{"id":"W3168370343","doi":"10.1177/11786302211025360","title":"Air Pollution and Emergency Department Visits for Disease of the Genitourinary System","year":2021,"lang":"en","type":"article","venue":"Environmental Health Insights","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Health Canada","funders":"","keywords":"Emergency department; Medicine; Air pollution; Environmental health; Confidence interval; Air quality index; Relative risk; Ambulatory; Names of the days of the week; Demography; Meteorology; Geography; Internal medicine","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":[0.0001932531,0.0001430342,0.0001847274,0.00001457073,0.0005548762,0.000003518654,0.0001062792,0.00004997171,0.0001949435],"category_scores_gemma":[0.00000983536,0.0001105595,0.00007506594,0.00009216481,0.0001086667,0.0001266113,0.0002053168,0.00008359141,0.00003531189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005753366,"about_ca_system_score_gemma":0.00005882046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007005966,"about_ca_topic_score_gemma":0.0000848536,"domain_scores_codex":[0.9983846,0.0002096441,0.0004297477,0.000322867,0.0003225976,0.00033055],"domain_scores_gemma":[0.9990294,0.00002522398,0.0002080289,0.0003140257,0.000001977246,0.0004213481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001903359,0.006755436,0.7063982,0.01117698,0.0002327244,0.0001361887,0.02183018,0.006200562,0.01251325,0.01630652,0.09650527,0.1200413],"study_design_scores_gemma":[0.0004712856,0.0001998974,0.9519752,0.00006561,0.00001838126,0.00001421241,0.0004016281,0.0008494349,0.001553577,0.0005570215,0.04374988,0.0001438986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889269,0.002344713,0.0005126343,0.006497394,0.0003855905,0.0008976277,0.000189164,0.00002006767,0.0002258604],"genre_scores_gemma":[0.9960157,0.0003909036,0.000809638,0.00220478,0.00006602169,0.00004965759,0.00003414497,0.00001416739,0.0004150433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2455769,"threshold_uncertainty_score":0.4508484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02279592493931236,"score_gpt":0.2786304923683547,"score_spread":0.2558345674290424,"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."}}