Journal of Medical Internet Research

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Autonomous International Classification of Diseases Coding Using Pretrained Language Models and Advanced Prompt Learning Techniques: Evaluation of an Automated Analysis System Using Medical Text

Additionally, Yan et al [15] introduced Rad BERT, an ensemble model combining BERT-base, Clinical-BERT, the robustly optimized BERT pretraining approach (Ro BERTa), and Bio Med-Ro BERTa adapted for radiology. Liu et al [16] evaluated Rad BERT across 3 NLP tasks: abnormal sentence classification, report coding, and report summarization, demonstrating significantly better performance compared with existing transformer language models.

Yan Zhuang, Junyan Zhang, Xiuxing Li, Chao Liu, Yue Yu, Wei Dong, Kunlun He