{"id":"W4399780624","doi":"10.1002/cesm.12091","title":"Equity in evidence synthesis: You can't play on broken strings","year":2024,"lang":"en","type":"article","venue":"Cochrane Evidence Synthesis and Methods","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; St. Joseph’s Healthcare Hamilton; Bruyère; University of Ottawa; McMaster University; Ottawa Hospital; Impact","funders":"","keywords":"Equity (law); Health equity; Public relations; Health care; Population; Political science; Business; Psychology; Medicine; Law; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01571227,0.0004595681,0.001137668,0.0005247684,0.0006247407,0.0001039495,0.0006240366,0.0004678149,0.001182134],"category_scores_gemma":[0.03153505,0.0003707294,0.0001946305,0.0006854431,0.0001723574,0.0006992736,0.000511705,0.001398431,0.0002039843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001133625,"about_ca_system_score_gemma":0.002287978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001996866,"about_ca_topic_score_gemma":0.0005744235,"domain_scores_codex":[0.9917126,0.004154941,0.001185462,0.001079376,0.000649056,0.001218507],"domain_scores_gemma":[0.9255949,0.07280605,0.0002127388,0.0008163516,0.0001375884,0.0004323384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004433604,0.00006888885,0.01217326,0.0116957,0.00008614687,0.0001862032,0.004373857,0.000007033594,0.006961404,0.004892925,0.0156273,0.9434839],"study_design_scores_gemma":[0.001488597,0.001104091,0.3358794,0.3223742,0.001911212,0.0001097719,0.008232663,0.001703136,0.06641988,0.01208004,0.2442835,0.004413501],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2777847,0.4394637,0.008627027,0.2080505,0.009938192,0.005868543,0.0002194616,0.001718268,0.04832956],"genre_scores_gemma":[0.8585932,0.0989847,0.0215146,0.01328203,0.001115069,0.002036883,0.000002397945,0.0001475977,0.004323585],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9390704,"threshold_uncertainty_score":0.9998745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1641382066346662,"score_gpt":0.5558566229609581,"score_spread":0.3917184163262919,"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."}}