{"id":"W2070800796","doi":"10.1097/ede.0b013e31826d078d","title":"Commentary","year":2012,"lang":"en","type":"article","venue":"Epidemiology","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003605755,0.0000370935,0.0001495032,0.00001555962,0.0002750728,0.000001467255,0.00008927179,0.00007516794,0.0009636656],"category_scores_gemma":[0.002121581,0.00003222417,0.00003601839,0.00004185389,0.0001493221,0.00008731933,0.00002211756,0.00008168542,0.0002218474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005706296,"about_ca_system_score_gemma":0.00002373545,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01311403,"about_ca_topic_score_gemma":0.0009148149,"domain_scores_codex":[0.9982049,0.0009079608,0.000162514,0.00005808017,0.00003803887,0.0006285484],"domain_scores_gemma":[0.9973071,0.002327424,0.00003889318,0.00007840986,0.000007992445,0.0002402281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[8.465032e-7,0.000006844712,0.5632526,0.000002866279,0.000001407106,8.65948e-8,0.0008837694,1.195372e-7,4.661344e-8,0.2036793,0.2307322,0.001439887],"study_design_scores_gemma":[0.00003289263,0.000002823432,0.2678259,0.000001284777,0.000001402668,2.442533e-7,0.0006658443,0.000001289711,3.714034e-7,0.00339437,0.7280451,0.0000284452],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1027158,0.00325301,0.0003230172,0.7898421,0.002972875,0.0001330944,0.000003680229,0.00008871205,0.1006677],"genre_scores_gemma":[0.6712928,0.0002181587,0.000910526,0.3251692,0.001523117,0.000008236314,0.000003445732,0.000003076869,0.00087142],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5685771,"threshold_uncertainty_score":0.9999496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1475273053619065,"score_gpt":0.4605738021620733,"score_spread":0.3130464968001668,"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."}}