{"id":"W2954160377","doi":"10.1016/j.jcin.2019.05.007","title":"Transcatheter Valves Get More Complicated","year":2019,"lang":"gl","type":"letter","venue":"JACC: Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Computer science; Engineering drawing; Engineering","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0006535901,0.001619381,0.003955195,0.0007720967,0.0003612935,0.0003024343,0.0008046096,0.001359437,0.003535969],"category_scores_gemma":[0.0001067998,0.001528699,0.1930114,0.0006354108,0.0003547415,0.0002428226,0.0003196261,0.002113266,0.008849592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007215374,"about_ca_system_score_gemma":0.0003046313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004667615,"about_ca_topic_score_gemma":0.000004663886,"domain_scores_codex":[0.9917259,0.0008337999,0.001717758,0.002246698,0.001985736,0.001490136],"domain_scores_gemma":[0.9933067,0.0002012797,0.0004445124,0.004918731,0.000662475,0.0004663126],"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":[0.0001953623,0.002299381,0.01422668,0.009207806,0.4773268,0.000974193,0.0004187527,0.0003361406,0.00002255472,0.00006200925,0.4830247,0.01190561],"study_design_scores_gemma":[0.008309774,0.0005261754,0.1356318,0.006876659,0.1597751,0.0003431069,0.0002594102,0.00005604075,0.00002997923,0.00008062959,0.6864458,0.001665468],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.04594402,0.7593412,0.01109331,0.09202939,0.01981415,0.0204433,0.02113791,0.001491607,0.02870506],"genre_scores_gemma":[0.8122587,0.008868315,0.0005754726,0.06381099,0.0135787,0.003128332,0.0461769,0.001636368,0.04996629],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7663146,"threshold_uncertainty_score":0.999937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0401578328161593,"score_gpt":0.3529304175469332,"score_spread":0.3127725847307739,"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."}}