{"id":"W4392742682","doi":"10.11124/jbies-23-00078","title":"Meta-analysis on studies with heterogeneous and partially observed covariates","year":2024,"lang":"en","type":"article","venue":"JBI Evidence Synthesis","topic":"Statistical Methods and Bayesian Inference","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Bill and Melinda Gates Foundation","keywords":"Covariate; Meta-analysis; Statistics; Econometrics; Medicine; Mathematics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.107011,0.003568352,0.01388009,0.01071277,0.0007406966,0.004635985,0.003372831,0.002836655,0.003793032],"category_scores_gemma":[0.2327016,0.001746737,0.03512247,0.009394613,0.001267026,0.002718738,0.002679131,0.00368772,0.0004614813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002293945,"about_ca_system_score_gemma":0.003783061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003128329,"about_ca_topic_score_gemma":0.004060438,"domain_scores_codex":[0.8667302,0.1113821,0.01076859,0.006453048,0.00414532,0.0005208204],"domain_scores_gemma":[0.8325734,0.1484428,0.007711957,0.009152255,0.00183092,0.0002887653],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001265135,0.00004443587,0.005544733,0.06972041,0.8562602,0.0003195842,0.0001510223,0.01091735,0.0005911136,0.006936888,0.00283393,0.0454151],"study_design_scores_gemma":[0.001903685,0.0005549637,0.005233217,0.02013741,0.8861164,0.0003311659,0.0001063266,0.01107189,0.001156662,0.05718201,0.01608395,0.0001223483],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.011828,0.6516012,0.3181446,0.004137155,0.002123193,0.002889051,0.005735203,0.0009323234,0.002609268],"genre_scores_gemma":[0.4693202,0.2109243,0.2896703,0.006122872,0.001652285,0.01431698,0.00545103,0.0005486994,0.001993424],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.892989,"threshold_uncertainty_score":0.565935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2710077837538931,"score_gpt":0.421237829102026,"score_spread":0.1502300453481329,"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."}}