Augmenting Infrequent Relationships in Clinical Language Models with Graph-Encoded Hierarchical Ontologies

Author:

Ramchand SurajORCID,Xie XianghuaORCID

Publisher

Springer Nature Switzerland

Reference23 articles.

1. Choi, E., Bahadori, M.T., Song, L., Stewart, W.F., Sun, J.: GRAM: graph-based attention model for healthcare representation learning (2017)

2. Choi, E., et al.: Learning the graphical structure of electronic health records with graph convolutional transformer (2020)

3. Devlin, J., Chang, M.W., Lee, K., Toutanova, K.: BERT: pre-training of deep bidirectional transformers for language understanding. In: Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, pp. 4171–4186 (2019)

4. Diaz Ochoa, J.G., Mustafa, F.E.: Graph neural network modelling as a potentially effective method for predicting and analyzing procedures based on patients’ diagnoses. Artif. Intell. Med. 131, 102359 (2022). https://doi.org/10.1016/j.artmed.2022.102359, https://www.sciencedirect.com/science/article/pii/S0933365722001245

5. Fernández, A., et al.: Prediction models to estimate hospitalization, intensive care unit admission, and mortality risk using machine learning and natural language processing of electronic health records in Covid-19 patients: protocol for a retrospective cohort study. JMIR Res. Protoc. 10(3), e26084 (2021)

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