{"id":"W2515051360","doi":"10.1097/mlr.0000000000000624","title":"Constructing Episodes of Inpatient Care","year":2016,"lang":"en","type":"article","venue":"Medical Care","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health","funders":"","keywords":"Medicine; Residence; Transfer (computing); Emergency medicine; Hospital discharge; Health care; Inpatient care; Patient discharge; Medical emergency; MEDLINE; Demography; Intensive care medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004649036,0.0006771926,0.0006484678,0.00665194,0.000951663,0.002751826,0.001872251,0.0005886048,0.002716409],"category_scores_gemma":[0.03222001,0.0004545405,0.001347161,0.006342286,0.0003894034,0.001262092,0.00239177,0.0007473695,0.0005781234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004621985,"about_ca_system_score_gemma":0.004677738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07238139,"about_ca_topic_score_gemma":0.05723601,"domain_scores_codex":[0.9922191,0.002026618,0.001751476,0.001245583,0.002065802,0.0006913786],"domain_scores_gemma":[0.9811636,0.004241687,0.005793896,0.002267258,0.005674697,0.0008588031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001277831,0.0001059405,0.9483884,0.0002290234,0.0002490866,0.00008611603,0.0007588824,0.002230952,0.0001758821,0.002685673,0.006440386,0.03852196],"study_design_scores_gemma":[0.00003104897,0.0001599084,0.9508312,0.0003028402,0.0001937299,0.0002209431,0.001964749,0.01948408,0.0008648886,0.003538034,0.02236042,0.00004823354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7889373,0.001342796,0.07932764,0.0009561875,0.0003543946,0.004378517,0.1052631,0.000870478,0.01856963],"genre_scores_gemma":[0.8137206,0.0004373426,0.08421827,0.0002285799,0.0001415335,0.00234813,0.09732729,0.00009164239,0.00148658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07238139,"threshold_uncertainty_score":0.1439201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01075532928457083,"score_gpt":0.273681480443183,"score_spread":0.2629261511586122,"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."}}