{"id":"W2910017535","doi":"10.1289/isee.2011.00937","title":"USE OF REMOTE SENSING ESTIMATES OF NO2 AND PM2.5 EXPOSURE IN A STUDY OF HOSPITAL AND EMERGENCY ROOM VISITS IN ONTARIO, CANADA","year":2011,"lang":"en","type":"article","venue":"ISEE Conference Abstracts","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Dalhousie University; Health Canada","funders":"","keywords":"Medicine; Environmental health; Residence; Emergency department; Air pollution; Asthma; Environmental science; Medical emergency; Emergency medicine; Demography","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":[0.0002405371,0.000114372,0.0002840216,0.00004464103,0.00002149267,0.000004390909,0.00007484529,0.0000581119,0.0001609962],"category_scores_gemma":[0.0001335604,0.0001127436,0.000008837076,0.00008166254,0.00005073194,0.0002438744,0.00007867056,0.0001404016,4.800423e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007746651,"about_ca_system_score_gemma":0.0001791867,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9904463,"about_ca_topic_score_gemma":0.9978111,"domain_scores_codex":[0.9987934,0.00003899412,0.0005504483,0.0002015614,0.0002075861,0.0002080564],"domain_scores_gemma":[0.9993767,0.00006587356,0.0002629648,0.0001592113,0.00002341241,0.0001118541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006624164,0.0002653954,0.9557372,0.00007491308,0.000007410872,0.00003425028,0.03346261,0.0008412656,0.0006971896,0.000006142423,0.00002843463,0.008778985],"study_design_scores_gemma":[0.0003667642,0.0004658261,0.9958257,0.000113122,0.000007669028,0.000001814202,0.001664568,0.0002124057,0.0009324877,0.0003017662,0.000006310497,0.0001015313],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993135,0.00002201402,0.00001207905,0.00004784974,0.00004485607,0.0002818557,0.000005908496,0.000002394627,0.0002695766],"genre_scores_gemma":[0.9982287,0.00001667627,0.001713797,0.00001848489,0.000001500467,3.283815e-7,0.000001016059,0.000004761843,0.00001469279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04008858,"threshold_uncertainty_score":0.4597552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07755411440093105,"score_gpt":0.270705311904213,"score_spread":0.193151197503282,"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."}}