{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002226726,0.0002315861,0.0005811136,0.00003556184,0.00008583762,0.00001802356,0.00009714168,0.0001453831,0.00009374903],"category_scores_gemma":[0.00007490034,0.0001963898,0.0002934063,0.0003816329,0.00006072934,0.00004134168,0.0000931342,0.00008713271,0.000365483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004883906,"about_ca_system_score_gemma":0.0001641413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001211454,"about_ca_topic_score_gemma":0.00009278499,"domain_scores_codex":[0.9984319,0.00009997799,0.0003599446,0.000467962,0.000217175,0.000423079],"domain_scores_gemma":[0.9992092,0.00001983316,0.00004036848,0.0004407033,0.0001818856,0.0001079962],"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":[0.0001281347,0.00002182631,0.1726936,0.00002446187,0.000474332,0.00006436975,0.000002047255,0.000063375,0.00003215404,0.01105811,0.8033794,0.0120582],"study_design_scores_gemma":[0.001725244,0.0002779368,0.1701578,0.0000433782,0.0002890816,0.0000539747,0.0001092706,0.000008322681,0.0000505455,0.001146682,0.8260242,0.0001135624],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2170439,0.00465741,0.009087681,0.4808356,0.004453256,0.004600767,0.0005361111,0.0009241384,0.2778612],"genre_scores_gemma":[0.9562572,0.000251326,0.01462041,0.02432101,0.0009361224,0.0002150735,0.0004000572,0.00001388743,0.002984934],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7392133,"threshold_uncertainty_score":0.8008541,"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."}}