{"id":"W4317778533","doi":"10.1093/jnci/djad014","title":"Risk prediction models for endometrial cancer: development and validation in an international consortium","year":2023,"lang":"en","type":"article","venue":"JNCI Journal of the National Cancer Institute","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services","funders":"National Cancer Institute; National Health and Medical Research Council; Union Chimique Belge; U.S. Public Health Service; Centers for Disease Control and Prevention; Canadian Institutes of Health Research; Associazione Italiana per la Ricerca sul Cancro; Medical Research Council; Alberta Heritage Foundation for Medical Research; Memorial Sloan-Kettering Cancer Center; Fred Hutchinson Cancer Research Center; Fondation pour la Recherche Médicale; Brigham Research Institute; Cancer Council Tasmania; National Institutes of Health; U.S. Department of Health and Human Services","keywords":"Endometrial cancer; Medicine; Confidence interval; Gynecology; Population; Receiver operating characteristic; Epidemiology; Oncology; Internal medicine; Ovarian cancer; Cancer; Risk assessment; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[0.07100789,0.001531043,0.001040845,0.002432516,0.0008757397,0.001610412,0.002666939,0.001228402,0.001838025],"category_scores_gemma":[0.119601,0.0006213238,0.002283219,0.002032956,0.000805561,0.001226526,0.00325394,0.002184793,0.0005695853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002078646,"about_ca_system_score_gemma":0.003633678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02610828,"about_ca_topic_score_gemma":0.01384972,"domain_scores_codex":[0.9836167,0.01208703,0.0009059327,0.001570786,0.001473195,0.0003463314],"domain_scores_gemma":[0.9090696,0.06662733,0.00438596,0.00706918,0.01168258,0.001165339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002482261,0.002416815,0.5653004,0.0003543084,0.002515829,0.0004008354,0.001389931,0.2256621,0.0008140925,0.004178458,0.008920596,0.1855644],"study_design_scores_gemma":[0.00078759,0.0008128856,0.0843522,0.0003466419,0.0006065749,0.0003231705,0.0003807835,0.9032922,0.001009855,0.004861467,0.003134867,0.00009188074],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.841018,0.001233714,0.1468696,0.001192256,0.000151387,0.001972252,0.003032165,0.0008827667,0.003647842],"genre_scores_gemma":[0.8554263,0.000485963,0.1346511,0.0002827119,0.00006209088,0.001938124,0.006237702,0.0001480476,0.000767892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07100789,"threshold_uncertainty_score":0.3755301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1241902526362632,"score_gpt":0.3873610126526489,"score_spread":0.2631707600163858,"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."}}