{"id":"W4412414070","doi":"10.1002/ejhf.3737","title":"What's New in Heart Failure? June 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":"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":[0.001318235,0.0005224966,0.0009590865,0.0008412309,0.0008451842,0.00334415,0.0006973316,0.002857751,0.1912118],"category_scores_gemma":[0.004031518,0.0002597556,0.0008687629,0.0006714065,0.0006515082,0.001803668,0.0008893722,0.003785788,0.07104144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007636008,"about_ca_system_score_gemma":0.001996094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002563588,"about_ca_topic_score_gemma":0.00723085,"domain_scores_codex":[0.9992989,0.0001638216,0.00007772866,0.00006125274,0.0002487244,0.0001495421],"domain_scores_gemma":[0.9969274,0.0005414268,0.0001909301,0.00007074311,0.0008482476,0.001421155],"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":[0.0003178332,0.00003400666,0.0003534374,0.0006549913,0.00001693797,0.0001364245,0.00001618497,0.00003218489,0.000123801,0.0007110721,0.8919036,0.1056997],"study_design_scores_gemma":[0.00006511626,0.00007653933,0.002469198,0.001532121,0.00002672338,0.000187403,0.00005962163,0.00002245975,0.0000604298,0.0005523125,0.9949349,0.00001319293],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0008776109,0.2652413,0.000403186,0.2710354,0.2406847,0.0001130214,0.002199167,0.000291705,0.2191538],"genre_scores_gemma":[0.01021849,0.2230185,0.0006679039,0.09208746,0.2690812,0.0001020986,0.002510283,0.0001496438,0.4021644],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1912118,"threshold_uncertainty_score":0.6396672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01421060002622596,"score_gpt":0.2731247278066747,"score_spread":0.2589141277804487,"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."}}