{"id":"W3133809934","doi":"10.1093/aje/kwab055","title":"Parametric-Regression–Based Causal Mediation Analysis of Binary Outcomes and Binary Mediators: Moving Beyond the Rareness or Commonness of the Outcome","year":2021,"lang":"en","type":"article","venue":"American Journal of Epidemiology","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Outcome (game theory); Mediation; Binary number; Parametric statistics; Regression analysis; Econometrics; Psychology; Medicine; Clinical psychology; Statistics; Mathematics; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.05191865,0.001240004,0.002707625,0.002634739,0.0006255264,0.002226077,0.004545991,0.001759846,0.004527806],"category_scores_gemma":[0.1556087,0.0007348498,0.002937488,0.003187934,0.003028792,0.00428058,0.005037961,0.004436163,0.0003726162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009556928,"about_ca_system_score_gemma":0.00257551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002034811,"about_ca_topic_score_gemma":0.001537016,"domain_scores_codex":[0.9634313,0.03083626,0.000719097,0.002253255,0.002275523,0.0004845942],"domain_scores_gemma":[0.864386,0.1194634,0.005202497,0.008633614,0.001834708,0.0004797585],"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":[0.0003530623,0.0003415277,0.01907415,0.001612099,0.00224427,0.0008685642,0.001547912,0.1354684,0.00160515,0.5896681,0.002109484,0.2451072],"study_design_scores_gemma":[0.0001349925,0.0004008178,0.005014785,0.0002438055,0.0005597714,0.0005587963,0.0003041542,0.4662445,0.001377733,0.5204323,0.004623003,0.0001053321],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004864599,0.000533911,0.9934189,0.0003213009,0.00003063926,0.00008325756,0.00007072537,0.0001135499,0.0005631751],"genre_scores_gemma":[0.3974959,0.001800653,0.5971945,0.0005100254,0.0002721016,0.0008393254,0.0003133306,0.0001098878,0.001464309],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05191865,"threshold_uncertainty_score":0.2745754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1368071359331872,"score_gpt":0.4469185093233275,"score_spread":0.3101113733901403,"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."}}