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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
12:18

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment

Published on: January 11, 2020

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Mild cognitive impairment: a history and the state of current diagnostic criteria

Adam Gerstenecker1, Benjamin Mast2

  • 1Department of Neurology, University of Alabama at Birmingham, Birmingham, AL, 35294USA.

International Psychogeriatrics
|November 6, 2014
PubMed
Abstract

Insights

Diagnostic criteria for mild cognitive impairment (MCI) lack standardization, impacting research consistency. Improving standardization is crucial for accurate MCI diagnosis and understanding its progression to dementia.

Area of Science:

  • Neurology
  • Gerontology
  • Psychiatry

Background:

  • Mild cognitive impairment (MCI) describes cognitive decline without functional impairment.
  • MCI diagnostic criteria have evolved with research advancements.
  • Current MCI criteria present challenges in research and clinical application.

Purpose of the Study:

  • To trace the evolution of MCI diagnostic criteria.
  • To identify limitations in current MCI diagnostic criteria.
  • To highlight the impact of diagnostic inconsistencies on research.

Main Methods:

  • Literature review focusing on MCI conceptualization and criteria.
  • Analysis of research literature for standardization issues.
  • Clinical vignette to illustrate diagnostic limitations.

Main Results:

  • Inconsistent application of MCI criteria due to poor standardization.
  • Prevalence, incidence, and MCI-to-dementia conversion rates are affected by diagnostic variability.
  • Research findings on MCI are inconsistent due to these issues.

Conclusions:

  • Greater standardization of MCI diagnostic criteria is necessary.
  • Recommendations for future research to enhance diagnostic uniformity.
  • Standardization will improve consistency in the MCI research literature.
Keywords:
activities of daily livingcognitive assessmentdementiamild cognitive impairment

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