{"id":"W3014537148","doi":"10.1002/ehf2.12586","title":"Heart Failure with Mid-Range Ejection Fraction: Pro and Cons of the New Classification of Heart Failure by European Society of Cardiology Guidelines","year":2020,"lang":"en","type":"review","venue":"ESC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"American Heart Association","keywords":"Heart failure; Medicine; Ejection fraction; Cardiology; Internal medicine; 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":[0.002216251,0.0007872214,0.001716109,0.00294459,0.0002856933,0.001112559,0.001212524,0.001171446,0.002369343],"category_scores_gemma":[0.002548696,0.0001930898,0.0009864714,0.002248224,0.0006076999,0.001229817,0.0007853163,0.003109705,0.001593606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007494839,"about_ca_system_score_gemma":0.00260851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002864439,"about_ca_topic_score_gemma":0.005290288,"domain_scores_codex":[0.9990484,0.000273831,0.0002042567,0.00009182394,0.0003221758,0.0000595144],"domain_scores_gemma":[0.998449,0.000583476,0.0002390522,0.00003882729,0.0005785369,0.0001111134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007918009,0.00003255208,0.0008161462,0.01516372,0.0002354236,0.0001299355,0.00007501218,0.0001976185,0.0002501065,0.006585611,0.1224496,0.8539851],"study_design_scores_gemma":[0.00005141689,0.00005783459,0.003934026,0.02412847,0.0003909508,0.001710396,0.0001142781,0.0001901441,0.00009355994,0.004962656,0.9643298,0.00003640014],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001154241,0.9938802,0.0002957154,0.002903433,0.001102072,0.00001578743,0.00007616985,0.00001124773,0.001599959],"genre_scores_gemma":[0.001567526,0.9936728,0.000761305,0.002136379,0.0009751622,0.00003020916,0.0002490167,0.000006332871,0.0006012417],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00294459,"threshold_uncertainty_score":0.01172078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05801096957567929,"score_gpt":0.3238065588303766,"score_spread":0.2657955892546973,"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."}}