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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Tablet-Based Cognitive Impairment Screening for Adults With HIV Seeking Clinical Care: Observational Study
Leah H Rubin1, Joan Severson2, Thomas D Marcotte3
1Johns Hopkins University, Baltimore, MD, United States.
Cognitive impairment is common in people with HIV. An iPad-based screener, the Brain Baseline Assessment of Cognition and Everyday Functioning (BRACE), is feasible for clinic use and shows good psychometric properties for identifying cognitive deficits.
Area of Science:
- Neuroscience
- Public Health
- Medical Technology
Background:
- Neurological complications, including cognitive impairment, are prevalent in people with HIV (PWH) despite antiretroviral therapy.
- Routine cognitive screening is not standard practice in HIV clinics, potentially delaying diagnosis and intervention.
Purpose of the Study:
- To assess the feasibility of implementing an iPad-based cognitive impairment screener (BRACE) in adults receiving HIV care.
- To evaluate the psychometric properties, including reliability and validity, of the BRACE tool.
- To identify predictors of cognitive impairment using the BRACE screener.
Main Methods:
- A convenience sample of 404 adults with HIV completed the Brain Baseline Assessment of Cognition and Everyday Functioning (BRACE) on an iPad.
- BRACE includes tests of psychomotor speed, set-shifting, processing speed, and visual-spatial learning.
- Test-retest reliability and validity were assessed in subgroups; predictors were examined using electronic medical record data.
Main Results:
- BRACE was completed in a mean of 12 minutes. Cognitive impairment was identified in 17-44% of participants across individual tests, with 25% global impairment.
- Good test-retest reliability was observed (0.81 at 4 weeks, 0.63 at ~1 year), with no significant practice effects.
- BRACE demonstrated strong validity against a lengthier cognitive battery (r=0.63, 84% sensitivity, 94% specificity).
Conclusions:
- The iPad-based BRACE tool is feasible for implementation in routine HIV clinic settings.
- BRACE exhibits favorable psychometric properties, making it a reliable and valid instrument for cognitive screening.
- This tool can aid in addressing the ongoing concern of cognitive impairment among people with HIV.
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