{"id":"W4389285450","doi":"10.1016/j.envres.2023.117831","title":"Changes in industrial air pollution and the onset of childhood asthma in Quebec, Canada","year":2023,"lang":"en","type":"article","venue":"Environmental Research","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Canada; Institut National de Santé Publique du Québec; University of Toronto; University of Victoria; Montreal Police Service; McGill University Health Centre; Université de Montréal","funders":"","keywords":"Asthma; Air pollution; Environmental health; Air quality index; Particulates; Environmental science; Medicine; Interquartile range; Rate ratio; Geography; Meteorology; Population; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005560968,0.0003356223,0.0003972479,0.001664104,0.002380376,0.001374325,0.001684449,0.001043529,0.004926247],"category_scores_gemma":[0.00140059,0.0003398028,0.0008167361,0.003942966,0.0006094327,0.0004722551,0.0006685147,0.001404904,0.0003854182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04299084,"about_ca_system_score_gemma":0.03124667,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.998645,"about_ca_topic_score_gemma":0.999319,"domain_scores_codex":[0.9991346,0.00009037746,0.0000552725,0.0001104524,0.000211331,0.000398022],"domain_scores_gemma":[0.9975168,0.0001315557,0.0004038971,0.0000489044,0.001115256,0.0007835397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001645068,0.0001035825,0.9899215,0.00006074911,0.00009930075,0.0001336927,0.0004908506,0.0002588124,0.0002463091,0.0001676868,0.002919005,0.005434107],"study_design_scores_gemma":[0.000006075141,0.00001114602,0.9983864,0.00002456648,0.0000155652,0.00001596028,0.0004634345,0.0001132402,0.0000221522,0.000006702717,0.0009294847,0.000005243561],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9673762,0.00682661,0.0001815197,0.002201824,0.0001225647,0.00008796777,0.01478171,0.0000537281,0.008367735],"genre_scores_gemma":[0.9912101,0.001605996,0.0001492268,0.0002566033,0.00002688419,0.00002631464,0.002740083,0.00001009517,0.00397477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04299084,"threshold_uncertainty_score":0.3119218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06819385868129847,"score_gpt":0.3301875695786369,"score_spread":0.2619937108973384,"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."}}