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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Screening Older Adults for Mental Disorders.
Gary J Kennedy1, Mirnova E Ceïde2
1Division of Geriatric Psychiatry, Department of Psychiatry and Behavioral Science, Montefiore Medical Center, Albert Einstein College of Medicine, 111 East 210th Street, Bronx, NY 10467, USA.
Detecting mental health issues like depression, anxiety, and cognitive impairment in older adults is crucial. Early screening and assessment using common instruments can improve outcomes and reduce disability.
Area of Science:
- Gerontology
- Psychiatry
- Cognitive Science
Background:
- Mental health disorders, including depression, anxiety, and cognitive impairment, frequently cause avoidable disability in older adults.
- Effective detection of these conditions in late life offers benefits such as reduced patient burden and costs.
- The utility of screening hinges on its integration with diagnosis, intervention, and outcome assessment.
Purpose of the Study:
- To review common instruments for screening and assessing depression, anxiety, and cognitive impairment in older adults.
- To emphasize the importance of aligning screening with subsequent diagnostic and treatment pathways.
- To highlight the established link between screening, treatment, and outcomes for depression, and the developing evidence for anxiety and cognitive impairment.
Main Methods:
- Review of established and commonly used screening and assessment tools for geriatric mental health conditions.
- Discussion of the clinical utility of screening within a comprehensive care framework.
- Examination of the evidence linking screening, intervention, and patient outcomes.
Main Results:
- Several common instruments are available for screening and assessing depression, anxiety, and cognitive impairment in older adults.
- The effectiveness of screening is maximized when integrated into a system that includes diagnosis, treatment, and outcome monitoring.
- The evidence base for the screening-treatment-outcome link is strongest for depression, with growing support for anxiety and cognitive impairment.
Conclusions:
- Screening for depression, anxiety, and cognitive impairment in older adults is essential for reducing disability.
- The judicious selection and application of validated instruments are key to effective assessment.
- Integrating screening into a continuum of care, from diagnosis to outcome assessment, is critical for maximizing clinical utility and patient benefit.
Related Concept Videos
Diagnostic and Statistical Manual of Mental Disorders (DSM)
Cognitive Development During Adulthood
Pharmacodynamics in Geriatric Patients: Effects of Age
Drug Dosing: Geriatric Patients

