Training a Deep Contextualized Language Model for International Classification of Diseases, 10th Revision Classification via Federated Learning: Model Development and Validation Study.
Pei-Fu ChenTai-Liang HeSheng-Che LinYuan-Chia ChuChen-Tsung KuoFeipei LaiSsu-Ming WangWan-Xuan ZhuKuan-Chih ChenLu-Cheng KuoFang-Ming HungYu-Cheng LinI-Chang TsaiChi-Hao ChiuShu-Chih ChangChi-Yu YangPublished in: JMIR medical informatics (2022)
Federated learning was used to train the ICD-10 classification model on multicenter clinical text while protecting data privacy. The model's performance was better than that of models that were trained locally.