A model of integrating convolution and BiGRU dual-channel mechanism for Chinese medical text classifications

X Li, Y Zhang, J Jin, F Sun, N Li, S Liang - Plos one, 2023 - journals.plos.org
Recently, a lot of Chinese patients consult treatment plans through social networking
platforms, but the Chinese medical text contains rich information, including a large number …

An Improved Double Channel Long Short‐Term Memory Model for Medical Text Classification

S Liang, X Chen, J Ma, W Du… - Journal of healthcare …, 2021 - Wiley Online Library
There are a large number of symptom consultation texts in medical and healthcare Internet
communities, and Chinese health segmentation is more complex, which leads to the low …

A novel neural network-based method for medical text classification

L Qing, W Linhong, D Xuehai - Future Internet, 2019 - mdpi.com
Medical text categorization is a specific area of text categorization. Classification for medical
texts is considered a special case of text classification. Medical text includes medical records …

Medical text classification using hybrid deep learning models with multihead attention

SK Prabhakar, DO Won - Computational intelligence and …, 2021 - Wiley Online Library
To unlock information present in clinical description, automatic medical text classification is
highly useful in the arena of natural language processing (NLP). For medical text …

Classification of traditional chinese medicine cases based on character-level bert and deep learning

Z Song, Y Xie, W Huang, H Wang - 2019 IEEE 8th Joint …, 2019 - ieeexplore.ieee.org
As one of the traditional cultures of our country, Traditional Chinese Medicine (TCM) has
received more and more attention. As a valuable asset inherited from ancient times, TCM …

Research on medical text classification based on improved capsule network

Q Zhang, Q Yuan, P Lv, M Zhang, L Lv - Electronics, 2022 - mdpi.com
In the medical field, text classification based on natural language process (NLP) has shown
good results and has great practical application prospects such as clinical medical value …

Chinese text classification with feature fusion

W Yan, W Huyan, Y Bengong - Data Analysis and …, 2021 - manu44.magtech.com.cn
[Objective] This paper proposes a new classification model for Chinese texts, aiming to
address the issues of weak structure, spelling errors or homonyms in the texts.[Methods] We …

A novel deep-learning-based model for medical text classification

Z Shen, S Zhang - Proceedings of the 2020 9th International Conference …, 2020 - dl.acm.org
In recent years, with development of the Internet hospitals and natural language processing
technology, intelligent medical guidance based on machine learning has been gained …

Traditional Chinese medicine clinical records classification with BERT and domain specific corpora

L Yao, Z Jin, C Mao, Y Zhang… - Journal of the American …, 2019 - academic.oup.com
Abstract Traditional Chinese Medicine (TCM) has been developed for several thousand
years and plays a significant role in health care for Chinese people. This paper studies the …

Feature-enhanced nonequilibrium bidirectional long short-term memory model for chinese text classification

H Huan, J Yan, Y Xie, Y Chen, P Li, R Zhu - IEEE Access, 2020 - ieeexplore.ieee.org
This article proposes a model for Chinese text classification based on a feature-enhanced
nonequilibrium bidirectional long short-term memory (Bi-LSTM) network that analyzes …