{"id":"W2417381186","doi":"10.1097/ede.0000000000000485","title":"Commentary","year":2016,"lang":"en","type":"letter","venue":"Epidemiology","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec; McGill University Health Centre; Canadian Institutes of Health Research","funders":"","keywords":"Medicine","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001440706,0.000387187,0.001166599,0.0001223162,0.00005024454,0.000002343875,0.0005355965,0.00151022,0.001027668],"category_scores_gemma":[0.005627349,0.0002682335,0.0001950648,0.000042706,0.0003005613,0.00006043648,0.0002081431,0.001871998,0.0003100494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001763703,"about_ca_system_score_gemma":0.00002296206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002200572,"about_ca_topic_score_gemma":0.00000369975,"domain_scores_codex":[0.996663,0.001196345,0.000773389,0.0005017369,0.00009618323,0.0007693271],"domain_scores_gemma":[0.9772093,0.02121151,0.0005327619,0.0009447412,0.00005195909,0.00004975267],"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":[0.000002675597,0.000004200982,0.0001348431,0.00007112411,0.00003568983,0.00007961894,0.000006846247,1.132582e-8,0.000008986513,0.02454595,0.972728,0.002382048],"study_design_scores_gemma":[0.00004579606,0.00003408896,0.000002270404,0.00005261883,0.00001608228,0.00001691938,5.458166e-7,7.88512e-7,0.00003060239,0.4910773,0.5085629,0.0001600807],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000005714811,0.0001508095,0.0785396,0.9139309,0.0004496526,0.0002654427,0.00007671199,0.0006043151,0.005976872],"genre_scores_gemma":[0.000007535834,0.00009875301,0.07873099,0.909651,0.007248566,0.000131796,0.0001321847,0.00008285162,0.003916297],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4665314,"threshold_uncertainty_score":0.999977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3637801306346827,"score_gpt":0.4849162716428969,"score_spread":0.1211361410082142,"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."}}