{"id":"W2126497011","doi":"10.1093/aje/kwq329","title":"Invited Commentary: Decomposing with a Lot of Supposing","year":2010,"lang":"en","type":"letter","venue":"American Journal of Epidemiology","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; Canada Research Chairs","keywords":"Medicine; Computer science; Intensive care medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002544177,0.0004409064,0.002903835,0.0005124187,0.00005120797,0.000006504275,0.0006844926,0.0006284623,0.00003531966],"category_scores_gemma":[0.003621988,0.0003184244,0.0002937986,0.0002701186,0.001420422,0.0001369953,0.000102989,0.006231085,6.245812e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001555107,"about_ca_system_score_gemma":0.00006197027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002354032,"about_ca_topic_score_gemma":0.00003905711,"domain_scores_codex":[0.995193,0.001652531,0.002020594,0.0002839712,0.000247818,0.0006020981],"domain_scores_gemma":[0.9755033,0.01625946,0.007104224,0.0005767206,0.0004363102,0.0001199747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001623462,0.00006242668,0.003488255,0.0001111502,0.0003867123,0.0002592434,0.0001688897,0.000009736084,0.001299421,0.0003045224,0.9876944,0.006052932],"study_design_scores_gemma":[0.0009512625,0.009620432,0.0001593146,0.002551211,0.0009705217,0.005110903,0.0003261956,0.0000693195,0.003480619,0.3102979,0.6653448,0.001117459],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02457951,0.0001226615,0.1909157,0.7838666,0.0002012736,0.000199057,0.00002608172,0.0000496917,0.00003933967],"genre_scores_gemma":[0.003494668,0.00007356299,0.4370147,0.5586082,0.0007105651,0.000003984719,0.0000212383,0.00007058479,0.000002473733],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3223495,"threshold_uncertainty_score":0.9999268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1314046313524887,"score_gpt":0.433510131570431,"score_spread":0.3021055002179423,"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."}}