{"id":"W7084055749","doi":"10.64628/aam.tmqmtjyuq","title":"Big corporations are getting away with catastrophic air pollution – putting Canadians at risk","year":2025,"lang":"en","type":"article","venue":"","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Air pollution; Government (linguistics); Work (physics); Air quality index; Natural disaster","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.004072146,0.0007293764,0.0004187507,0.001532625,0.02077172,0.009597737,0.001311432,0.005122954,0.02701521],"category_scores_gemma":[0.01120176,0.0004084895,0.000900014,0.003495503,0.006710764,0.00471673,0.004154075,0.009821681,0.002555846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04292019,"about_ca_system_score_gemma":0.1863579,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.970467,"about_ca_topic_score_gemma":0.9863772,"domain_scores_codex":[0.9945763,0.0004416194,0.0001139385,0.0002956696,0.002557186,0.002015216],"domain_scores_gemma":[0.9731948,0.0009928885,0.001387767,0.0005173837,0.01280069,0.01110642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003540041,0.0001627685,0.04669588,0.0002777733,0.0001260184,0.0008113155,0.004944016,0.0004109575,0.001764704,0.02210491,0.8023137,0.120034],"study_design_scores_gemma":[0.00006721741,0.0001255902,0.06238051,0.0006372918,0.00008572014,0.0002462491,0.03685197,0.000213463,0.0006483659,0.008458956,0.8900991,0.000185538],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03548824,0.006700786,0.0006511682,0.8944259,0.005336795,0.00004005459,0.0008732241,0.0001577185,0.05632622],"genre_scores_gemma":[0.4192839,0.03213537,0.005074713,0.3787057,0.003076081,0.00006401465,0.001845033,0.0003561768,0.159459],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04292019,"threshold_uncertainty_score":0.3114092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003575307639136245,"score_gpt":0.1821746403442965,"score_spread":0.1785993327051603,"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."}}