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Developing a rapid screening tool for high-risk ICU patients of sepsis: integrating electronic medical records with machine learning methods for mortality prediction in hospitalized patients—model establishment, internal and external validation, and visualization

Crossref DOI link: https://doi.org/10.1186/s12967-025-06102-4

Published Online: 2025-01-21

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Shi, Songchang https://orcid.org/0000-0001-5793-569X
Zhang, Lihui

Zhang, Shujuan

Shi, Jinyang

Hong, Donghuang

Wu, Siqi

Pan, Xiaobin

Lin, Wei https://orcid.org/0000-0002-0455-8752
Funding

Funding for this research was provided by:

Fujian Research and Training Grants for Young and Middle-aged Leaders in Healthcare ((2023)417#)

Fujian Joint Fund for Scientific and Technological Innovation Projects (2023Y9295)

Natural Science Foundation of Fujian Province (2022J011017)

the Innovation Project of Fujian Provincial Health Commission (2021CXA003)

Startup Fund for scientific research, Fujian Medical University (2022QH1282)
License Information

Text and Data Mining valid from 2025-01-21

Version of Record valid from 2025-01-21
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Article History

Received: 9 February 2024

Accepted: 8 January 2025

First Online: 21 January 2025

Declarations

:

: This study was conducted in accordance with the Declaration of Helsinki and approved by The Ethics Committee of Fujian Provincial Hospital (approval number: K2023-12-010). Written informed consent was obtained from all participants.

: Not applicable.

: The authors declare that they have no competing interests.

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