{"id":"W4321748117","doi":"10.1002/ejhf.2798","title":"Personalized Care of Patients with Heart Failure: Are we Ready for a REWOLUTION? Insights from two International Surveys on Healthcare Professionals' Needs and Patients' Perceptions","year":2023,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Ottawa Public Health; Libin Cardiovascular Institute of Alberta; University of Ottawa","funders":"Respicardia; Servier; Novo Nordisk; Gedeon Richter; Nestlé Health Science; Impulse Dynamics; Genome Canada; Government of Canada; Vifor Pharma; Ministero della Salute; Pfizer; LivaNova; Boston Scientific Corporation; Sanofi; Amgen; AstraZeneca; Eli Lilly and Company","keywords":"Medicine; Heart failure; Health care; Health professionals; Perception; Personalized medicine; Nursing; Cardiology; Bioinformatics; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.008007046,0.0002582264,0.0003405261,0.00108575,0.0008458794,0.00176821,0.0003621244,0.000879703,0.001260852],"category_scores_gemma":[0.01607181,0.00028199,0.0005153853,0.001183818,0.001149302,0.00186687,0.002206233,0.00140311,0.0001910076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001089476,"about_ca_system_score_gemma":0.001452644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005830246,"about_ca_topic_score_gemma":0.005937553,"domain_scores_codex":[0.9943814,0.003655221,0.0004135723,0.0002400202,0.000459171,0.000850549],"domain_scores_gemma":[0.9848235,0.006695753,0.004221513,0.0004091506,0.001611919,0.002238322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002897481,0.0005095014,0.7709566,0.0003027287,0.00009009372,0.000279152,0.1850271,0.00008204128,0.0004643759,0.0003072765,0.002392034,0.03929936],"study_design_scores_gemma":[0.00003835374,0.0005203413,0.7508783,0.0002666908,0.00003472196,0.0002228801,0.243143,0.000263366,0.0001422212,0.000132366,0.004317311,0.00004042421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970781,0.0002413832,0.0001400921,0.001255135,0.00001729937,0.00003657931,0.0001150378,0.00000211975,0.001114312],"genre_scores_gemma":[0.9986501,0.0002247738,0.0001706822,0.0006398269,0.00001356073,0.0000660934,0.00009584479,0.00000202538,0.0001370197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008007046,"threshold_uncertainty_score":0.04234582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02396976218412374,"score_gpt":0.300059904777589,"score_spread":0.2760901425934653,"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."}}