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Updated: Aug 13, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
[What is a mild cognitive impairment?]
Florence Portet1, Pierre-Jean Ousset, Jacques Touchon
1Centre mémoire ressources et recherche (CM2R) du Languedoc-Roussillon, neurologie B, Inserm E 361, CHU de Montpellier, 34295 Montpellier. floportet@aol.com
Abstract:
The concept of mild cognitive impairment (MCI) has been proposed by Petersen et al. (1997, 1999) as a nosologic entity referring to elderly persons with mild cognitive deficit without dementia. MCI is being widely used in studies as an intermediate stage between cognitive normalcy and dementia. However, MCI appears to be a heterogeneous clinical entity. Multiple sources of heterogeneity have been described: heterogeneity in aetiological factors (various types of degenerative lesions, vascular risk factors, psychiatric features, association of pathological conditions), heterogeneity in clinical symptoms, and heterogeneity in clinical course with decliners and non decliners presenting stable or reversible cognitive impairment. Thus new criteria of MCI are proposed for use in research but also in clinical practice. MCI may henceforth correspond to the following: (1.) Cognitive complaint emanating from the patient and/or his/her family; (2.) the subject and/or notifying party report a decline in cognitive and/or functional performance relative to previous abilities; (3.) cognitive disorders evidenced by clinical evaluation: impairment in memory and/or another cognitive domain; (4.) cognitive impairment does not have any repercussions on daily life, the subject may report difficulties concerning complex day-to-day activities; (5.) no dementia.
Insights
Mild cognitive impairment (MCI) is a complex condition with varied causes and outcomes. New proposed criteria aim to refine MCI diagnosis for research and clinical practice.
Area of Science:
- Neurology
- Geriatrics
- Cognitive Science
Context:
- Mild cognitive impairment (MCI) is recognized as an intermediate stage between normal cognition and dementia.
- Existing definitions of MCI present heterogeneity in etiological factors, clinical symptoms, and disease progression.
Purpose:
- To propose refined diagnostic criteria for MCI.
- To enhance the utility of MCI classification in research and clinical settings.
Summary:
- MCI is characterized by cognitive complaints, a reported decline in cognitive/functional performance, and clinically evident cognitive deficits.
- Crucially, MCI does not significantly impair daily life activities and is distinct from dementia.
- Proposed criteria address the heterogeneity of MCI by focusing on specific diagnostic features.
Impact:
- The refined criteria aim to improve the consistency and accuracy of MCI diagnosis.
- This could lead to better patient stratification for clinical trials and therapeutic interventions.
- Standardized MCI criteria will facilitate more precise research into cognitive aging and neurodegenerative diseases.
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