Machine Learning in Predicting the Risk of Esophagogastric Variceal Bleeding Among Patients With Liver Cirrhosis: Systematic Review and Meta-Analysis

Yuan Lian, Xinping Qiu, Geli Wang, Nannan Liu, Jing Zhao, Shanshan Song, Shiqi Wang, Mingjun Sun

Open source

DOI
10.2196/78203
Published
2026-04-08
Container
Journal of Medical Internet Research
Publisher
JMIR Publications Inc.
Open access
unknown

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BibTeX

@article{allodium:10.2196/78203,
  title = {Machine Learning in Predicting the Risk of Esophagogastric Variceal Bleeding Among Patients With Liver Cirrhosis: Systematic Review and Meta-Analysis},
  author = {Yuan Lian and Xinping Qiu and Geli Wang and Nannan Liu and Jing Zhao and Shanshan Song and Shiqi Wang and Mingjun Sun},
  year = {2026},
  journal = {Journal of Medical Internet Research},
  doi = {10.2196/78203},
  url = {https://doi.org/10.2196/78203}
}

RIS

TY  - JOUR
TI  - Machine Learning in Predicting the Risk of Esophagogastric Variceal Bleeding Among Patients With Liver Cirrhosis: Systematic Review and Meta-Analysis
AU  - Yuan Lian
AU  - Xinping Qiu
AU  - Geli Wang
AU  - Nannan Liu
AU  - Jing Zhao
AU  - Shanshan Song
AU  - Shiqi Wang
AU  - Mingjun Sun
PY  - 2026
JO  - Journal of Medical Internet Research
DO  - 10.2196/78203
UR  - https://doi.org/10.2196/78203
ER  - 

APA

Lian, Y., Qiu, X., Wang, G., Liu, N., Zhao, J., Song, S., Wang, S., & Sun, M. (2026). Machine Learning in Predicting the Risk of Esophagogastric Variceal Bleeding Among Patients With Liver Cirrhosis: Systematic Review and Meta-Analysis. Journal of Medical Internet Research. https://doi.org/10.2196/78203

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