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Related Experiment Video

Updated: Jan 22, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
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Verbal fluency as a screening tool for mild cognitive impairment.

Michelle McDonnell1, Lauren Dill2, Stella Panos3,4

  • 1Loma Linda VA Healthcare System, Loma Linda, CA, USA.

International Psychogeriatrics
|July 2, 2019
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Summary

Semantic and phonemic fluency effectively distinguish normal aging, mild cognitive impairment, and Alzheimer's disease. Semantic fluency showed greater predictive power for accurate dementia screening.

Keywords:
Alzheimer’s diseasedementiamild cognitive impairmentscreening

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Area of Science:

  • Neuropsychology
  • Gerontology
  • Cognitive Science

Background:

  • Early and accurate diagnosis of dementia is crucial for effective patient management.
  • Distinguishing between normal aging, amnestic-Mild Cognitive Impairment (a-MCI), and Alzheimer's disease (AD) presents a clinical challenge.
  • Verbal fluency tests are commonly used in neuropsychological assessments.

Purpose of the Study:

  • To assess the diagnostic utility of semantic (e.g., animal naming) and phonemic (e.g., FAS) verbal fluency tasks.
  • To determine the ability of these fluency measures to discriminate between normal aging, a-MCI, and AD.
  • To identify which type of verbal fluency is a stronger predictor of diagnostic classification.

Main Methods:

  • Utilized binary logistic regressions, multinomial regressions, and discriminant analysis.
  • Evaluated 232 participants (99 normal aging, 90 a-MCI, 43 AD) with a mean age of 65.75 years.
  • Administered the Mini-Mental State Examination (MMSE) and the Controlled Oral Word Association Test.

Main Results:

  • Both semantic and phonemic fluency significantly predicted diagnostic classification.
  • Semantic fluency accounted for a larger proportion of the discriminant ability within the predictive model.
  • Verbal fluency measures demonstrated efficacy in differentiating cognitive statuses.

Conclusions:

  • Verbal fluency, especially semantic fluency, serves as a valuable tool for screening cognitive decline.
  • These findings suggest that verbal fluency tests can be efficient in identifying potential dementia cases in clinical settings.
  • Semantic fluency may offer a more robust indicator for early detection of neurodegenerative conditions.