Author

Kang-Su Ha

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Review Open access Jul 2026

A Structural Labeling-File Audit and Secondary Model-Output Evaluation of Korean Specialized and Essential Medical Knowledge Datasets for Medical AI Research

The public training/validation labeling files showed favorable basic structural completeness, but the unavailable test labels, multiple-choice predominance, domain imbalance, limited record-level provenance, and incomplete model-package traceability constrain claims of clinical readiness.

Mi-Ae Yang, Kang-Su Ha · BioMedInformatics · 0 citations

Review Open access Aug 2026

A Human-Governed Clinical Informatics Framework for Safe AI-Assisted Mental Health Counseling: Secondary Framework Development and Requirement Mapping Study

AI-assisted mental health counseling should be implemented as a governed clinical information workflow rather than as an autonomous diagnostic or documentation pathway, to establish clinical safety or clinical effectiveness.

Mi-Ae Yang, Kang-Su Ha · JMIR Formative Research · 0 citations