{"id":"W1967763450","doi":"10.1016/j.annemergmed.2011.11.036","title":"Frequent Users of Emergency Departments: Developing Standard Definitions and Defining Prominent Risk Factors","year":2012,"lang":"en","type":"article","venue":"Annals of Emergency Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":249,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; University of Manitoba; Manitoba Health","funders":"","keywords":"Medicine; Emergency department; Health care; Cluster (spacecraft); Family medicine; Substance abuse; Primary care; Disease; Medical emergency; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.00071498,0.00034985,0.000851096,0.0002635365,0.0001848735,6.697423e-7,0.0001087198,0.0001011359,0.001554819],"category_scores_gemma":[0.001662354,0.0002627808,0.0002239681,0.0005394294,0.0001638477,0.0002013325,0.00008919619,0.0001999015,0.00000474235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002519258,"about_ca_system_score_gemma":0.00007104783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003265748,"about_ca_topic_score_gemma":0.00005923894,"domain_scores_codex":[0.9970568,0.00008696402,0.001402876,0.000298547,0.0005923304,0.0005624329],"domain_scores_gemma":[0.9979049,0.00009598858,0.0006206527,0.0003277535,0.0007467381,0.0003039901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001405067,0.0001493096,0.9349986,0.0006944947,0.001047912,0.000002443358,0.005439716,0.000001534459,0.002385095,0.006549898,0.04784753,0.0007429958],"study_design_scores_gemma":[0.002913741,0.003931426,0.8740076,0.001742423,0.002618769,0.00001389148,0.01559819,0.0000116376,0.04020316,0.007818206,0.05003443,0.001106504],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9482612,0.04139879,0.0003067441,0.00166122,0.002379499,0.0004474929,0.0002136695,0.00004086841,0.005290494],"genre_scores_gemma":[0.8411,0.1574364,0.0009231517,0.00007285189,0.0001837623,0.00003400351,0.0001189123,0.00003233321,0.00009863403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1160376,"threshold_uncertainty_score":0.9999824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1964821304084481,"score_gpt":0.4016921390032381,"score_spread":0.20521000859479,"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."}}