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Natural Language Processing (1340) Imaging Informatics (511) Machine Learning (3350) Generative Language Models Including ChatGPT (1646) AI Language Models in Health Care (838) Applications of AI (1101)

Published on in Vol 14 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/103912, first published .
Doctor examining spine X-ray with medical scans on computer screen.

Reducing Annotation Costs Using Knowledge Distillation for Label‑Efficient Negation Detection in Radiology Reports: Multisite Internal Validation Study

Reducing Annotation Costs Using Knowledge Distillation for Label‑Efficient Negation Detection in Radiology Reports: Multisite Internal Validation Study

Authors of this article:

Kung-Hsun Weng1 Author Orcid Image ;   Bo-Lin Huang1 Author Orcid Image ;   Yu-Ting Kuo1, 2, 3 Author Orcid Image ;   Yi-Chen Chou1 Author Orcid Image ;   Tsyh-Jyi Hsieh1 Author Orcid Image ;   Chung-Feng Liu1 Author Orcid Image
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