{"id":"W2006150316","doi":"10.1197/j.aem.2007.02.030","title":"Emergency Department Utilization in the United States and Ontario, Canada","year":2007,"lang":"en","type":"article","venue":"Academic Emergency Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; University of Toronto","funders":"","keywords":"Medicine; Emergency department; Medical emergency; Family medicine; 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":[0.001225793,0.0002678608,0.0003448959,0.0002125814,0.000160134,2.583699e-7,0.0001709209,0.0001280256,0.001852514],"category_scores_gemma":[0.0003923653,0.0001712382,0.00003832914,0.001013673,0.00009941196,0.00006375748,0.00004895644,0.0006808916,0.000002511899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002267928,"about_ca_system_score_gemma":0.0001726831,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.802242,"about_ca_topic_score_gemma":0.9529278,"domain_scores_codex":[0.997362,0.00006653678,0.001104973,0.00033653,0.0006281731,0.0005017924],"domain_scores_gemma":[0.999128,0.0001004821,0.0001727869,0.0002533884,0.0001747809,0.0001705414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006976753,0.00003306715,0.6659987,0.00007798868,0.00006602012,0.00004470217,0.006533632,0.000004350373,0.0002056411,0.0004748279,0.3260702,0.0004211362],"study_design_scores_gemma":[0.0007644424,0.0002482288,0.6248618,0.000138094,0.0001899758,0.00003292425,0.008619998,0.00005319786,0.0001115093,0.0005704528,0.3642024,0.0002069054],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.963769,0.02103089,0.00009825827,0.006648217,0.001627106,0.0005532463,0.000007947136,0.00002943037,0.006235909],"genre_scores_gemma":[0.8698832,0.1255925,0.00001718374,0.001932727,0.0004721555,0.0000331432,0.0004262126,0.00002179327,0.001620993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1506858,"threshold_uncertainty_score":0.9990599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04757428109634892,"score_gpt":0.3392418881140033,"score_spread":0.2916676070176544,"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."}}