{"id":"W7071617037","doi":"","title":"Taking care of the most vulnerable : a descriptive study of patients with 12 attendances or more at a Swiss university hospital emergency department in 2009","year":2011,"lang":"en","type":"article","venue":"SERVAL (Université de Lausanne)","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emergency department; University hospital; Evening; Medical diagnosis; Descriptive research; Overcrowding; Quarter (Canadian coin); Alcohol intoxication; Hospital care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005261967,0.0001658921,0.0003061154,0.0000845794,0.0002668232,7.100938e-7,0.0002041094,0.00005083255,0.0003248441],"category_scores_gemma":[0.00002120474,0.000117637,0.00007705946,0.0005156378,0.00009501597,0.0001357363,0.0003040958,0.0001323776,9.325559e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003730679,"about_ca_system_score_gemma":0.00007909272,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003407281,"about_ca_topic_score_gemma":0.0380649,"domain_scores_codex":[0.9989976,0.00007904458,0.0001579451,0.0002482594,0.0002737745,0.0002434075],"domain_scores_gemma":[0.9991355,0.00001444091,0.000228394,0.0002428153,0.0003146094,0.000064232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001789373,0.0006788294,0.8813936,0.0001049376,0.000268227,0.0001141027,0.1147446,0.00001513695,0.00005607514,0.00001984156,0.0006139502,0.0002013062],"study_design_scores_gemma":[0.002188052,0.00166835,0.8019031,0.0001698142,0.0002848117,0.000001070546,0.1930931,0.000005581614,0.0003816653,0.000003268465,0.0001836711,0.0001175663],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954092,0.0004407848,0.000002041128,0.00006648002,0.0001225978,0.0006988646,0.0001191816,0.00001370495,0.003127167],"genre_scores_gemma":[0.9986225,0.0001576734,0.00009634873,0.00001512272,0.000008777798,0.000001917332,0.00001537392,0.00001108329,0.001071213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07949055,"threshold_uncertainty_score":0.9794879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01649642760404238,"score_gpt":0.2124303887583872,"score_spread":0.1959339611543449,"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."}}