{"id":"W2809687392","doi":"10.1097/qmh.0000000000000174","title":"Preventability of 28-Day Hospital Readmissions in General Internal Medicine Patients: A Retrospective Analysis at a Quaternary Hospital","year":2018,"lang":"en","type":"article","venue":"Quality Management in Health Care","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; University of British Columbia","funders":"","keywords":"Medicine; Hospital medicine; Medical record; Emergency medicine; Retrospective cohort study; Medical emergency; Health care; Family medicine; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00183099,0.0002960553,0.0004399528,0.001492881,0.0007166011,0.000852769,0.0005446294,0.0004986203,0.001039333],"category_scores_gemma":[0.005217049,0.0003661444,0.0007487939,0.001317451,0.000416076,0.0005448943,0.0008727159,0.0006079994,0.0001717275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009077404,"about_ca_system_score_gemma":0.0008977199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007783206,"about_ca_topic_score_gemma":0.01172997,"domain_scores_codex":[0.9981983,0.0005761614,0.0002951795,0.0002754876,0.000414461,0.0002403306],"domain_scores_gemma":[0.9949726,0.001023078,0.002526258,0.0003782312,0.0004782175,0.0006215394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003139315,0.00001962711,0.9994543,0.000006898193,0.00002893116,0.00005021499,0.00008009225,0.00001359364,0.00002915242,0.000004595007,0.00002933691,0.0002518909],"study_design_scores_gemma":[0.000004076483,0.0001186122,0.9991942,0.000007226232,0.00001995621,0.0002192017,0.0002787643,0.00007048723,0.00002498311,0.000006386245,0.00005283677,0.000003229596],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994273,0.000160429,0.0000458855,0.00002214759,0.000002576668,0.00001255287,0.0001866462,0.000002042768,0.0001403896],"genre_scores_gemma":[0.9996196,0.00006566789,0.00003778416,0.00001962551,0.00000505146,0.000008737693,0.0002119917,0.000001137134,0.00003039429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007783206,"threshold_uncertainty_score":0.01547581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0184292331772673,"score_gpt":0.3645995946572647,"score_spread":0.3461703614799974,"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."}}