{"id":"W4211175845","doi":"10.21926/aeer.2201005","title":"Urban Air Pollution and Emergency Department Visits for Cardiac and Respiratory Diseases","year":2022,"lang":"en","type":"article","venue":"Advances in Environmental and Engineering Research","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Health Canada","funders":"","keywords":"Poisson regression; Air pollution; Emergency department; Environmental health; Ozone; Nitrogen dioxide; Medicine; Air quality index; Confidence interval; Pollutant; Criteria air contaminants; Respiratory system; Environmental science; Air pollutants; Meteorology; Geography; Population; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005291149,0.00009234344,0.0001077452,0.00005715724,0.0003571286,0.000006577151,0.00006008668,0.00002255078,0.0001035274],"category_scores_gemma":[0.00002512001,0.00009646905,0.00001480385,0.00008550462,0.0001168706,0.0002476536,0.0003433781,0.0001639551,0.00000296525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002439268,"about_ca_system_score_gemma":0.000003907319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002217437,"about_ca_topic_score_gemma":0.000008254451,"domain_scores_codex":[0.9988662,0.00007274721,0.0001400796,0.0002821021,0.000286386,0.0003524957],"domain_scores_gemma":[0.9996367,0.00007533925,0.00001764761,0.00009123473,6.615001e-7,0.0001784071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002095727,0.0002405136,0.8779033,0.0003110599,0.00001464039,0.00001119163,0.001493115,0.02022843,0.006448141,0.0006521452,0.003231968,0.08925594],"study_design_scores_gemma":[0.0002751267,0.0003202209,0.7729781,0.000006557054,0.000003553169,0.000001824906,0.0003455607,0.001405313,0.00008092883,0.0003271506,0.2241271,0.0001286515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824241,0.01645807,0.00006223607,0.0003554022,0.00008306256,0.0004091256,0.000125867,0.00001306554,0.000069031],"genre_scores_gemma":[0.9947609,0.004525331,0.0002470333,0.0001061814,0.00003436155,0.0002179744,0.00001211659,0.00001153771,0.00008457336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2208951,"threshold_uncertainty_score":0.3933894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02291253046295724,"score_gpt":0.31885309339289,"score_spread":0.2959405629299328,"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."}}