{"id":"W2047658533","doi":"10.1097/ede.0b013e3181c297c7","title":"Analysis of Multiple Exposures","year":2009,"lang":"en","type":"article","venue":"Epidemiology","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Institute of Population and Public Health; Institut National de la Recherche Scientifique; Armand Frappier Museum; McGill University Health Centre; McGill University","funders":"Canadian Institutes of Health Research","keywords":"Environmental health; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001520606,0.00004497115,0.0003292939,0.00008934791,0.0000119054,1.779666e-7,0.0000256315,0.00003744446,0.0003261666],"category_scores_gemma":[0.0006811473,0.00003368657,0.0001531615,0.0001274954,0.00005098526,0.00001169483,0.0000062492,0.00003083315,0.00001689038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001183602,"about_ca_system_score_gemma":0.000005993757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003050978,"about_ca_topic_score_gemma":0.000004128246,"domain_scores_codex":[0.9994949,0.00005721064,0.0002106151,0.0001056284,0.00004128725,0.00009038616],"domain_scores_gemma":[0.9993393,0.0004124896,0.00005927752,0.0001214053,0.000008153111,0.00005937889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001145805,0.0001133108,0.9932606,0.000003364518,0.0002232302,0.000002030568,0.00001178405,0.000464096,0.001100356,0.0005461382,0.0008913165,0.003269215],"study_design_scores_gemma":[0.0001890313,0.0002050042,0.9960527,0.00000344197,0.0004980932,0.000001407429,0.000007138361,0.001382653,0.0001424382,0.0006405775,0.0008492001,0.00002827876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960616,0.0005482252,0.0002925146,0.001631503,0.00001989054,0.00004615281,0.00001518513,0.00001288872,0.001372018],"genre_scores_gemma":[0.9957624,0.00003666947,0.00107581,0.002781405,0.00003647642,0.000001839513,0.0001211849,0.000001573457,0.0001826523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003240936,"threshold_uncertainty_score":0.3571295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04546013595456876,"score_gpt":0.3461963940815583,"score_spread":0.3007362581269895,"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."}}