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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
A Comparative Single-Blind Randomized Controlled Trial With Language Training in People With Mild Cognitive
Eleni Poptsi1, Ioulietta Lazarou1,2, Nefeli Markou1
11 Greek Alzheimer Association, Thessaloniki, Greece.
Cognitive training for mild cognitive impairment (MCI) shows benefits across computer, paper, and oral formats. All three methods of language training proved equally effective in improving cognitive abilities and daily function.
Area of Science:
- Neuroscience
- Cognitive Psychology
- Gerontology
Background:
- Cognitive training is a recognized intervention for individuals experiencing mild cognitive impairment (MCI).
- The optimal delivery format for cognitive training in MCI populations remains underexplored, necessitating comparative studies.
Purpose of the Study:
- To evaluate and compare the efficacy of language-based cognitive training delivered through three distinct formats: computer-based, paper/pencil, and oral instruction.
- To determine if any specific format offers superior benefits for individuals with mild cognitive impairment.
Main Methods:
- Seventy-one participants diagnosed with MCI were randomized into three experimental training groups and two control groups.
- Experimental groups underwent 48 language training sessions over a six-month period, while control groups received either unstructured sessions or were placed on a waiting list.
- Cognitive abilities and daily functioning were assessed using mixed-measures analysis of variance at the study's conclusion.
Main Results:
- Participants in all three experimental training groups demonstrated significant improvements in cognitive abilities compared to control groups.
- Following the six-month intervention, individuals in the computer, paper/pencil, and oral training groups showed enhancements in cognitive function and daily living skills.
- Control groups maintained their baseline cognitive performance and functional status throughout the study period.
Conclusions:
- All three investigated methods of cognitive language training—computer-based, paper/pencil, and oral—yielded comparable and significant positive outcomes for individuals with MCI.
- The findings suggest that the mode of delivery does not influence the effectiveness of cognitive language training for improving cognitive abilities and daily function in MCI.
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