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Updated: May 17, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Mild cognitive impairment in a community sample: the Sydney Memory and Ageing Study
Henry Brodaty1, Megan Heffernan, Nicole A Kochan
1Primary Dementia Collaborative Research Centre, School of Psychiatry, University of New South Wales, New South Wales, Australia. h.brodaty@unsw.edu.au
Mild cognitive impairment (MCI) incidence is higher than previously thought, especially in men and for single-domain MCI. While multidomain amnestic MCI most often progresses to dementia, MCI diagnoses, particularly single-domain, can be unstable over time.
Area of Science:
- Gerontology
- Neurology
- Epidemiology
Background:
- Mild cognitive impairment (MCI) is a significant risk factor for dementia.
- Understanding MCI subtypes, progression, and stability is crucial for early intervention and dementia prevention strategies.
Purpose of the Study:
- To determine the incidence rates of various Mild Cognitive Impairment (MCI) subtypes.
- To investigate the progression rates of MCI to dementia.
- To assess the stability of MCI classification over a two-year period.
Main Methods:
- A population-based longitudinal study, the Sydney Memory and Ageing Study, followed 873 community-dwelling adults aged 70-90 years for two years.
- Neuropsychological testing across five cognitive domains was used to diagnose no cognitive impairment, MCI, or dementia.
- Standardized diagnostic criteria were applied to classify cognitive status.
Main Results:
- The overall incidence of MCI was 104.6 per 1000 person-years, notably higher in men (156.8) than women (70.3).
- Incidence rates varied by subtype: amnestic MCI (single-domain 47.7, multiple-domain 7.9) and nonamnestic MCI (single-domain 45.0, multiple-domain 3.9).
- The 2-year progression to dementia from MCI was 4.8%, highest in multidomain amnestic MCI (9.1%), with 28.2% of MCI cases reverting to normal cognition.
Conclusions:
- MCI incidence, particularly for single-domain and in men, is higher than previously reported.
- Multidomain amnestic MCI presents the highest risk for dementia progression.
- The diagnosis of MCI, especially single-domain MCI, demonstrates significant instability, highlighting the need for careful diagnostic interpretation.
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