{"id":"W4285019768","doi":"10.1016/b978-0-12-822224-9.00008-6","title":"Valvular heart disease","year":2022,"lang":"en","type":"book-chapter","venue":"Cardiovascular Pathology","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University Health Network; Sunnybrook Health Science Centre","funders":"","keywords":"valvular heart disease; Medicine; Etiology; Disease; Autopsy; Heart disease; Intensive care medicine; Life span; Incidence (geometry); Pediatrics; Surgery; Pathology; Gerontology","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":[0.0002652722,0.0005384182,0.001636893,0.0002297641,0.0001562633,0.0000136047,0.0001199264,0.0002861133,0.002976228],"category_scores_gemma":[0.00005080638,0.0005431065,0.0155091,0.00003920849,0.0001598806,0.00003289945,0.000257213,0.0005467769,0.0007445223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002801189,"about_ca_system_score_gemma":0.0003074393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007315699,"about_ca_topic_score_gemma":7.792405e-8,"domain_scores_codex":[0.9973518,0.0001103389,0.0003253077,0.001001357,0.0008027678,0.0004084755],"domain_scores_gemma":[0.997064,0.00002902535,0.00007825849,0.002156127,0.0001115157,0.0005610571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003779415,0.001716375,0.04358818,0.003596822,0.2395755,0.359812,0.0002510971,0.0008577183,0.00008035424,0.1624486,0.1079491,0.07634486],"study_design_scores_gemma":[0.001817737,0.0001929132,0.02409692,0.0000694951,0.02177882,0.001073644,0.000005449879,0.000001043038,0.0000013705,0.002191422,0.9483158,0.0004553604],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003212874,0.3206708,0.00008390501,0.00049319,0.002192285,0.002363636,0.001331095,0.0003830873,0.6692691],"genre_scores_gemma":[0.148367,0.01499174,0.0004468296,0.007049747,0.004137967,0.001147947,0.01185038,0.001294473,0.8107139],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8403668,"threshold_uncertainty_score":0.999702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01695699792155775,"score_gpt":0.2800291919115521,"score_spread":0.2630721939899943,"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."}}