{"id":"W4381663760","doi":"10.1002/cesm.12015","title":"The impact of blinding on trial results: A systematic review and meta‐analysis","year":2023,"lang":"en","type":"review","venue":"Cochrane Evidence Synthesis and Methods","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; Dalhousie University; McMaster University","funders":"","keywords":"Blinding; Meta-analysis; Systematic review; Medicine; MEDLINE; Randomized controlled trial; Psychology; Internal medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","metaepi_broad"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2883828,0.005630548,0.02685724,0.01541319,0.001943737,0.009617384,0.00533064,0.008005785,0.004004668],"category_scores_gemma":[0.5003733,0.004246159,0.05437055,0.01485748,0.005653549,0.009429312,0.004721323,0.006197293,0.0005608014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009748212,"about_ca_system_score_gemma":0.0144682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00508293,"about_ca_topic_score_gemma":0.007611962,"domain_scores_codex":[0.5310804,0.3268096,0.09464033,0.01465166,0.0306575,0.002160499],"domain_scores_gemma":[0.393823,0.5040641,0.06845322,0.0180031,0.01448095,0.001175501],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00365047,0.00005986074,0.004178192,0.574473,0.3846487,0.0001408312,0.0003132976,0.001295241,0.0001958334,0.001225723,0.001481891,0.02833692],"study_design_scores_gemma":[0.006301645,0.0006826668,0.004583392,0.2367321,0.7373369,0.0002673024,0.00014702,0.002033019,0.0007130559,0.006410071,0.004606692,0.0001860094],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003669783,0.9776434,0.01036183,0.001543652,0.001294874,0.00403061,0.0006597139,0.0001248854,0.000671167],"genre_scores_gemma":[0.2679015,0.6405199,0.04853266,0.006016662,0.001918144,0.03266627,0.001456411,0.0003200465,0.0006684306],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9731427,"threshold_uncertainty_score":0.8775507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8658247305796027,"score_gpt":0.6860013032796629,"score_spread":0.1798234272999398,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}