33):e41868. doi: 10.1097/MD.0000000000041868

Table 4.

Commonly used tools for assessing ROB.

Tool Full name/reference Purpose/characteristics Examples/usage
GRADE System[55] Grading of Recommendations Assessment, Development, and Evaluation System Provide a systematic approach for making clinical practice recommendations. The GRADE framework is not used to assess ROB within individual studies Used by healthcare providers, guideline developers, and policymakers to make informed decisions about patient care based on the best available evidence.
RoB2[48] Cochrane Risk of Bias Tool Version 2 Assesses ROB in randomized trials. Applied in systematic reviews to evaluate the quality of included studies.
AHRQ[56] Agency for Healthcare Research and Quality Methods Guide Offers methodological guidance for evidence-based healthcare research. Used in healthcare research to ensure rigorous methods in systematic reviews.
RRB[53] RoBINS-I and RoBINS-E for umbrella reviews Tools for assessing RoBINS-I and RoBINS-E. Applied in umbrella reviews combining evidence from diverse study designs.
AMSTAR 2[54] A MeaSurement Tool to Assess systematic Reviews 2 Evaluates the methodological quality of systematic reviews. Used to appraise systematic reviews across various healthcare topics.
Newcastle-Ottawa[49] Newcastle-Ottawa Scale Rates quality of nonrandomized studies in meta-analyses. Commonly used in meta-analyses of observational studies.
QUADAS [57] Quality Assessment of Diagnostic Accuracy Studies Assesses the quality of diagnostic accuracy studies. Applied in systematic reviews evaluating diagnostic test accuracy.
JADAD[58] Jadad Scale Rates quality of RCTs. Commonly used in clinical trials to assess methodological quality.
STROBE[59] Strengthening the Reporting of Observational Studies in Epidemiology Provides guidelines for reporting observational studies. Used by researchers to enhance transparency and quality of observational research reporting.
CONSORT[60] Consolidated Standards of Reporting Trials Guidelines for reporting randomized controlled trials. Widely used by journals and researchers to improve transparency in reporting RCTs.
ROBINS-I[53] Risk of Bias In nonrandomized Studies of Interventions Tool to assess risk of bias in nonrandomized intervention studies. Used in systematic reviews where randomized trials are unavailable or impractical.
ROBINS-E[53] Risk of Bias In nonrandomized Studies – of Exposures Tool to assess risk of bias in nonrandomized studies of exposures. Applied in systematic reviews focusing on nonrandomized exposure studies.

Abbreviations: GRADE = grading of recommendations, assessment, development, and evaluations, ROB = risk of bias, RoBINS-I = risk of bias in non-randomized studies-interventions, RoBINS-E = risk of bias in non-randomized studies-exposures RCTs = randomized controlled trials.