Cargando…
Training a Deep Contextualized Language Model for International Classification of Diseases, 10th Revision Classification via Federated Learning: Model Development and Validation Study
BACKGROUND: The automatic coding of clinical text documents by using the International Classification of Diseases, 10th Revision (ICD-10) can be performed for statistical analyses and reimbursements. With the development of natural language processing models, new transformer architectures with atten...
Autores principales: | Chen, Pei-Fu, He, Tai-Liang, Lin, Sheng-Che, Chu, Yuan-Chia, Kuo, Chen-Tsung, Lai, Feipei, Wang, Ssu-Ming, Zhu, Wan-Xuan, Chen, Kuan-Chih, Kuo, Lu-Cheng, Hung, Fang-Ming, Lin, Yu-Cheng, Tsai, I-Chang, Chiu, Chi-Hao, Chang, Shu-Chih, Yang, Chi-Yu |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
JMIR Publications
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9693720/ https://www.ncbi.nlm.nih.gov/pubmed/36355417 http://dx.doi.org/10.2196/41342 |
Ejemplares similares
-
Automatic International Classification of Diseases Coding System: Deep Contextualized Language Model With Rule-Based Approaches
por: Chen, Pei-Fu, et al.
Publicado: (2022) -
Automatic ICD-10 Coding and Training System: Deep Neural Network Based on Supervised Learning
por: Chen, Pei-Fu, et al.
Publicado: (2021) -
A Deep Learning Model for Classification of Endoscopic Gastroesophageal Reflux Disease
por: Wang, Chi-Chih, et al.
Publicado: (2021) -
Gap Shape Classification using Landscape Indices and Multivariate Statistics
por: Wu, Chih-Da, et al.
Publicado: (2016) -
Predicting Postoperative Mortality With Deep Neural Networks and Natural Language Processing: Model Development and Validation
por: Chen, Pei-Fu, et al.
Publicado: (2022)