{"id":"W1761967838","doi":"10.2310/8000.2013.130936","title":"Defining, quantifying, and characterizing adult frequent users of a suburban Canadian emergency department","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Royal College of Physicians and Surgeons of Canada; University of Alberta","funders":"","keywords":"Medicine; Emergency department; Triage; Medical diagnosis; Nausea; Anxiety; Emergency medicine; Pediatrics; Demography; Family medicine; Psychiatry; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004343693,0.0003413812,0.0008586395,0.0008359239,0.0002403922,0.000004620117,0.0002144357,0.0001320362,0.0101848],"category_scores_gemma":[0.000995419,0.0002726137,0.0002164987,0.000500108,0.0001985362,0.0002279499,0.00001568081,0.0003858783,0.00002130845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002155941,"about_ca_system_score_gemma":0.001240432,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3992415,"about_ca_topic_score_gemma":0.5805876,"domain_scores_codex":[0.9969057,0.00006227504,0.001630132,0.0002689601,0.0003968273,0.0007360664],"domain_scores_gemma":[0.9951584,0.0000255421,0.0006312946,0.000296053,0.001516881,0.002371768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002132473,0.00002500282,0.7383777,0.0002724911,0.000484424,0.0001699164,0.003225496,4.549994e-7,0.002248455,0.0013196,0.2520446,0.001810466],"study_design_scores_gemma":[0.002115645,0.002404255,0.8284681,0.002066253,0.001062656,0.0002577168,0.006727273,0.00003720473,0.0006626911,0.000469504,0.1550479,0.0006807797],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.943511,0.03242881,0.00001001362,0.01025911,0.007015566,0.0004266927,0.00005961081,0.000008964049,0.006280195],"genre_scores_gemma":[0.9834623,0.01465772,0.0001444129,0.0005107884,0.0006294366,0.00001556094,0.00003803465,0.00004252121,0.0004992139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1813461,"threshold_uncertainty_score":0.9999726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05912137664695616,"score_gpt":0.317851018594925,"score_spread":0.2587296419479688,"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."}}