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Updated: Jun 24, 2025

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Combining the AD8 and MMSE for community-based dementia screening
Yun-Ru Lu1, Shin-Fang Chang2, Horng-Huei Liou3
1Department of Neurology, China Medical University Hospital Taipei Branch, Taiwan.
Combining the Mini-Mental State Examination (MMSE) and Ascertain Dementia 8 (AD8) significantly improves dementia detection accuracy in community settings. This combined approach offers a more reliable screening tool for early identification of cognitive decline.
Area of Science:
- Gerontology and Cognitive Health
- Public Health Screening Programs
- Neurological Diagnostics
Background:
- Accurate dementia detection in community settings is crucial for timely intervention.
- Existing cognitive tests may have limitations in sensitivity and specificity.
- The Mini-Mental State Examination (MMSE) and Ascertain Dementia 8 (AD8) are commonly used screening tools.
Purpose of the Study:
- To evaluate the combined diagnostic accuracy of the MMSE and AD8 for dementia detection.
- To compare the efficacy of combined screening with individual test performance.
- To assess the utility of these cognitive tests in a community-based screening program.
Main Methods:
- Recruitment from a community-based integrated screening program in Tainan, Taiwan.
- Administration of the AD8 and the Chinese version of the MMSE by psychologists.
- Neurological assessment for dementia diagnosis based on established guidelines.
- Statistical analysis using logistic regression and Receiver Operating Characteristic (ROC) curves.
Main Results:
- The parallel application of MMSE and AD8 demonstrated superior dementia detection accuracy (AUC: 82.3%) compared to individual tests.
- Combined parallel screening yielded 88.89% sensitivity and 70.16% specificity.
- Serial testing (AD8 followed by MMSE) showed 50% sensitivity and 93.02% specificity.
Conclusions:
- The combination of the MMSE and AD8 significantly enhances dementia detection accuracy in community settings.
- This combined screening strategy offers improved diagnostic performance over individual cognitive tests.
- The findings support the integration of MMSE and AD8 for more effective dementia screening.
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