{"id":"W3126431874","doi":"10.1007/s11356-021-12519-3","title":"Ambient air pollution and emergency department visits in Toronto, Canada","year":2021,"lang":"en","type":"article","venue":"Environmental Science and Pollution Research","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Health Canada","funders":"","keywords":"Pollutant; Air pollution; Air pollutants; Air quality index; Nitrogen dioxide; Environmental science; Environmental health; Air pollutant concentrations; Pollution; Medicine; Meteorology; Geography; Biology; Ecology","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":[0.0006312383,0.0005123678,0.0004491052,0.0008737706,0.001317135,0.001105092,0.00105496,0.0004080844,0.003572279],"category_scores_gemma":[0.002359786,0.00031442,0.0009457943,0.002652927,0.0003932125,0.0003451355,0.0008900329,0.0006137755,0.0002543341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02711815,"about_ca_system_score_gemma":0.03292144,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9969435,"about_ca_topic_score_gemma":0.9978405,"domain_scores_codex":[0.999284,0.000119731,0.00005263917,0.000115755,0.0002360024,0.0001919706],"domain_scores_gemma":[0.9984697,0.0002280138,0.0002692661,0.00005562251,0.0006315831,0.0003458804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002338118,0.00005155218,0.9825823,0.0001838847,0.0003274084,0.0003064892,0.0006226347,0.003829026,0.0002730064,0.000516556,0.005290214,0.005783049],"study_design_scores_gemma":[0.00002628597,0.00005301942,0.9900395,0.00008892633,0.0001002719,0.00008946998,0.00103258,0.005883648,0.00009560202,0.0001428034,0.002423452,0.00002444544],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9600348,0.003794118,0.001102393,0.001162891,0.00008489018,0.0001300507,0.02718475,0.00007641927,0.006429544],"genre_scores_gemma":[0.9892126,0.001230578,0.0005699271,0.000124139,0.00001480098,0.0000408759,0.005474927,0.00001254877,0.003319559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02711815,"threshold_uncertainty_score":0.1967568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03566410780856324,"score_gpt":0.3506721824192059,"score_spread":0.3150080746106427,"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."}}