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Updated: Jun 5, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Maximally efficient two-stage screening: Determining intellectual disability in Taiwanese military conscripts
Chia-Chang Chien1, Shu-Fen Huang, For-Wey Lung
1Department of Psychiatry, Kaohsiung Armed Forces General Hospital, Kaohsiung, Taiwan;
This study introduces a two-stage window screening method for identifying intellectual disability in military conscripts. This method is more accurate and cost-effective than traditional screening, potentially allowing the Wisconsin Card Sorting Test to replace the Wechsler Adult Intelligence Scale-Revised for large-scale intelligence assessments.
Area of Science:
- Psychological assessment
- Neuroscience
- Military health
Background:
- Large-scale intelligence screening is crucial for military conscription.
- Existing methods may lack efficiency and cost-effectiveness.
- Identifying intellectual disability (ID) early is essential for military placement.
Purpose of the Study:
- To apply a novel two-stage screening method for large-scale intelligence screening of military conscripts.
- To evaluate the efficacy of the Wisconsin Card Sorting Test (WCST) in identifying intellectual disability.
- To compare the accuracy and cost-effectiveness of different screening approaches.
Main Methods:
- 99 military conscripts with limited educational backgrounds participated.
- Participants underwent the Wisconsin Card Sorting Test (WCST) and Wechsler Adult Intelligence Scale-Revised (WAIS-R).
- Logistic regression and receiver operating characteristic (ROC) curve analysis were employed.
Main Results:
- The conceptual level responses (CLR) index of the WCST significantly predicted intellectual disability (ID; FIQ ≤ 84).
- An optimal CLR cut-off point of 66 was identified, with two cut-off points at 49 and 66.
- Two-stage window screening demonstrated increased area under the curve and positive predictive value compared to two-stage positive screening.
- Cost reduction of 59% was observed with the two-stage window screening method.
Conclusions:
- The two-stage window screening method is superior in accuracy and economy compared to two-stage positive screening.
- The WCST shows potential as a replacement for the WAIS-R in future large-scale ID screenings.
- This study provides a model for implementing efficient two-stage screening protocols in military populations.
Related Concept Videos
Intellectual Disability
Binet's Contribution to Measures of Intelligence

