{"id":"W4200351168","doi":"10.1002/ehf2.13760","title":"A Year in Heart Failure: An Update of Recent Findings","year":2021,"lang":"en","type":"review","venue":"ESC Heart Failure","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Heart failure; Internal medicine; Ejection fraction; Cardiology; Hazard ratio; Heart failure with preserved ejection fraction; Spironolactone; Atrial fibrillation; Empagliflozin; Diabetes mellitus; Confidence interval; Endocrinology; Type 2 diabetes","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004142558,0.0004817603,0.002553343,0.0004351591,0.00003443091,0.00004274738,0.0001603806,0.0003638625,0.002070803],"category_scores_gemma":[0.00007193716,0.0004024815,0.0005243485,0.0008444051,0.00005478154,0.0001163998,0.0001538774,0.0005163326,0.0004657906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002067014,"about_ca_system_score_gemma":0.0003682999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002742744,"about_ca_topic_score_gemma":0.0000902662,"domain_scores_codex":[0.9974934,0.0001951736,0.0007289334,0.0006572247,0.0004204192,0.0005048666],"domain_scores_gemma":[0.9986595,0.00005197169,0.0001283197,0.0008371817,0.00008951578,0.0002334961],"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":[0.00002511973,0.001462845,0.001800128,0.0239041,0.0009632106,0.0002327991,0.0001771158,5.812142e-7,0.00001815115,0.001367546,0.5813628,0.3886856],"study_design_scores_gemma":[0.0007791985,0.0002536887,0.00008087149,0.01146263,0.0008183513,0.00002385483,0.00008610852,6.252749e-7,0.00002204581,0.000009845426,0.9861729,0.0002899528],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003759409,0.990351,0.000001543272,0.006581629,0.0002238569,0.001821622,0.00004618084,0.00007681847,0.0005214182],"genre_scores_gemma":[0.00005290806,0.9878317,0.008833434,0.0004330646,0.0001953986,0.0001625358,0.001148329,0.0001003803,0.001242269],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.40481,"threshold_uncertainty_score":0.9998427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03463644319745247,"score_gpt":0.3252185454634288,"score_spread":0.2905821022659763,"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."}}