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Updated: Nov 2, 2025

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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
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Screening to Assessment Pathways in Evaluating Functional Cognition in Older Adults
Timothy S Marks1, Gordon M Giles2,3, Muhammad O Al-Heizan4
1University of Wisconsin-Madison, WI, USA.
OTJR : Occupation, Participation and Health
|June 11, 2021
Summary
Cognitive screening tests effectively identify functional deficits in older adults. Impairments on the Montreal Cognitive Assessment (MoCA) and Mini-Cog predict difficulties in daily activities measured by the Weekly Calendar Planning Activity (WCPA).
Area of Science:
- Gerontology
- Neuropsychology
- Cognitive Science
Background:
- Identifying functional cognitive deficits in older adults is crucial for targeted interventions.
- Screening tests are widely used, but their ability to predict real-world functional performance needs further validation.
Purpose of the Study:
- To determine if impairments on standard cognitive screening tests are associated with deficits in functional cognition.
- To assess the discriminant validity of the Montreal Cognitive Assessment (MoCA) and Mini-Cog against a comprehensive functional assessment.
Main Methods:
- A cross-sectional study involving 277 community-dwelling older adults (55-93 years).
- Participants completed the MoCA, Mini-Cog, Menu Task, and Weekly Calendar Planning Activity (WCPA).
- Groups were categorized as impaired or unimpaired based on established screening test cut-offs; WCPA performance was compared.
Main Results:
- Significant differences were observed in WCPA scores (Accuracy, Efficiency, Strategies, Rules, Appointments Entered) between impaired and unimpaired groups across screening tests.
- Large effect sizes were noted for WCPA Accuracy and Efficiency.
- Each screening test demonstrated discriminant validity for specific WCPA measures.
Conclusions:
- Cognitive screening tests like MoCA and Mini-Cog are valid tools for identifying functional cognitive deficits in older adults.
- These screening tests can predict performance on essential daily activities, supporting their use in clinical practice.
- Findings support the utility of these screening instruments for assessing functional cognition and guiding interventions.

