{"id":"W4399264757","doi":"10.1177/17151635241249952","title":"A pharmacist-led heart failure stewardship initiative for guideline-directed medical therapy in hospitalized patients with reduced ejection fraction","year":2024,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint John Regional Hospital; Horizon Health Network","funders":"","keywords":"Medicine; Ejection fraction; Pharmacist; Heart failure; Stewardship (theology); Guideline; Pharmacy; Internal medicine; Medical therapy; Emergency medicine; Cardiology; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.004789636,0.000243765,0.0003711971,0.0006174651,0.0007482201,0.001305247,0.0007498629,0.000806223,0.001860415],"category_scores_gemma":[0.01794429,0.0002401087,0.0006385149,0.0005973268,0.0002348517,0.0008512945,0.001897539,0.001352483,0.0002057048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002061775,"about_ca_system_score_gemma":0.008542849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01112228,"about_ca_topic_score_gemma":0.0305215,"domain_scores_codex":[0.9956741,0.002164528,0.0004680922,0.0003273112,0.0008575906,0.0005083632],"domain_scores_gemma":[0.9831861,0.002853632,0.004891796,0.0005372556,0.001723719,0.006807431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00112626,0.003867871,0.8645961,0.000284468,0.0002248862,0.0002173615,0.0006370418,0.0003112913,0.0005106344,0.0001434374,0.01205626,0.1160244],"study_design_scores_gemma":[0.000687431,0.002164607,0.991186,0.0002318185,0.0001309518,0.0001195621,0.0005922076,0.001921378,0.0001536994,0.00006512765,0.002728259,0.00001895478],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767036,0.001059816,0.000607058,0.01543588,0.0002558447,0.0007969607,0.0006571221,0.0001316976,0.004351955],"genre_scores_gemma":[0.9893212,0.0005746426,0.004077695,0.00419508,0.0002934469,0.0004357534,0.0006119857,0.00001099064,0.0004791793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01112228,"threshold_uncertainty_score":0.02533031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0290610617951105,"score_gpt":0.3107782441142706,"score_spread":0.2817171823191601,"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."}}