{"id":"W4313476299","doi":"10.1186/s12978-022-01559-8","title":"Premature ovarian insufficiency in female adolescent and young adult survivors of non-gynecological cancers: a population-based cohort study","year":2023,"lang":"en","type":"article","venue":"Reproductive Health","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Canadian Institutes of Health Research; Pfizer","keywords":"Medicine; Premature ovarian insufficiency; Population; Premature Menopause; Gynecology; Cancer registry; Poisson regression; Cohort study; Cancer; Reproductive medicine; Breast cancer; Cohort; Young adult; Obstetrics; Menopause; Internal medicine; Pregnancy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002427925,0.0001799485,0.0006680946,0.000216397,0.0001147541,0.000003972061,0.00007247072,0.0001260667,0.00002647454],"category_scores_gemma":[0.001602348,0.0001433706,0.0000495759,0.0009336536,0.0001504165,0.0000532089,0.00005045048,0.0003761988,0.000007273583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004185298,"about_ca_system_score_gemma":0.0004813868,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01166467,"about_ca_topic_score_gemma":0.002451317,"domain_scores_codex":[0.9972083,0.0004172376,0.000556606,0.001205487,0.0002586532,0.0003537402],"domain_scores_gemma":[0.9985608,0.00006952833,0.000226726,0.0007456601,0.0002792809,0.0001180153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001529888,0.001659063,0.9934004,0.0003517274,0.00003523278,0.00001091146,0.001811298,0.00008952272,0.0001632829,0.00001726232,0.00006869034,0.0008627436],"study_design_scores_gemma":[0.0009927063,0.001568978,0.9953099,0.000111511,0.00001908658,0.000006580055,0.001476981,0.0002495346,0.0001170062,0.00002850522,0.00001110172,0.0001080624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939418,0.0002661357,0.00003123999,0.001577498,0.0003731686,0.003542837,0.00001547378,0.00005687726,0.0001949045],"genre_scores_gemma":[0.9991895,0.00006836325,0.0001443032,0.0001401697,0.0001288585,0.0001314031,0.00005039167,0.00001343059,0.0001336011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009213356,"threshold_uncertainty_score":0.9949167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02753020105458798,"score_gpt":0.335429260928847,"score_spread":0.307899059874259,"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."}}