{"id":"W4362658427","doi":"10.1111/jebm.12521","title":"Reporting quality and risk of bias of Cochrane individual participant data meta‐analyses: A cross‐sectional study","year":2023,"lang":"en","type":"article","venue":"Journal of Evidence-Based Medicine","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Cochrane Library; Medicine; Systematic review; Meta-analysis; MEDLINE; Cochrane collaboration; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6567453,0.0002963584,0.008389996,0.00125074,0.0001322773,0.0001834256,0.002113454,0.00007465283,0.002221814],"category_scores_gemma":[0.7106444,0.0001098415,0.001607317,0.003146941,0.0004095832,0.0006542404,0.0003111649,0.0003766452,0.00001646092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001395106,"about_ca_system_score_gemma":0.0005004782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004868219,"about_ca_topic_score_gemma":0.0001163531,"domain_scores_codex":[0.8922699,0.02705677,0.05943451,0.001064003,0.01981101,0.0003638164],"domain_scores_gemma":[0.7731077,0.0788921,0.1342499,0.005458456,0.007813076,0.0004787623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001244399,0.0001732227,0.9802789,0.0002769197,0.01172357,0.00006256014,0.00095981,0.001559105,0.0005761174,0.00001069047,0.003108776,0.001145885],"study_design_scores_gemma":[0.0009234232,0.0008447071,0.9540205,0.0007846198,0.03531644,0.00004469277,0.004028671,0.003090721,0.0001350429,0.0005469119,0.0001612702,0.0001029697],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978624,0.01669651,0.002442701,0.001404013,0.0003070498,0.0004387523,0.00006154054,0.000003143342,0.00002230918],"genre_scores_gemma":[0.9974315,0.0006829224,0.001397226,0.00008078928,0.000230568,0.000006732869,0.000007085418,0.000008607911,0.0001545887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1191622,"threshold_uncertainty_score":0.9986903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9918231896452125,"score_gpt":0.7345700359268312,"score_spread":0.2572531537183813,"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."}}