Clinical Named Entity Recognition (CNER) is a critical task which aims to identify and classify clinical terms in electronic medical records. In recent years, deep neural networks have achieved significant succ
Named entity recognition is a fundamental and crucial task in medical natural language processing problems. In medical fields, Chinese clinical named entity recognition identifies boundaries and types of medical entities from unstructured text such as electronic medical records. Recently, a composition ...
36 Commits crawl_data data data_reader figures model pretrained_model_PyTorch README.md main.py model.py README Introduction Code for paperChinese clinical named entity recognition with variant neural structures based on BERT methods Paper url:https://www.sciencedirect.com/science/article/pii/S15320...
[26] proposed BiLSTM-CRF-based cross-domain migration to improve Chinese clinical named entity recognition for example (e.g., disease, symptom, drug, anatomy), and obtained an F1_score of 85.43% in comparison with other models. Duppati et al. proposed a deep learning-based entity recognition...
git config --global user.name userName git config --global user.email userEmail CCKS2019 Chinese Clinical NER The word2vec BiLSTM-CRF model for CCKS2019 Chinese clinical named entity recognition. Dependencies python 3.6 gensim 3.4.0 jieba 0.39 ...
BMC Bioinformatics 2018, 19(Suppl 17):499 https://doi.org/10.1186/s12859-018-2467-9 RESEARCH Open Access A multitask bi-directional RNN model for named entity recognition on Chinese electronic medical records Shanta Chowdhury1, Xishuang Dong1, Lijun Qian1, Xiangfang Li1*, Yi Guan2, ...
Leveraging Multi-source knowledge for Chinese clinical named entity recognition via relational graph convolutional network. J Biomed Inform. 2022;128:104035. Article PubMed Google Scholar Fries JA, Steinberg E, Khattar S, et al. Ontology-driven weak supervision for clinical entity classification in...
Li, X., Zhang, H., Zhou, X.H.: Chinese clinical named entity recognition with variant neural structures based on BERT methods. J. Biomed. Inf. 107, 103422 (2020) Article Google Scholar Lin, B.Y., Xu, F.F., Luo, Z., Zhu, K.: Multi-channel BiLSTM-CRF model for emerging name...
Clinical named entity recognition Convolutional neural network Attention mechanism Residual structure 1. Introduction Named entity recognition (NER) is a fundamental and critical task for other natural language processing (NLP) tasks like relation extraction. With the explosive growth of medical data, clin...
Chinese clinical named entity recognition based on stroke elmo and multi-task learning(in chinese) Chinese Journal of Computers, 43 (10) (2020), pp. 1943-1957 Google Scholar [81] Y. Meng, W. Wu, F. Wang, X. Li, P. Nie, F. Yin, M. Li, Q. Han, X. Sun, J. Li, Glyce: Gl...