{"id":"W4407987804","doi":"10.1002/ejhf.3617","title":"What’s New in Heart Failure? February 2025","year":2025,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Heart failure; Internal medicine; Cardiology; Intensive care medicine","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":[0.001612601,0.0005099016,0.000932333,0.001015454,0.0008856395,0.003645486,0.0008485694,0.003237023,0.2236694],"category_scores_gemma":[0.006072268,0.000291269,0.0009833289,0.0007722563,0.0006989863,0.001902839,0.001069602,0.004051559,0.08261084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001016726,"about_ca_system_score_gemma":0.002404477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002730923,"about_ca_topic_score_gemma":0.006437663,"domain_scores_codex":[0.9991636,0.0001780008,0.00009674051,0.00007753343,0.0003095581,0.0001746072],"domain_scores_gemma":[0.9957486,0.0007928754,0.0002584204,0.000114305,0.0013453,0.001740558],"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":[0.0002322332,0.00002388279,0.000219364,0.0005277275,0.00001504338,0.0001061289,0.00001182323,0.00002140754,0.0001087525,0.0006447964,0.9155256,0.08256323],"study_design_scores_gemma":[0.00006779333,0.00005876986,0.001812806,0.00159976,0.00003046809,0.0001453021,0.00005263089,0.00002277984,0.00007366493,0.0006387091,0.9954841,0.00001307545],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0007470766,0.1656806,0.0004663828,0.3296496,0.3288333,0.0001288874,0.002747389,0.0003310611,0.1714157],"genre_scores_gemma":[0.00859805,0.1538955,0.0006702698,0.1167291,0.3122157,0.0001351317,0.003061262,0.0001906931,0.4045042],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.2236694,"threshold_uncertainty_score":0.7482487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01554923366155287,"score_gpt":0.2721345570889255,"score_spread":0.2565853234273726,"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."}}