{"id":"W4400130154","doi":"10.1002/ejhf.3371","title":"What's New in Heart Failure? June–July 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; Library science; Humanities; Family medicine; Art","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":[0.00154131,0.0004907165,0.001037292,0.001061373,0.0007931556,0.003376678,0.0007310685,0.002764526,0.1518475],"category_scores_gemma":[0.004090721,0.0002711781,0.0007819146,0.0008781708,0.0007312727,0.002249802,0.0009040827,0.003647248,0.0536833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008233128,"about_ca_system_score_gemma":0.001968247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002341527,"about_ca_topic_score_gemma":0.006131917,"domain_scores_codex":[0.9992303,0.0002043229,0.00009739926,0.00005992416,0.0002605289,0.0001475984],"domain_scores_gemma":[0.9966959,0.0006513444,0.0002612054,0.00007604403,0.0009015372,0.001413974],"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":[0.0003557569,0.00004296939,0.0004817804,0.001048854,0.00002307557,0.0001891593,0.00002303362,0.0000406916,0.0001546513,0.0007978188,0.8392278,0.1576144],"study_design_scores_gemma":[0.00006575826,0.00008631709,0.003102772,0.002152729,0.00002749659,0.0003764957,0.00009608699,0.00002561092,0.00005938601,0.0006660885,0.9933248,0.0000164841],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008940841,0.3834735,0.0003415058,0.277875,0.2063993,0.00007686365,0.001300336,0.0002008922,0.1294385],"genre_scores_gemma":[0.01062401,0.3737069,0.0006868675,0.09390667,0.3044612,0.00009491936,0.002052683,0.0001288143,0.2143379],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1518475,"threshold_uncertainty_score":0.5079803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01605040345914346,"score_gpt":0.2692214644677932,"score_spread":0.2531710610086497,"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."}}