Automated grading of short-answer image-based assessments using a hybrid natural language processing–AI framework: validation in radiology education
- DOI
- 10.4103/singaporemedj.smj-2025-302
- Published
- 2026-09-25
- Container
- Singapore Medical Journal
- Publisher
- Ovid Technologies (Wolters Kluwer Health)
- Open access
- unknown
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Cite this work
BibTeX
@article{allodium:10.4103/singaporemedj.smj-2025-302,
title = {Automated grading of short-answer image-based assessments using a hybrid natural language processing–AI framework: validation in radiology education},
author = {Xu Hao Isaac Tan and Zhen Li Samantha Lee and Thida Win and Phua Hwee Tang},
year = {2026},
journal = {Singapore Medical Journal},
doi = {10.4103/singaporemedj.smj-2025-302},
url = {https://doi.org/10.4103/singaporemedj.smj-2025-302}
}RIS
TY - JOUR TI - Automated grading of short-answer image-based assessments using a hybrid natural language processing–AI framework: validation in radiology education AU - Xu Hao Isaac Tan AU - Zhen Li Samantha Lee AU - Thida Win AU - Phua Hwee Tang PY - 2026 JO - Singapore Medical Journal DO - 10.4103/singaporemedj.smj-2025-302 UR - https://doi.org/10.4103/singaporemedj.smj-2025-302 ER -
APA
Tan, X. H. I., Lee, Z. L. S., Win, T., & Tang, P. H. (2026). Automated grading of short-answer image-based assessments using a hybrid natural language processing–AI framework: validation in radiology education. Singapore Medical Journal. https://doi.org/10.4103/singaporemedj.smj-2025-302
Source records
- crossref · retrieved 2026-09-27T00:26:39.912Z