{"id":"W3028175580","doi":"10.1002/ejhf.1857","title":"Guideline-Directed Medical Therapy for Heart Failure does not Exist: A Non-Judgmental Framework for Describing the Level of Adherence to Evidence-Based Drug Treatments for Patients with a Reduced Ejection Fraction","year":2020,"lang":"en","type":"review","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Guideline; Heart failure; Ejection fraction; Intensive care medicine; Dosing; Clinical trial; Adverse effect; Randomized controlled trial; Pharmacotherapy; Internal medicine; Pathology","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":[0.164929,0.002416419,0.003273204,0.00746616,0.009002744,0.01958569,0.0107982,0.02473085,0.002195976],"category_scores_gemma":[0.158865,0.002075746,0.003875032,0.005040155,0.04630161,0.02096803,0.0127044,0.02633983,0.001362348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01645315,"about_ca_system_score_gemma":0.0476744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02387201,"about_ca_topic_score_gemma":0.03180324,"domain_scores_codex":[0.8037738,0.1291107,0.03598916,0.006491855,0.0202633,0.004371171],"domain_scores_gemma":[0.8216805,0.1057091,0.02119254,0.01033832,0.03217741,0.00890215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000652611,0.000163815,0.001859977,0.001494545,0.000110361,0.0006039481,0.01758459,0.001448847,0.0003356464,0.8995931,0.04317266,0.03356722],"study_design_scores_gemma":[0.000167946,0.000294862,0.003144505,0.009252029,0.0002046958,0.001376634,0.01023318,0.006349086,0.0003056962,0.7166618,0.2516492,0.0003602995],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.005013801,0.02048677,0.2160481,0.7116446,0.004883473,0.001977062,0.0005622459,0.0002610736,0.03912285],"genre_scores_gemma":[0.1834658,0.01619864,0.6501557,0.1342856,0.005098334,0.005554159,0.0009894393,0.0001888062,0.004063595],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.164929,"threshold_uncertainty_score":0.8722385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1637144166872602,"score_gpt":0.3677674126017376,"score_spread":0.2040529959144774,"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."}}