{"id":"W4410048829","doi":"10.4081/cardio.2025.70","title":"iCARDIO Alliance Global Implementation Guidelines on Heart Failure 2025","year":2025,"lang":"en","type":"article","venue":"Global Cardiology","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Boniface Hospital; Population Health Research Institute; University of Alberta; University of Manitoba","funders":"National Taiwan University Hospital; Universität des Saarlandes; National Taiwan University; Heart Research Institute; McMaster University; Vanderbilt University","keywords":"Context (archaeology); Alliance; Risk analysis (engineering); Health care; Medicine; Population; Resource (disambiguation); Heart failure; Intensive care medicine; Business; Computer science; Political science","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":[0.03917267,0.001966065,0.002407367,0.007590857,0.00179213,0.00841124,0.006715377,0.01759906,0.02859248],"category_scores_gemma":[0.08665161,0.00132284,0.00505548,0.005459792,0.002475051,0.004043723,0.006471094,0.01203344,0.02322237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007210194,"about_ca_system_score_gemma":0.0469629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03551447,"about_ca_topic_score_gemma":0.03407921,"domain_scores_codex":[0.9667979,0.01286299,0.007850156,0.001015142,0.009337145,0.002136608],"domain_scores_gemma":[0.9427398,0.01850269,0.006153757,0.001736976,0.0277374,0.003129362],"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":[0.0000389064,0.0000693833,0.0004272949,0.002436361,0.00003918733,0.0001244814,0.0002596241,0.0002845727,0.0001205937,0.0122963,0.8996885,0.08421461],"study_design_scores_gemma":[0.0001079295,0.00003682446,0.001345248,0.01332079,0.000067493,0.0001264014,0.0001570273,0.0001520592,0.00009433166,0.004835519,0.9797201,0.00003622966],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.00135505,0.09182759,0.0267092,0.4860216,0.04345045,0.007666104,0.03612719,0.002754404,0.3040884],"genre_scores_gemma":[0.01320018,0.1163546,0.1437694,0.4515617,0.01705244,0.02859637,0.08740769,0.002262674,0.139795],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03917267,"threshold_uncertainty_score":0.2071673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03200285949723429,"score_gpt":0.3950073607025411,"score_spread":0.3630045012053068,"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."}}