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Updated: May 12, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
[Early Mental Test--developing a screening test for mild cognitive impairment]
János Kálmán1, Magdolna Pákáski, Ildikó Hoffmann
1Szegedi Tudományegyetem, Altalános Orvostudományi Kar, Pszichiátriai Klinika, Alzheimer-kór Kutató Csoport, Szeged.
The Early Mental Test (EMT) 6.2 effectively screens for mild cognitive impairment (MCI) with 69% accuracy. Further development is needed, but it shows promise as a tool for primary care physicians.
Area of Science:
- Neurology
- Psychometrics
- Geriatrics
Background:
- Mild cognitive impairment (MCI) is a precursor to dementia, crucial for early Alzheimer's Disease detection.
- Developing accessible screening tools for primary care is essential for timely intervention.
- The Early Mental Test (EMT) aims to be a user-friendly instrument for physicians.
Purpose of the Study:
- To validate the 6.2 version of the Early Mental Test (EMT) for screening mild cognitive impairment.
- To assess the psychometric properties of the EMT 6.2.
- To evaluate its suitability for primary care settings.
Main Methods:
- 132 subjects over 55 years old, with Mini-Mental State Examination (MMSE) scores of at least 20, were included.
- Psychometric evaluation involved the Alzheimer's Disease Assessment Scale-Cognitive subscale (ADAS-Cog) and EMT 6.2.
- Statistical analysis was performed using SPSS v.17.00.
Main Results:
- EMT 6.2 demonstrated a 69% sensitivity, 69% specificity, and 69% accuracy at a cut-off of 3.45.
- Internal consistency (Cronbach's alpha) for EMT 6.2 was 0.667, outperforming ADAS-Cog (0.446).
- Memory and fluency subtests showed significant power in differentiating MCI from control groups.
Conclusions:
- EMT 6.2 is a rapid and simple MCI screening tool with performance comparable to MMSE.
- The test requires further refinement to enhance its clinical utility.
- EMT 6.2 shows potential for early detection of cognitive decline in primary care.
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