{"id":"W4392077460","doi":"10.1016/s0140-6736(23)02756-3","title":"Heart failure with preserved ejection fraction: everything the clinician needs to know","year":2024,"lang":"en","type":"review","venue":"The Lancet","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":213,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Servier; Novo Nordisk; AstraZeneca; University of Glasgow; Pfizer","keywords":"Heart failure with preserved ejection fraction; Medicine; Heart failure; Intensive care medicine; Guideline; Epidemiology; Clinical trial; Population; Clinical Practice; Ejection fraction; Cardiology; Internal medicine; Physical therapy; Pathology","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":[0.002137651,0.001389511,0.004842323,0.002202784,0.0005473141,0.002958689,0.001656349,0.003538158,0.007713627],"category_scores_gemma":[0.004641538,0.0004799007,0.001536662,0.00211918,0.0009744016,0.003359468,0.001359918,0.006724499,0.002838099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001676488,"about_ca_system_score_gemma":0.003634885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003504629,"about_ca_topic_score_gemma":0.009237314,"domain_scores_codex":[0.998942,0.0002717011,0.0001518053,0.0001047561,0.0004601135,0.00006966093],"domain_scores_gemma":[0.9967232,0.002042342,0.000436698,0.00005381657,0.000552335,0.0001915935],"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":[0.0001488442,0.0000592607,0.0001103403,0.05474431,0.0003970716,0.0001257944,0.00006692964,0.0001952868,0.0004571626,0.003963067,0.1892806,0.7504514],"study_design_scores_gemma":[0.000161492,0.00008623082,0.0006385717,0.04912933,0.0005419385,0.000439052,0.0001314387,0.00009574502,0.00006443133,0.00385417,0.9448161,0.0000414309],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000132478,0.9955574,0.00003968245,0.002529446,0.001388739,0.000003700072,0.00001615047,0.000005199227,0.0004465355],"genre_scores_gemma":[0.00023532,0.9950156,0.0001205173,0.00284346,0.001369406,0.000007783966,0.0000192333,0.00000186892,0.000386752],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007713627,"threshold_uncertainty_score":0.02580464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0740666984238161,"score_gpt":0.3696119971055732,"score_spread":0.2955452986817572,"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."}}