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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Risk Factors for Cognitive Impairment in Adults Attending Australian Community-Based Substance Use Treatment Services
Nicole Ridley1,2, Ashley Wheeler3, Heather M Francis3
1Drug and Alcohol Services, South Eastern Sydney Local Health District, Sydney, Australia.
Cognitive impairment is prevalent in substance use disorder treatment, with neurodevelopmental conditions and self-reported difficulties indicating a need for screening. This research identifies key predictors for cognitive impairment in this population.
Area of Science:
- Neuroscience
- Psychiatry
- Public Health
Background:
- Cognitive impairment is common in individuals undergoing treatment for substance use disorders.
- Multiple factors contribute to cognitive issues, and key risk factors for significant impairment remain unclear.
- This ambiguity complicates effective screening and identifying individuals needing comprehensive neuropsychological assessment.
Purpose of the Study:
- To examine clinical characteristics and risk factors for cognitive impairment in individuals in community-based substance use treatment.
- To identify which risk factors predict objective cognitive impairment using a cognitive screening measure.
Main Methods:
- Retrospective analysis of clinical data from 559 individuals in community drug and alcohol services (New South Wales, Australia, 2015-2020).
- Data included risk factors for cognitive impairment, objective cognitive screening, and questionnaire data.
Main Results:
- 72% of clients met criteria for suspected cognitive impairment.
- High rates of modifiable and non-modifiable risk factors were reported.
- Neurodevelopmental conditions, education level, and self-rated cognitive/functional ability significantly predicted Montreal Cognitive Assessment scores.
Conclusions:
- Individuals in substance use treatment exhibit high rates of cognitive impairment risk factors.
- Determining the need for comprehensive cognitive assessment is complex.
- A history of neurodevelopmental conditions or self-reported cognitive/functional difficulties may warrant objective cognitive screening.
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