{"id":"W1491273439","doi":"10.1111/j.1553-2712.2011.01127.x","title":"A Population-based Study of the Association Between Socioeconomic Status and Emergency Department Utilization in Ontario, Canada","year":2011,"lang":"en","type":"article","venue":"Academic Emergency Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":117,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre; St. Michael's Hospital","funders":"","keywords":"Medicine; Emergency department; Socioeconomic status; Triage; Confidence interval; Odds ratio; Family medicine; Household income; Population; Health care; Demography; Environmental health; Emergency medicine; Nursing","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004501612,0.0002063705,0.0004908192,0.0001104796,0.0001106489,1.26579e-7,0.0001180349,0.0001351536,0.001754121],"category_scores_gemma":[0.0003289827,0.0001511551,0.00004964347,0.0002815332,0.00002337364,0.00006536426,0.00005174343,0.0004626954,9.177464e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009020042,"about_ca_system_score_gemma":0.0003794174,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9156069,"about_ca_topic_score_gemma":0.9747401,"domain_scores_codex":[0.997563,0.0001136508,0.001254151,0.0003021838,0.0004452912,0.0003217045],"domain_scores_gemma":[0.9989109,0.00005475702,0.0005505323,0.0002304773,0.0001452957,0.0001080106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003400315,0.00007900759,0.9901492,0.00004923212,0.0001660165,7.543018e-7,0.00493252,0.000004418618,0.00002743743,0.00003371857,0.004428819,0.00009485189],"study_design_scores_gemma":[0.001471633,0.0002761683,0.994383,0.00007342985,0.0004091237,1.905986e-7,0.002206308,0.00001363034,0.00005274599,0.0002130417,0.0007744382,0.0001262583],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944237,0.001831197,0.000002863077,0.0004382805,0.00125788,0.0008562522,0.00001429243,0.00001413958,0.001161373],"genre_scores_gemma":[0.9976189,0.001566946,0.000006166706,0.00007653445,0.0001236172,0.00005077233,0.00006843935,0.00001688797,0.0004717514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05913319,"threshold_uncertainty_score":0.9991584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05624926223805522,"score_gpt":0.313218650099883,"score_spread":0.2569693878618278,"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."}}