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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
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One Size Does Not Fit All: Choosing Practical Cognitive Screening Tools for Your Practice
Frank J Molnar1,2,3,4, Sophiya Benjamin5,6, Stacey A Hawkins7,8
1Department of Medicine, University of Ottawa, Ottawa, Ontario, Canada.
Journal of the American Geriatrics Society
|July 29, 2020
Summary
Free cognitive screening tools face accessibility issues due to a "free-to-fee" cycle. Recommendations include developing toolkits of permanently free, validated tools and using the new PRACTICAL.1 Criteria for selection.
Area of Science:
- Geriatrics
- Cognitive Neurology
- Health Services Research
Background:
- Millions undergo cognitive testing annually, but access to free tools is increasingly unstable.
- The Mini-Mental State Examination and Montreal Cognitive Assessment have associated costs, limiting accessibility.
- A
- free-to-fee
- cycle emerges where initially free tools become monetized, forcing clinicians to seek alternatives.
Purpose of the Study:
- To outline the disruptive "free-to-fee" cycle affecting free open access cognitive screening tools.
- To provide recommendations for breaking this cycle and ensuring sustained accessibility.
- To introduce the PRACTICAL.1 Criteria for selecting validated, accessible cognitive screening tools.
Main Methods:
- Analysis of the emerging "free-to-fee" cycle in cognitive screening tool accessibility.
- Development of the PRACTICAL.1 Criteria (PRACTIcing Clinician Accessibility and Logistical Criteria Version 1) for tool selection.
- Discussion of methodological issues, training needs, and ethnolinguistic diversity in cognitive screening.
Main Results:
- The "free-to-fee" cycle creates barriers to consistent use of valuable cognitive screening tools.
- The PRACTICAL.1 Criteria offer a framework for clinicians to evaluate and select appropriate tools based on accessibility and logistical factors.
- Recommendations include creating toolkits of permanently free, validated tools and embedding PRACTICAL.1 Criteria in future reviews.
Conclusions:
- Breaking the "free-to-fee" cycle is crucial for equitable access to cognitive screening.
- The PRACTICAL.1 Criteria provide a practical solution for clinicians navigating tool selection.
- Future efforts should prioritize open access, user training, and cultural/linguistic adaptability in cognitive screening tools.
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