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Generic medical concept embedding and time decay for diverse patient outcome prediction tasks

Many fields, including Natural Language Processing (NLP), have recently witnessed the benefit of pre-training with large generic datasets to improve the accuracy of prediction tasks. However, there exist key differences between the longitudinal healthcare data (e.g., claims) and NLP tasks, which mak...

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Detalles Bibliográficos
Autores principales: Li, Yupeng, Dong, Wei, Ru, Boshu, Black, Adam, Zhang, Xinyuan, Guan, Yuanfang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9418804/
https://www.ncbi.nlm.nih.gov/pubmed/36039302
http://dx.doi.org/10.1016/j.isci.2022.104880