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Updated: May 12, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Screening for common mental disorders in low resource settings: reasons for caution and a way forward
Ashraf Kagee1, Alexander C Tsai, Crick Lund
1Department of Psychology, Stellenbosch University, Private Bag X1, Matieland, 7602, South Africa.
Abstract:
Recognition of high rates of common mental disorders in many resource-constrained contexts has indicated the need for routine screening of patients attending public health facilities. Screening may facilitate entry into community level psychiatric services for those identified as disordered. Yet, screening instruments will need to ensure high specificity so as to minimise expenditures on treating false positives. Task shifting of screening activities to primary health care staff and lay workers in low income settings may hold some population- level advantages, including greater population coverage, more efficient deployment of health care staff, and the reduction of stigma if specific conditions are met.
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