{"id":"W7162008541","doi":"10.82308/48872","title":"Sources and composition of outdoor air pollution and adverse health outcomes in Canada","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Air pollution; Particulates; Cardiovascular health; Air pollutants; Pollution; Respiratory system; Oxidative phosphorylation; Human health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006592476,0.0003909365,0.0005578703,0.001656261,0.002822425,0.001547105,0.001509009,0.0005106992,0.002519873],"category_scores_gemma":[0.002150852,0.0004168258,0.0006824805,0.004954268,0.0006263127,0.0003666168,0.001137398,0.0007494843,0.0002387256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0377241,"about_ca_system_score_gemma":0.05811293,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9984348,"about_ca_topic_score_gemma":0.9987214,"domain_scores_codex":[0.9984949,0.0000849948,0.0001048663,0.000315302,0.0006447566,0.000355202],"domain_scores_gemma":[0.9972146,0.0001230994,0.0004223089,0.00007170961,0.001625275,0.0005430133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007272256,0.00002953397,0.9911667,0.00006185436,0.0001173887,0.00009523441,0.0007106045,0.0002117956,0.0002462539,0.0002063104,0.001687569,0.005394116],"study_design_scores_gemma":[0.000005981496,0.00001152302,0.9973261,0.00004821649,0.00004633284,0.00004931841,0.0007682777,0.0003138541,0.00009285937,0.00004392997,0.001279992,0.00001359137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740156,0.00288878,0.000350904,0.001015866,0.00004096226,0.00007431857,0.01709295,0.00003671031,0.00448389],"genre_scores_gemma":[0.9920918,0.001464308,0.0004311682,0.0001646381,0.00000896725,0.00002350427,0.003553003,0.00001456221,0.002248176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0377241,"threshold_uncertainty_score":0.2737087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02184668046713466,"score_gpt":0.3032518222838762,"score_spread":0.2814051418167415,"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."}}