{"id":"W3032791994","doi":"10.1002/ejhf.1913","title":"Transcatheter Aortic Valve Replacement After Heart Failure Hospitalization: Too Little, too Late?","year":2020,"lang":"en","type":"letter","venue":"European Journal of Heart Failure","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Valve replacement; Heart failure; Aortic valve replacement; Stenosis; Internal medicine; Cardiology; Aortic valve stenosis; Retrospective cohort study; Inotrope; valvular heart disease; Acute kidney injury","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003193588,0.0002632027,0.0008659113,0.0007784687,0.0003504508,0.001867533,0.0006008307,0.00151944,0.002631719],"category_scores_gemma":[0.01229435,0.0002097403,0.00149748,0.001899295,0.0004606377,0.001668531,0.0007334967,0.002365001,0.0003969794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003247042,"about_ca_system_score_gemma":0.0005699639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001910917,"about_ca_topic_score_gemma":0.004627402,"domain_scores_codex":[0.9977677,0.0009767875,0.0004006133,0.0003111642,0.0003687642,0.0001750432],"domain_scores_gemma":[0.9899777,0.004398803,0.003779148,0.0004073286,0.0005972823,0.0008396788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004276239,0.0001622631,0.7239532,0.002858949,0.003973179,0.0006064493,0.0005652303,0.0001888007,0.0003384179,0.0009795586,0.08828525,0.1738124],"study_design_scores_gemma":[0.001314886,0.001118137,0.936752,0.005840769,0.005684495,0.00259173,0.001240978,0.0007516679,0.00024711,0.003343144,0.04095257,0.0001624438],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5048108,0.3238307,0.001757055,0.1294298,0.01905765,0.00009266861,0.01121481,0.00008883453,0.009717535],"genre_scores_gemma":[0.8798503,0.0484711,0.0007316473,0.02879805,0.03627871,0.00006209066,0.00439773,0.00009784315,0.001312559],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.003193588,"threshold_uncertainty_score":0.01688951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009611271055730897,"score_gpt":0.2597764232874049,"score_spread":0.250165152231674,"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."}}