{"id":"W4415724906","doi":"10.1002/ejhf.70064","title":"What's New in Heart Failure? October 2025","year":2025,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Heart failure; Cardiac resynchronization therapy; Ejection fraction; Biobank; Expert opinion; Psychological intervention; Alcohol consumption; Quality of life (healthcare)","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":[0.003530276,0.001120541,0.00143968,0.001698093,0.001684135,0.006301133,0.001547308,0.007831657,0.07111615],"category_scores_gemma":[0.01217397,0.0005088213,0.001116541,0.001012519,0.0015498,0.004141769,0.001779743,0.01022293,0.03020305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001779055,"about_ca_system_score_gemma":0.002076684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009401947,"about_ca_topic_score_gemma":0.00276766,"domain_scores_codex":[0.997927,0.0004460775,0.0002460582,0.0002735721,0.0008278387,0.0002795668],"domain_scores_gemma":[0.9924538,0.002716425,0.000663315,0.0001724478,0.001923653,0.002070414],"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":[0.00006849974,0.00001782395,0.00008315942,0.0003375362,0.000009067643,0.00007804063,0.0000165631,0.00002045979,0.00006888711,0.0009865877,0.9691905,0.02912285],"study_design_scores_gemma":[0.00002690694,0.00003384827,0.0004393345,0.0007003061,0.000009005153,0.00009584596,0.00004043292,0.00004243642,0.00002886729,0.0008171394,0.9977532,0.00001255343],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"review","genre_scores_codex":[0.0001499562,0.02873867,0.0002361648,0.1266886,0.8342249,0.00002366957,0.0002847459,0.0001210334,0.009532264],"genre_scores_gemma":[0.001354623,0.02226378,0.0001864824,0.1009169,0.8513054,0.00003196117,0.0003099404,0.00006627404,0.02356468],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.07111615,"threshold_uncertainty_score":0.2379072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01464302503957726,"score_gpt":0.2754496146642864,"score_spread":0.2608065896247092,"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."}}