{"id":"W4401878312","doi":"10.1161/circulationaha.124.070262","title":"Perspectives on Heart Valve Repair","year":2024,"lang":"en","type":"article","venue":"Circulation","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Heart valve; 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":[0.005129454,0.001050526,0.001788392,0.00156639,0.001390721,0.004463015,0.0017277,0.01122923,0.031723],"category_scores_gemma":[0.006896251,0.0003611061,0.001311997,0.001026502,0.003539769,0.008139139,0.002436898,0.0149112,0.007162765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002031232,"about_ca_system_score_gemma":0.003859055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001127116,"about_ca_topic_score_gemma":0.003579265,"domain_scores_codex":[0.998384,0.0006724928,0.0001367084,0.000205344,0.0003354009,0.000266061],"domain_scores_gemma":[0.9920575,0.004454328,0.0004525282,0.0002896015,0.001186386,0.00155967],"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":[0.0006739499,0.0003378346,0.0006163392,0.003544589,0.0001536787,0.0007023392,0.0002246404,0.0004663336,0.0009890393,0.1433141,0.5598221,0.289155],"study_design_scores_gemma":[0.0002733076,0.0002869384,0.0009352095,0.003352704,0.0001312718,0.0004792931,0.000345317,0.0001903161,0.0001201273,0.1028638,0.8909785,0.0000433204],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0005621405,0.5736585,0.0007604557,0.3324215,0.0644311,0.00001455511,0.0002180315,0.00004842565,0.02788528],"genre_scores_gemma":[0.01251907,0.5240356,0.001419679,0.1910308,0.2587132,0.00006675614,0.0002513984,0.00003751991,0.01192606],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.031723,"threshold_uncertainty_score":0.106124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01718307561281625,"score_gpt":0.348333040122732,"score_spread":0.3311499645099157,"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."}}