{"id":"W4409855507","doi":"10.1002/ejhf.3662","title":"What's New in Heart Failure? April 2025","year":2025,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":1,"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":[0.001558125,0.0005325614,0.000961016,0.0009196698,0.0009089218,0.003481368,0.0008483002,0.003121255,0.1818718],"category_scores_gemma":[0.004371145,0.0002685776,0.0009428886,0.0007580395,0.0007882235,0.00189162,0.0009914208,0.003981961,0.06326605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008923201,"about_ca_system_score_gemma":0.002176889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002438038,"about_ca_topic_score_gemma":0.005886326,"domain_scores_codex":[0.9992404,0.0001780027,0.00007834813,0.00006839461,0.0002714202,0.0001634278],"domain_scores_gemma":[0.9967105,0.0006772794,0.0001975805,0.00008815926,0.0009565112,0.001369973],"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":[0.000388739,0.00004253556,0.000373656,0.0008635659,0.00002357313,0.0001510211,0.00001729467,0.00003874447,0.0001493434,0.0009255769,0.865325,0.1317009],"study_design_scores_gemma":[0.00008993717,0.0001003212,0.002738075,0.002193714,0.00004064132,0.0002157001,0.00007232776,0.00002924491,0.00008259034,0.0008396107,0.9935808,0.00001695868],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0009163907,0.2686944,0.0004184697,0.2912309,0.2550627,0.0001229928,0.001969338,0.0002743512,0.1813105],"genre_scores_gemma":[0.01009528,0.2506727,0.0006586957,0.09855186,0.2893959,0.0001207051,0.002229632,0.0001427565,0.3481325],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1818718,"threshold_uncertainty_score":0.6084217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01518915558463517,"score_gpt":0.2722627270177191,"score_spread":0.257073571433084,"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."}}