{"id":"W3037647374","doi":"10.1016/j.cjco.2020.06.009","title":"Computerized Electronic Order Set: Use and Outcomes for Heart Failure Following Hospitalization","year":2020,"lang":"en","type":"article","venue":"CJC Open","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary; Libin Cardiovascular Institute of Alberta","funders":"University of Calgary","keywords":"Medicine; Ejection fraction; Heart failure; Medical prescription; Hazard ratio; Emergency medicine; Psychological intervention; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001122383,0.0002418894,0.000238719,0.001472813,0.0005226386,0.001070614,0.0006523267,0.0003553544,0.002973898],"category_scores_gemma":[0.009142269,0.0001338068,0.00051537,0.002480858,0.000471475,0.0005435391,0.0005987883,0.0006298997,0.0002237244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003438351,"about_ca_system_score_gemma":0.003898306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1805049,"about_ca_topic_score_gemma":0.2291101,"domain_scores_codex":[0.9983703,0.000221384,0.0002268853,0.0002300788,0.0006211695,0.0003302825],"domain_scores_gemma":[0.9911008,0.00119348,0.005517682,0.000364032,0.0009541376,0.0008697934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001106655,0.00005892683,0.9963692,0.00002136084,0.00004003947,0.00001752792,0.00003215928,0.00005935349,0.00002737139,0.00002722856,0.0003329244,0.002903155],"study_design_scores_gemma":[0.00001042958,0.00006364642,0.9992137,0.00001832653,0.0000176425,0.00004592099,0.00008741199,0.0002686567,0.00003242007,0.00001800677,0.0002194877,0.000004236954],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954816,0.0003692819,0.0001216099,0.0001708215,0.00001514659,0.00004899863,0.00231539,0.00001680104,0.001460245],"genre_scores_gemma":[0.9981171,0.0001359529,0.0001316631,0.00005106821,0.00001931908,0.00001237605,0.001338544,0.000002866034,0.000191178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1805049,"threshold_uncertainty_score":0.3589084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02727928754236848,"score_gpt":0.3081566755832855,"score_spread":0.280877388040917,"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."}}