Skip to content
DSML.KZ
Publications

Open Science Framework · August 24, 2026

Clinical Artificial Intelligence Research in Kazakhstan: A Scoping Review of Applications, Methods, and Validation

Shnara Svetlanova, Ainur Bakdauletkyzy Qumar

Shnara Svetlanova
Open via DOI

Abstract

This scoping review will systematically map and characterize clinical artificial intelligence research in Kazakhstan. It will examine the medical and healthcare domains in which artificial intelligence and machine learning are applied, the clinical and health-related tasks addressed, the AI/ML methods and models used, and the approaches to model validation. Particular attention will be given to external validation, explainable AI, prospective clinical evaluation, and reported real-world clinical implementation. The review will follow established methodological guidance for scoping reviews and will be reported in accordance with the PRISMA Extension for Scoping Reviews (PRISMA-ScR).

Artificial Intelligence in Healthcare and EducationArtificial Intelligence in HealthcareArtificial Intelligence Applicationsclinical AImachine learning in healthcareKazakhstan

More by Shnara Svetlanova