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Updated: Jan 13, 2026

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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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Verification of Efficacy of Cognitive Function Test Using the Cognitive Impairment Screening Test
Hyuk Sung Kwon1, Jeewon Suh2, Geun U Park3
1Department of Neurology, Hanyang University Guri Hospital, Hanyang University College of Medicine, Guri, Korea.
Journal of Clinical Neurology (Seoul, Korea)
|January 10, 2026
Summary
The Cognitive Impairment Screening Test (CIST) shows superior accuracy in detecting early cognitive impairment compared to the previous screening test (PST). This validation supports CIST
Area of Science:
- Neurology
- Gerontology
- Public Health
Background:
- Early detection of cognitive impairment is crucial for timely intervention.
- The Cognitive Impairment Screening Test (CIST) was developed for early-stage cognitive impairment detection.
- Clinical utility of CIST requires validation in real-world settings.
Purpose of the Study:
- To compare the diagnostic performance of CIST against the previous screening test (PST).
- To validate the clinical utility of CIST in a large-scale real-world setting.
Main Methods:
- Analysis of 7,492,613 individuals' screening data from the ANSYS database (2017-2023).
- Comparison of CIST and PST scores, stratified by age, sex, and education.
- Assessment of discriminative performance using receiver operating characteristic (ROC) curves.
- Equipercentile equating method for score conversion between CIST and PST.
Main Results:
- CIST identified a higher proportion of cognitively impaired individuals (12.68%) than PST (10.72%).
- CIST demonstrated superior predictive accuracy (AUC=0.790) compared to PST (AUC=0.776).
- Established score conversions: CIST 20=PST 24, CIST 15=PST 20, CIST 5=PST 10.
Conclusions:
- The Cognitive Impairment Screening Test (CIST) is a valid and effective tool for screening cognitive impairment.
- CIST exhibits greater predictive accuracy than the previous screening test (PST).
- Caution is advised for direct score conversion between CIST and PST due to potential discrepancies.

