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This paper is in the following e-collection/theme issue:

Advanced Data Analytics in eHealth (384) Tools, Programs and Algorithms (609) Methods and Instruments in Medical Informatics (437) Machine Learning (3350) Data Science (727)

Published on in Vol 14 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/75655, first published .
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Enhancing Model Generalizability in Medical Artificial Intelligence: Systematic Comparison of Categorical Encoding and Sampling Techniques for Imbalanced Data

Enhancing Model Generalizability in Medical Artificial Intelligence: Systematic Comparison of Categorical Encoding and Sampling Techniques for Imbalanced Data

Authors of this article:

Chien-wei Chuang1, 2 Author Orcid Image ;   Chung-Kuan Wu3, 4, 5, 6 Author Orcid Image ;   Chao-Hsin Wu1, 2 Author Orcid Image ;   Ben-Chang Shia1, 2 Author Orcid Image ;   Mingchih Chen1, 2 Author Orcid Image
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Journals

  1. Rokaya M, Alzain M, Hemdan D, Atwa M, Atlam E. Integrated Personalized Disability-Aware Health Intelligence Under Heterogeneous and Partially Observable Conditions. Journal of Disability Research 2026;5(2) View