{"id":"W4390194760","doi":"10.1002/alz.077251","title":"Perimenopause: A critical window to intervene to reduce the risk of cognitive impairment in females","year":2023,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Menopause: Health Impacts and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health Research Institute; University of British Columbia; University of Calgary; Vancouver Coastal Health","funders":"","keywords":"Cognition; Dementia; Effects of sleep deprivation on cognitive performance; Menopause; Montreal Cognitive Assessment; Psychology; Cognitive decline; Alzheimer's Disease Neuroimaging Initiative; Neuroimaging; Audiology; Medicine; Gerontology; Internal medicine; Disease; Neuroscience","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005002927,0.0002534558,0.0004550937,0.000221383,0.0007398775,0.0006065617,0.0002217083,0.0007018372,0.003904378],"category_scores_gemma":[0.001353399,0.000120018,0.000308971,0.0001715905,0.0001696515,0.0004971583,0.0004048034,0.0006826775,0.0004129742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003482571,"about_ca_system_score_gemma":0.001143331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002003956,"about_ca_topic_score_gemma":0.003905103,"domain_scores_codex":[0.9998643,0.00004247141,0.000006905737,0.00001532479,0.00001615862,0.00005467065],"domain_scores_gemma":[0.9996617,0.00006149809,0.00007759658,0.00001170694,0.00003488654,0.0001525864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.009524284,0.001852833,0.5436665,0.00122119,0.0003479244,0.003456941,0.001397437,0.0002476157,0.01271987,0.002469766,0.03576903,0.3873266],"study_design_scores_gemma":[0.0003610075,0.002654798,0.9487715,0.0008594957,0.0003400384,0.001691399,0.002029404,0.0002425718,0.001239879,0.001981635,0.03978921,0.00003908452],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8725633,0.07128792,0.001143229,0.03473934,0.001581885,0.0001993543,0.001448793,0.0001334922,0.01690262],"genre_scores_gemma":[0.9807733,0.01125376,0.0007082856,0.004116845,0.001203618,0.0001015913,0.0003089021,0.00001028986,0.001523315],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.003904378,"threshold_uncertainty_score":0.0130614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07347532271227904,"score_gpt":0.3934304549636126,"score_spread":0.3199551322513336,"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."}}