{"id":"W4307527554","doi":"10.1101/2022.10.18.512730","title":"Menopause, Brain Anatomy, Cognition and Alzheimer’s Disease","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Menopause: Health Impacts and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; McGill University; Douglas Mental Health University Institute","funders":"Medical Research Council","keywords":"Menopause; Surgical Menopause; Cognition; Neuroimaging; Magnetic resonance imaging; Disease; Medicine; Alzheimer's disease; Psychology; Gerontology; Internal medicine; Psychiatry; Radiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007589535,0.0001863755,0.0002210188,0.0004202027,0.0002251425,0.0007022828,0.0001370007,0.0002842636,0.004431223],"category_scores_gemma":[0.002333397,0.00008733611,0.0002213839,0.0005899036,0.000360327,0.0002419838,0.0002789353,0.000268544,0.000458143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002076327,"about_ca_system_score_gemma":0.0002986698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003403634,"about_ca_topic_score_gemma":0.003624603,"domain_scores_codex":[0.9998521,0.00005186243,0.000007957738,0.00004086232,0.00003292555,0.00001426335],"domain_scores_gemma":[0.9992465,0.0002474243,0.0003060001,0.00006190041,0.00005549087,0.00008271798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001412718,0.000222272,0.9026833,0.001181982,0.0008952618,0.000409633,0.0007986076,0.0003848579,0.007349671,0.001305078,0.01272112,0.07063558],"study_design_scores_gemma":[0.00002082519,0.0001155945,0.9935515,0.00007238829,0.00007521098,0.0002516293,0.0001207411,0.00009426241,0.0002821976,0.001395536,0.00401531,0.000004929228],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9443256,0.03659958,0.0009395783,0.003622332,0.0003081821,0.00003263308,0.007090392,0.00007718996,0.007004372],"genre_scores_gemma":[0.9877089,0.007380128,0.0008723102,0.0005192883,0.0003146965,0.0000283034,0.001371268,0.00001128522,0.001793729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004431223,"threshold_uncertainty_score":0.01482391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03276873189338912,"score_gpt":0.2993419236314777,"score_spread":0.2665731917380885,"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."}}