{"id":"W95984663","doi":"","title":"Emergency unscheduled returns: can we do better?","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Emergency department; Abdominal pain; Attendance; Etiology; Medical emergency; Emergency medicine; Quarter (Canadian coin); Surgery; Nursing; Psychiatry","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":[0.0001484775,0.0001706881,0.0002761858,0.00008075521,0.00009044207,0.000006533724,0.00009866565,0.00007349507,0.0002240271],"category_scores_gemma":[0.0001680143,0.000137162,0.0001464414,0.0002826889,0.00003034473,0.00005494924,0.00002478119,0.000181498,0.00002003149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004324933,"about_ca_system_score_gemma":0.00001633177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008634782,"about_ca_topic_score_gemma":0.0000163491,"domain_scores_codex":[0.9987265,0.00002381901,0.000286421,0.0002714008,0.0002312967,0.0004605805],"domain_scores_gemma":[0.9993442,0.00001055577,0.0000595268,0.0002969342,0.0001030737,0.0001856583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001372337,0.0002550735,0.04912662,0.0001216883,0.0003396076,0.0001377226,0.001474535,5.041899e-7,0.0006703334,0.001391824,0.2335723,0.7127725],"study_design_scores_gemma":[0.00112752,0.0001363046,0.868184,0.000047305,0.0002522741,0.00002731501,0.0004494672,0.000003489375,0.001868333,0.005412179,0.1221381,0.0003537365],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.828337,0.01930028,0.00001994564,0.0714647,0.001823758,0.001209737,0.00002288954,0.000277209,0.07754454],"genre_scores_gemma":[0.9880252,0.006069119,0.0001406356,0.002025883,0.0007495934,0.0002821192,0.00001586483,0.00001501999,0.002676518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8190573,"threshold_uncertainty_score":0.5593303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02257241603421704,"score_gpt":0.260029482465986,"score_spread":0.237457066431769,"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."}}