{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001218677,0.0002753835,0.001142038,0.0001525363,0.0001095883,0.0002168313,0.0001644545,0.00006317807,0.0004972013],"category_scores_gemma":[0.006562185,0.0001562719,0.0003758289,0.0005333844,0.0001707268,0.0001459866,0.00006053444,0.0001221334,0.0000328962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003249619,"about_ca_system_score_gemma":0.00003831736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003176138,"about_ca_topic_score_gemma":0.00009849678,"domain_scores_codex":[0.9979423,0.0004683182,0.0003812528,0.0005629276,0.0003857578,0.00025942],"domain_scores_gemma":[0.9712178,0.02805481,0.00008727489,0.000433265,0.000108085,0.0000987498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002512337,0.0001813983,0.0008631339,0.002004641,0.453513,0.0008206131,0.001807416,0.0001053477,0.0005331832,0.5044636,0.0007551215,0.0347013],"study_design_scores_gemma":[0.00005736182,0.0003943786,0.0007448308,0.0005620341,0.4802724,0.0000325788,0.0002107,0.004580428,0.009917658,0.5024574,0.0001514773,0.0006188078],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03367339,0.02955813,0.9261779,0.008372012,0.0001964314,0.0008856413,0.0001611214,0.0005748063,0.0004005211],"genre_scores_gemma":[0.6283275,0.0004406864,0.3705904,0.0001417291,0.00004015581,0.0002412426,2.841554e-7,0.000026812,0.0001911935],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5946541,"threshold_uncertainty_score":0.7856023,"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."}}