{"id":"W2325180478","doi":"10.1093/eurheartj/eht307.p244","title":"Association of electronic order set usage for heart failure and early post hospital outcomes","year":2013,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"","keywords":"Medicine; Heart failure; Medical record; Emergency medicine; Electronic medical record; Chart; Acute care; Electronic health record; Mortality rate; Medical emergency; Internal medicine; Health care","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":[0.002148746,0.0002217722,0.0002082308,0.001039709,0.0002428857,0.0009986226,0.0004297436,0.0004136559,0.003856572],"category_scores_gemma":[0.01594877,0.0001429462,0.0004152489,0.001108268,0.0003206842,0.0007101325,0.0005543211,0.0009722239,0.0002536021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005895841,"about_ca_system_score_gemma":0.0005598811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001592507,"about_ca_topic_score_gemma":0.002254106,"domain_scores_codex":[0.9979908,0.0006421958,0.0003252547,0.0001856965,0.0005514659,0.0003046117],"domain_scores_gemma":[0.9654668,0.01114412,0.01845701,0.001031602,0.001958965,0.001941423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008862782,0.00006129043,0.9979075,0.000009564313,0.00002870913,0.00003283786,0.00002917311,0.00003534244,0.00003223541,0.00001122246,0.0001092458,0.00165432],"study_design_scores_gemma":[0.000005923381,0.0001421555,0.9991429,0.00001234204,0.00001804519,0.0001689797,0.00008075478,0.0002319227,0.0000572238,0.00001484446,0.0001212288,0.000003638048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988662,0.0001675778,0.00008915995,0.0001192264,0.000011315,0.00001072841,0.0002788108,0.000008654549,0.0004484784],"genre_scores_gemma":[0.9995104,0.00005077541,0.00006582274,0.00002374745,0.0000168441,0.000007129168,0.0002103324,0.000002296359,0.0001125678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003856572,"threshold_uncertainty_score":0.01290148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01133311873966397,"score_gpt":0.2627170702629661,"score_spread":0.2513839515233021,"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."}}