{"id":"W4362603483","doi":"10.1016/j.hfc.2023.02.005","title":"Aortic Valvular Stenosis and Heart Failure","year":2023,"lang":"en","type":"review","venue":"Heart Failure Clinics","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"Edwards Lifesciences; Canadian Institutes of Health Research; Medtronic","keywords":"Medicine; Cardiology; Heart failure; Internal medicine; Stenosis; Aortic valve stenosis; valvular heart disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003820998,0.0007600539,0.00378167,0.000278918,0.0001675122,0.00009491746,0.000110138,0.0007675365,0.0001452412],"category_scores_gemma":[0.0003599984,0.0006086886,0.005107878,0.0006054908,0.0001190835,0.00007000152,0.0002054164,0.0008064586,0.002020923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001224064,"about_ca_system_score_gemma":0.0005969948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002479755,"about_ca_topic_score_gemma":0.000006874145,"domain_scores_codex":[0.9964492,0.0002188755,0.001133749,0.00102363,0.0005402475,0.0006342767],"domain_scores_gemma":[0.997173,0.0005829678,0.0002555622,0.001116252,0.0001516756,0.0007205723],"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":[0.00007338072,0.001138872,0.05362819,0.1056283,0.01548747,0.0003921171,0.00008159949,6.789303e-7,7.583577e-7,0.0001275837,0.477587,0.345854],"study_design_scores_gemma":[0.0008433931,0.0002732453,0.003824682,0.0126335,0.01439884,0.0001046139,0.00004925741,0.000002249327,1.188034e-7,0.00003771911,0.9673798,0.0004525487],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006550751,0.9946044,0.000001890678,0.001413406,0.0005426743,0.002085196,0.0003752795,0.0002858585,0.00003619555],"genre_scores_gemma":[0.00008126284,0.9952407,0.001173628,0.000581815,0.0007163974,0.0002699956,0.00078903,0.0002608006,0.0008863801],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4897928,"threshold_uncertainty_score":0.9996365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06047209381585061,"score_gpt":0.4273001480992174,"score_spread":0.3668280542833668,"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."}}