Implementation of specialised attention mechanisms: ICD-10 classification of Gastrointestinal discharge summaries in English, Spanish and Swedish

Author:

Blanco Alberto,Remmer Sonja,Pérez Alicia,Dalianis Hercules,Casillas Arantza

Funder

Spain Ministry of Science and Innovation

European Commission

Federación Española de Enfermedades Raras

Eusko Jaurlaritza

Nvidia

Norges Forskningsråd

Ministerio de Ciencia e Innovación

Publisher

Elsevier BV

Subject

Health Informatics,Computer Science Applications

Reference47 articles.

1. WHO, International Classification of Diseases (ICD) (2016). URL: http://www.who.int/classifications/icd/en/ (accessed 2021-04-14).

2. A. Jacobsson, L. Serdén, Kodningskvalitet i patientregistret (2013). URL: https://www.socialstyrelsen.se/globalassets/sharepoint-dokument/artikelkatalog/statistik/2013-3-10.pdf (in Swedish).

3. Extreme multi-label ICD classification: Sensitivity to hospital service and time;Blanco;IEEE Access,2020

4. Domain-specific language model pretraining for biomedical natural language processing;Gu;ACM Trans. Comput. Healthcare (HEALTH),2021

5. J. Devlin, M. Chang, K. Lee, K. Toutanova, BERT: pre-training of deep bidirectional transformers for language understanding, in: J. Burstein, C. Doran, T. Solorio (Eds.), Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2019, Minneapolis, MN, USA, June 2–7, 2019, vol. 1 (Long and Short Papers), Association for Computational Linguistics, 2019, pp. 4171–4186. https://doi.org/10.18653/v1/n19-1423. URL: https://doi.org/10.18653/v1/n19-1423.

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