{"id":"W3125827152","doi":"10.1016/j.jcin.2020.12.020","title":"Failing Surgical Aortic Valve?","year":2021,"lang":"en","type":"letter","venue":"JACC: Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Aortic valve; Medicine; Cardiology; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003308365,0.0005881107,0.001894961,0.0003127561,0.0001676046,0.0001619701,0.0001872127,0.0007666135,0.001926393],"category_scores_gemma":[0.0001467856,0.0005593498,0.1106743,0.0003825212,0.00009087194,0.00008755851,0.0002259781,0.001568996,0.0006341194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003526579,"about_ca_system_score_gemma":0.0002327765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001367865,"about_ca_topic_score_gemma":0.000001724458,"domain_scores_codex":[0.9959214,0.0003793891,0.0007897275,0.001036051,0.001223543,0.0006498616],"domain_scores_gemma":[0.9970671,0.00009415284,0.0001504346,0.002022835,0.0004133779,0.0002520797],"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":[0.0000280509,0.0005299684,0.004623616,0.003328229,0.1749973,0.0145145,0.00002598519,0.00003427134,0.000001044101,0.00001812604,0.7882565,0.01364241],"study_design_scores_gemma":[0.002524977,0.0001023833,0.01005745,0.002679164,0.05558287,0.001092629,0.00005195304,0.000008304439,0.0000109391,0.00003915287,0.9273279,0.000522304],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03724666,0.6970721,0.002600738,0.2031634,0.01151341,0.005863186,0.002060361,0.001369705,0.03911049],"genre_scores_gemma":[0.411828,0.01482825,0.002332933,0.3047781,0.06783891,0.00418824,0.07384373,0.002205995,0.1181558],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6822438,"threshold_uncertainty_score":0.9996858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04041284613797118,"score_gpt":0.3505412205025694,"score_spread":0.3101283743645982,"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."}}