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Updated: Jun 15, 2025

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Does Mild Functional Impairment Predict Dementia in Older Adults With Normal Cognition?
Lei Lei Zhang1, Katya Numbers1, Henry Brodaty1
1School of Psychiatry, Centre for Healthy Brain Ageing (CHeBA).
Mild functional impairment (MFI) in cognitively normal older adults did not predict dementia over six years. However, MFI defined by both performance-based and informant reports showed predictive value for dementia risk.
Area of Science:
- Gerontology
- Neuroscience
- Cognitive Aging
Background:
- Functional impairment can signal cognitive decline.
- Its predictive role in cognitively normal (CN) older adults is not well understood.
- Early identification of dementia risk is crucial for timely intervention.
Purpose of the Study:
- To investigate if mild functional impairment (MFI) in CN older adults predicts incident dementia over six years.
- To assess the association between MFI and cognitive performance.
- To explore definitions of MFI for improved dementia prediction.
Main Methods:
- A 6-year longitudinal study of 296 community-dwelling CN older adults.
- Mild functional impairment (MFI) assessed via objective performance and/or subjective questionnaires.
- Cox and linear regression analyses used to evaluate MFI's relationship with dementia risk and cognitive changes.
Main Results:
- No significant longitudinal link found between MFI and incident dementia or cognitive decline over six years.
- Defining MFI using both performance-based and informant-reported measures predicted dementia.
- MFI correlated with poorer baseline global cognition, attention, visuospatial ability, and executive functioning.
Conclusions:
- Mild functional impairment alone does not increase dementia risk in CN older adults over six years.
- A combined performance-based and informant-based definition of MFI may enhance dementia prediction.
- Further research is needed to refine functional assessment tools for early dementia detection.
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