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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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Validity of a novel computerized screening test system for mild cognitive impairment
Jin-Hyuck Park1, Minye Jung2, Jongbae Kim2
1Department of Bio and Brain Engineering,Korea Advanced Institutes of Science and Technology,Daejeon,South Korea.
International Psychogeriatrics
|June 21, 2018
Summary
The mobile screening test system for mild cognitive impairment (mSTS-MCI) is valid and reliable for detecting MCI in the elderly. This system demonstrates high screening predictability, making it suitable for clinical use.
Area of Science:
- Gerontology
- Neurology
- Medical Technology
Background:
- The mobile screening test system for mild cognitive impairment (mSTS-MCI) was developed for clinical application.
- The clinical utility of mSTS-MCI for differentiating between elderly individuals with MCI and healthy controls requires validation.
- Comparisons between mSTS-MCI and traditional MCI screening tests are lacking.
Purpose of the Study:
- To validate and assess the reliability of the mSTS-MCI.
- To establish definitive cut-off scores for detecting MCI using mSTS-MCI.
Main Methods:
- A study involving 107 healthy elderly participants and 74 elderly participants diagnosed with MCI.
- Concurrent validity was assessed against the Korean version of the Montreal Cognitive Assessment (MoCA-K).
- Test-retest reliability was evaluated over four-week intervals in a subset of 30 participants.
- Receiver Operating Characteristic (ROC) analysis was employed to determine sensitivity, specificity, positive predictive value, and negative predictive value (NPV), alongside cut-off scores.
Main Results:
- The mSTS-MCI demonstrated statistically significant correlations with the MoCA-K, confirming concurrent validity.
- High correlation coefficients were observed for test-retest reliability.
- The mSTS-MCI exhibited a higher negative predictive value (NPV) compared to the MoCA-K in screening predictability.
Conclusions:
- The mSTS-MCI possesses a high degree of validity and reliability.
- The system shows strong screening predictability, supporting its use in clinical settings.
- mSTS-MCI is a viable screening tool for identifying mild cognitive impairment in elderly populations.
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