{"id":"W4409637679","doi":"10.20944/preprints202504.1714.v1","title":"Premature Ovarian Insufficiency, Early Menopause and Mild Cognitive Impairment: A Cohort Study","year":2025,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Birth, Development, and Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Premature ovarian insufficiency; Menopause; Cognitive impairment; Premature ovarian failure; Medicine; Cohort; Premature Menopause; Cohort study; Pediatrics; Internal medicine; Obstetrics; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006943898,0.0002437429,0.0004389675,0.000695534,0.0005648685,0.0005542239,0.0002766789,0.0003710956,0.0008038859],"category_scores_gemma":[0.001553467,0.0003225699,0.0006173498,0.001285569,0.0002005814,0.0003166554,0.0003435077,0.0004945106,0.0001028298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002029421,"about_ca_system_score_gemma":0.0004439582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01001957,"about_ca_topic_score_gemma":0.01135135,"domain_scores_codex":[0.9997217,0.00006864828,0.00003258149,0.00007267998,0.00005372169,0.00005071045],"domain_scores_gemma":[0.9994079,0.00009511837,0.0002505206,0.0000703212,0.00005847478,0.0001176029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001325439,0.00006989001,0.9986701,0.00002300905,0.0001154541,0.0001020718,0.0001061375,0.00001082634,0.0000791913,0.00001566185,0.00006597759,0.0006091005],"study_design_scores_gemma":[0.0000180263,0.0001798137,0.998974,0.00001768276,0.000100176,0.0002420177,0.000203601,0.00006611011,0.00001323054,0.00002520378,0.0001567015,0.000003430422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987147,0.0005921495,0.00005230991,0.00003399073,0.000006046996,0.00002671935,0.0002986027,0.000001188137,0.0002743547],"genre_scores_gemma":[0.9993018,0.000326508,0.00005376288,0.00002217567,0.000009112659,0.00001953304,0.000192462,6.954521e-7,0.00007392601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01001957,"threshold_uncertainty_score":0.01992249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06485366440443399,"score_gpt":0.36107857744011,"score_spread":0.296224913035676,"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."}}