{"id":"W4403437993","doi":"10.1002/ejhf.3492","title":"What’s New in Heart Failure? October 2024","year":2024,"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; Cardiology; Internal 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":[0.001870663,0.001054489,0.0008219077,0.0009454298,0.001220163,0.004818914,0.000952296,0.004516794,0.1380409],"category_scores_gemma":[0.004647584,0.0003583452,0.0008029118,0.0005966156,0.001316477,0.003401233,0.001606959,0.007991728,0.08196339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001406366,"about_ca_system_score_gemma":0.001846726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001877744,"about_ca_topic_score_gemma":0.005100609,"domain_scores_codex":[0.9989051,0.000177435,0.0000897442,0.0002044741,0.0004561217,0.0001672021],"domain_scores_gemma":[0.9976452,0.0004093357,0.0001176213,0.00008612516,0.0006384444,0.001103312],"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":[0.00003985968,0.0000221807,0.0001154598,0.0001194518,0.000004609193,0.00006616191,0.0000119313,0.000017928,0.0001036567,0.001382455,0.9407066,0.05740971],"study_design_scores_gemma":[0.00001543218,0.00002335039,0.0004049445,0.0003219478,0.000002942271,0.00007906399,0.00002746536,0.00002145503,0.00001804411,0.0005828185,0.9984967,0.000005826942],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"review","genre_scores_codex":[0.000438481,0.06661092,0.0008125813,0.3000255,0.512358,0.00009042538,0.001124202,0.0005096545,0.1180302],"genre_scores_gemma":[0.0036105,0.06806409,0.0008819515,0.2124924,0.4533099,0.0001279245,0.001307145,0.0002376388,0.2599684],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1380409,"threshold_uncertainty_score":0.4617927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01769884500426409,"score_gpt":0.2724279645992369,"score_spread":0.2547291195949728,"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."}}