Accessibility settings

This paper is in the following e-collection/theme issue:

Decision Support for Health Professionals (2175) Clinical Informatics (2203) Clinical Information and Decision Making (3617) Machine Learning (3110) Gastroenterology and Hepatology (198) Artificial Intelligence (4643)

Published on in Vol 14 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/83889, first published .
Doctor reviews patient chart while patient receives IV infusion in clinic.

Prediction of Blood Transfusion Need and Dose in Patients With Upper Gastrointestinal Bleeding: Retrospective Multicenter Prediction Model Study

Prediction of Blood Transfusion Need and Dose in Patients With Upper Gastrointestinal Bleeding: Retrospective Multicenter Prediction Model Study

Authors of this article:

Xiaoyu Li1, 2 Author Orcid Image ;   Yuqin He3 Author Orcid Image ;   Mingyang Hou1 Author Orcid Image ;   Zhi Yu1 Author Orcid Image ;   Shuai Miao1 Author Orcid Image ;   Zhiyong Huang1 Author Orcid Image ;   Min Yang3 Author Orcid Image
Article Authors Cited by Tweetations Metrics

Xiaoyu Li   1, 2 * , PhD ;   Yuqin He   3 * , BMedSci ;   Mingyang Hou   1 , PhD ;   Zhi Yu   1 , PhD ;   Shuai Miao   1 , PhD ;   Zhiyong Huang   1 , PhD, Prof Dr ;   Min Yang   3 , PhD, Prof Dr Med

1 School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China

2 Bioengineering College of Chongqing University, Chongqing University, Chongqing, China

3 Department of Gastroenterology, Daping Hospital, Army Medical Center of PLA, Army Medical University, Chongqing, China

*these authors contributed equally

Corresponding Author:

  • Zhiyong Huang, PhD, Prof Dr
  • School of Microelectronics and Communication Engineering
  • Chongqing University
  • No. 174 Shazheng Street, Shapingba District
  • Chongqing 400044
  • China
  • Phone: 86 023-65678860
  • Email: zyhuang@cqu.edu.cn