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Updated: Apr 20, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
BrainCheck - a very brief tool to detect incipient cognitive decline: optimized case-finding combining patient- and
Michael M Ehrensperger1, Kirsten I Taylor2, Manfred Berres3
1Memory Clinic, University Center for Medicine of Aging Basel, Felix Platter-Spital, Schanzenstrasse 55, 4031 Basel, Switzerland.
A new tool, BrainCheck, effectively identifies cognitive impairment in primary care by combining patient self-reports, cognitive tests, and informant feedback. This brief instrument achieves nearly 90% accuracy, aiding GPs in further evaluation decisions.
Area of Science:
- Gerontology
- Cognitive Science
- Primary Care Medicine
Background:
- Subtle cognitive impairment requires multi-faceted assessment in primary care.
- Existing tools may lack brevity or comprehensive data integration.
- A need exists for a quick, valid case-finding instrument for general practitioners.
Purpose of the Study:
- To develop and validate 'BrainCheck,' a novel, brief case-finding tool for cognitive impairment.
- To integrate patient subjective reports, cognitive testing, and informant data.
- To assess the feasibility and accuracy of BrainCheck in a primary care context.
Main Methods:
- Developed BrainCheck combining patient memory/depression questions, clock drawing, and the Informant Questionnaire on Cognitive Decline in the Elderly (IQCODE).
- Feasibility assessed via 52 general practitioners' ratings.
- Validation involved 288 Memory Clinic patients (MCI, Alzheimer's, depression) and 126 healthy controls.
Main Results:
- General practitioners found the patient-directed tool highly feasible and acceptable.
- A Classification and Regression Tree algorithm yielded an 81.2% correct classification rate (CCR) for patient-directed data alone.
- The combined BrainCheck (patient + informant) achieved a 89.4% CCR, with high sensitivity (97.4%) and specificity (81.6%).
Conclusions:
- BrainCheck is a brief, feasible, and highly accurate tool for identifying cognitive impairment in primary care.
- The integration of patient, cognitive, and informant data significantly enhances diagnostic accuracy.
- BrainCheck aids general practitioners in making informed decisions regarding further evaluation of suspected cognitive decline.
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