{"id":"W2088651558","doi":"10.1016/s0029-7844(01)01432-6","title":"Ultrasound and menstrual history in predicting endometrial hyperplasia in polycystic ovary syndrome","year":2001,"lang":"en","type":"article","venue":"Obstetrics and Gynecology","topic":"Ovarian function and disorders","field":"Medicine","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Alberta","funders":"","keywords":"Medicine; Endometrial hyperplasia; Polycystic ovary; Anovulation; Gynecology; Endometrial biopsy; Endometrium; Atypia; Infertility; Population; Obstetrics; Internal medicine; Pregnancy; Pathology; Obesity; Insulin resistance","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0002426053,0.0001207181,0.0003216595,0.000901282,0.00003225603,0.00000821479,0.00003159778,0.0001875725,0.0002619301],"category_scores_gemma":[0.009713296,0.0001208336,0.00002414045,0.0006070982,0.0001017621,0.00005982121,0.00002912383,0.0002620002,0.000007136066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002641477,"about_ca_system_score_gemma":0.0001079281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000110432,"about_ca_topic_score_gemma":0.00009245695,"domain_scores_codex":[0.9989908,0.00005776952,0.0002874461,0.0002774728,0.0001113982,0.0002751639],"domain_scores_gemma":[0.9956563,0.00403429,0.00005687678,0.000105932,0.00002054231,0.0001261101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002100473,0.0001744162,0.9861,0.0000276468,0.00002045395,0.0009959798,0.0002583222,0.000003361059,0.000172828,0.0002426499,0.0003329842,0.01146129],"study_design_scores_gemma":[0.009555572,0.0006432339,0.9546436,0.00001830576,0.00003908504,0.002561251,0.0005819512,0.0003255898,0.000001709219,0.0001409914,0.03135002,0.0001386918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843435,0.006049543,0.00001657411,0.0001618972,0.001588115,0.0002259477,0.000002362056,0.00002299955,0.007589094],"genre_scores_gemma":[0.9977149,0.0009189938,0.0001433339,0.0004980607,0.000030403,0.0000108259,0.000009582157,0.00001243941,0.0006614912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03145642,"threshold_uncertainty_score":0.9986283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01717414751655078,"score_gpt":0.2337375578737307,"score_spread":0.2165634103571799,"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."}}