AI Model IDs Women With Subjective Cognitive Decline During Menopause
By Lori Solomon HealthDay Reporter
WEDNESDAY, Jan. 22, 2025 -- Machine learning models may be able to identify women with severe subjective cognitive decline (SCD) during the menopause transition, according to a study published online Jan. 14 in Menopause.
Xiangyu Zhao, from Shandong University in Jinan, China, and colleagues developed and validated a machine learning model for identifying individuals experiencing severe SCD during the menopause transition. The analysis included data from 1,264 nurses.
The researchers found that the Bortua algorithm (a feature-selection algorithm) identified 13 significant associated factors. The support vector machine exhibited the best overall performance out of the seven models, achieving an area under the receiver operating characteristic curve of 0.846, accuracy of 0.789, sensitivity of 0.753, specificity of 0.802, and an F1 score of 0.658. Menopausal symptoms and the stage of menopause were the two variables most strongly associated with SCD.
"This study highlights how the use of machine learning can be employed to identify women experiencing severe SCD during the menopause transition and potential associated factors," Stephanie Faubion, M.D., medical director of The Menopause Society, said in a statement. "Early identification of high-risk persons may allow for targeted interventions to protect cognitive health. Future studies involving objective measures of cognition and longitudinal follow-up are crucial to better understanding these associations."
Abstract/Full Text (subscription or payment may be required)
Disclaimer: Statistical data in medical articles provide general trends and do not pertain to individuals. Individual factors can vary greatly. Always seek personalized medical advice for individual healthcare decisions.
© 2025 HealthDay. All rights reserved.
Posted January 2025
Read this next
Greater Neighborhood Disadvantage Tied to Inflammatory, Alzheimer Disease Biomarkers
THURSDAY, July 3, 2025 -- Greater neighborhood disadvantage is associated with increased inflammatory and Alzheimer disease (AD) cerebrospinal fluid (CSF) biomarkers in older...
Regular Sexual Activity Linked to Fewer Genitourinary-Related Symptoms in Menopause
THURSDAY, July 3, 2025 -- Regular sexual activity is associated with a lower prevalence of genitourinary syndrome of menopause (GSM)-related symptoms, according to a study...
Late-Life Mood Disorders May Indicate Predisposition to Dementia
MONDAY, June 30, 2025 -- Alzheimer disease (AD) and diverse non-AD tau pathologies may contribute to late-life mood disorders (LLMDs), according to a study published online June 9...
More news resources
- FDA Medwatch Drug Alerts
- Daily MedNews
- News for Health Professionals
- New Drug Approvals
- New Drug Applications
- Drug Shortages
- Clinical Trial Results
- Generic Drug Approvals
Subscribe to our newsletter
Whatever your topic of interest, subscribe to our newsletters to get the best of Drugs.com in your inbox.