{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02899664,0.001069723,0.001475007,0.002798954,0.0006609443,0.002105196,0.001398988,0.001069148,0.004796271],"category_scores_gemma":[0.0660729,0.0004356021,0.00323511,0.003035662,0.00129617,0.001500495,0.002348703,0.001626266,0.000380313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001176671,"about_ca_system_score_gemma":0.001917131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001333981,"about_ca_topic_score_gemma":0.001043087,"domain_scores_codex":[0.9679547,0.02092133,0.00148995,0.003788761,0.005425926,0.0004193622],"domain_scores_gemma":[0.8887238,0.08843359,0.01196664,0.006922961,0.003382497,0.0005705294],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001589212,0.0005999182,0.4860077,0.006975003,0.02189882,0.001655058,0.001701843,0.02557399,0.005541814,0.03230165,0.004748594,0.4114063],"study_design_scores_gemma":[0.000487728,0.003907918,0.4620706,0.00544746,0.01717902,0.006040996,0.001717318,0.1006359,0.01527773,0.3287677,0.05817469,0.0002928745],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2459781,0.02275226,0.7131454,0.00444271,0.0005495825,0.001084007,0.003027,0.0005790245,0.008441929],"genre_scores_gemma":[0.8225353,0.004285282,0.168225,0.0009911165,0.0004073188,0.0009773171,0.0009548488,0.0001124235,0.00151145],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9710034,"threshold_uncertainty_score":0.1533508,"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."}}