{"id":"W4389476609","doi":"10.1002/ehf2.14604","title":"Guideline Implementation, Drug Sequencing, and Quality of Care in Heart Failure: Design and Rationale of TITRATE-HF","year":2023,"lang":"en","type":"article","venue":"ESC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Netherlands Heart Institute; ICIN Netherlands Heart Institute; Novo Nordisk; Cytokinetics; Dutch Cardiovascular Alliance; Ionis Pharmaceuticals; Novartis; Bayer; Bristol-Myers Squibb; Eli Lilly and Company; AstraZeneca; Vifor Pharma; Pfizer; Boehringer Ingelheim; Amgen; Sanofi; American Heart Association; Abbott Laboratories","keywords":"Medicine; Ejection fraction; Guideline; Heart failure; Intensive care medicine; Canadian Cardiovascular Society; Clinical Practice; Internal medicine; Cardiology; Physical therapy; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009866449,0.0001748373,0.0004907534,0.000259959,0.00005969428,0.00001442303,0.00003839038,0.00007197251,0.0002290538],"category_scores_gemma":[0.00006716887,0.0001580113,0.0000636628,0.0004388261,0.00008561031,0.0001329684,0.00005829982,0.0001093797,0.00001579662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007533089,"about_ca_system_score_gemma":0.0002350406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008426624,"about_ca_topic_score_gemma":0.002698847,"domain_scores_codex":[0.9982194,0.000184594,0.0006973254,0.0003126023,0.0003368912,0.0002492335],"domain_scores_gemma":[0.9992076,0.000127643,0.00009814501,0.0002410437,0.0002087208,0.0001169132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002399568,0.0001192966,0.3114393,0.001212644,0.0001607019,0.00001901457,0.006893326,0.0001688544,0.06615269,0.002056052,0.6103341,0.001204048],"study_design_scores_gemma":[0.01276976,0.001472896,0.2167299,0.0005350788,0.0002713348,0.00003926696,0.04619311,0.0006329453,0.07918685,0.0009096429,0.6405538,0.0007054676],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9451537,0.0004406234,0.0002302269,0.05223329,0.00004336914,0.001731065,0.00004175077,0.00007374316,0.00005228172],"genre_scores_gemma":[0.9263915,0.00004623105,0.07236881,0.0004219713,0.00005201843,0.00006485743,0.0002971157,0.00002214333,0.000335294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09470947,"threshold_uncertainty_score":0.6443513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04337889011411666,"score_gpt":0.3490040939285602,"score_spread":0.3056252038144436,"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."}}