Predicting ICU in-hospital mortality from text-encoded structured EHR data using adaptive transformer layer fusion

Han Wang, Guoguang Lao, Ruoyun He, Ting Liu, Hejiao Luo, Changqi Qin, Hongying Luo, Yingqi Liu, Junmin Huang, Zihan Wei, Lu Chen, Yongzhi Xu, Ziqian Bi, Junhao Song, Tianyang Wang, Xin Liang Chia, Xuanhe Hou, Huafeng Liu, Junfeng Hao, Chunjie Tian

Open source

DOI
10.1016/j.isci.2026.116135
Published
2026-06
Container
iScience
Publisher
Elsevier BV
Open access
unknown

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Cite this work

BibTeX

@article{allodium:10.1016/j.isci.2026.116135,
  title = {Predicting ICU in-hospital mortality from text-encoded structured EHR data using adaptive transformer layer fusion},
  author = {Han Wang and Guoguang Lao and Ruoyun He and Ting Liu and Hejiao Luo and Changqi Qin and Hongying Luo and Yingqi Liu and Junmin Huang and Zihan Wei and Lu Chen and Yongzhi Xu and Ziqian Bi and Junhao Song and Tianyang Wang and Xin Liang Chia and Xuanhe Hou and Huafeng Liu and Junfeng Hao and Chunjie Tian},
  year = {2026},
  journal = {iScience},
  doi = {10.1016/j.isci.2026.116135},
  url = {https://doi.org/10.1016/j.isci.2026.116135}
}

RIS

TY  - JOUR
TI  - Predicting ICU in-hospital mortality from text-encoded structured EHR data using adaptive transformer layer fusion
AU  - Han Wang
AU  - Guoguang Lao
AU  - Ruoyun He
AU  - Ting Liu
AU  - Hejiao Luo
AU  - Changqi Qin
AU  - Hongying Luo
AU  - Yingqi Liu
AU  - Junmin Huang
AU  - Zihan Wei
AU  - Lu Chen
AU  - Yongzhi Xu
AU  - Ziqian Bi
AU  - Junhao Song
AU  - Tianyang Wang
AU  - Xin Liang Chia
AU  - Xuanhe Hou
AU  - Huafeng Liu
AU  - Junfeng Hao
AU  - Chunjie Tian
PY  - 2026
JO  - iScience
DO  - 10.1016/j.isci.2026.116135
UR  - https://doi.org/10.1016/j.isci.2026.116135
ER  - 

APA

Wang, H., Lao, G., He, R., Liu, T., Luo, H., Qin, C., Luo, H., Liu, Y., Huang, J., Wei, Z., Chen, L., Xu, Y., Bi, Z., Song, J., Wang, T., Chia, X. L., Hou, X., Liu, H., Hao, J., & Tian, C. (2026). Predicting ICU in-hospital mortality from text-encoded structured EHR data using adaptive transformer layer fusion. iScience. https://doi.org/10.1016/j.isci.2026.116135

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