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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Mild cognitive impairment: conceptual, assessment, ethical, and social issues
1Department of Gerontology, Faculty of Social Welfare and Health Sciences, University of Haifa, Haifa, Israel. werner@research.haifa.ac.il
Abstract:
Mild cognitive impairment (MCI) is defined as a condition characterized by newly acquired cognitive decline to an extent that is beyond that expected for age or educational background, yet not causing significant functional impairment. The concept of MCI has received considerable attention in the literature over the past few years, and aspects related to its definition, prevalence, and evolution have been extensively studied and reviewed. Here we attempt to synthesize the implications of the current status of this entity, focusing on the conceptual, methodological, and, in particular, the social and ethical aspects of MCI which have attracted less attention. We discuss the weaknesses of the concept of MCI, which is heterogeneous in etiology, manifestations, and outcomes, and suggest that the emergence of the syndrome at this stage reflects industrial interests related to possible development of drugs for this disorder. On the other hand, the formal diagnosis of MCI, with its implications that the person may develop dementia, may have a grave impact on the psychological state of the individual, at a stage when prediction of outcome is tenuous and possibilities of useful interventions are meager. We present suggestions for the direction of future research in these areas.
Insights
Mild cognitive impairment (MCI) is a condition of cognitive decline not impacting daily function. This review synthesizes MCI
Area of Science:
- Neurology
- Gerontology
- Psychiatry
Background:
- Mild cognitive impairment (MCI) is defined as cognitive decline beyond expected norms but without significant functional impairment.
- The concept of MCI has gained significant attention, with extensive research on its definition, prevalence, and progression.
- Less attention has been paid to the conceptual, methodological, social, and ethical dimensions of MCI.
Purpose of the Study:
- To synthesize the implications of the current understanding of MCI.
- To focus on the under-explored social and ethical aspects of MCI.
- To critically evaluate the concept of MCI and its potential industrial influences.
Main Methods:
- Literature synthesis and critical review.
- Analysis of conceptual and methodological weaknesses of MCI.
- Examination of social and ethical impacts of MCI diagnosis.
Main Results:
- MCI is a heterogeneous condition with varied causes, presentations, and outcomes.
- The rise of MCI may be linked to pharmaceutical industry interests in drug development.
- Formal MCI diagnosis can negatively impact an individual's psychological state due to dementia risk, especially when outcomes are uncertain.
Conclusions:
- The concept of MCI requires critical re-evaluation due to its heterogeneity and potential biases.
- Future research should address the social and ethical implications of MCI.
- Interventions and diagnostic approaches for MCI need careful consideration given the current limitations in prediction and treatment.
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