{"id":"W4322495172","doi":"10.1080/13697137.2023.2178893","title":"Diagnosis and medical management of abnormal premenopausal and postmenopausal bleeding","year":2023,"lang":"en","type":"article","venue":"Climacteric","topic":"Uterine Myomas and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Uterine bleeding; Gynecology; Presentation (obstetrics); Postmenopausal women; POSTMENOPAUSAL BLEEDING; Menopause; Hormone therapy; Hysterectomy; Obstetrics; General surgery; Surgery; Breast cancer; Internal medicine; Cancer; Endometrial cancer","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":[],"consensus_categories":[],"category_scores_codex":[0.0001259074,0.0001177513,0.0002273822,0.00009962694,0.00004426709,0.00001241139,0.00003938569,0.00004756526,0.0001485654],"category_scores_gemma":[0.00001114768,0.00009502607,0.00001700712,0.0001958309,0.00007574054,0.00006010962,0.000211473,0.00006238064,0.00001665876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001684544,"about_ca_system_score_gemma":0.00001121913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001414294,"about_ca_topic_score_gemma":0.00000102603,"domain_scores_codex":[0.9991219,0.0000119336,0.0001977342,0.0002073943,0.0002426034,0.0002184587],"domain_scores_gemma":[0.9996026,0.00003869573,0.00004471243,0.0001167058,0.00001950398,0.0001777466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002021671,0.0003235577,0.8803323,0.001120603,0.000558522,0.001817746,0.0002449682,9.314687e-8,0.003453532,0.0004856301,0.0004579183,0.111003],"study_design_scores_gemma":[0.001766845,0.0008343857,0.9942474,0.0002627472,0.0002220621,0.0001639187,0.00007680975,0.00009455786,0.0004566948,0.00002776229,0.001762139,0.00008472992],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966691,0.0003054198,0.00000222017,0.0008442913,0.00009617891,0.0002361105,0.00001065295,0.00006448412,0.001771516],"genre_scores_gemma":[0.9947215,0.004433155,0.0003129866,0.0001036674,0.00005172877,0.00005380157,0.00003621485,0.00001690187,0.0002699925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.113915,"threshold_uncertainty_score":0.3875051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02354647032342565,"score_gpt":0.2976270007054242,"score_spread":0.2740805303819986,"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."}}