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Accuracy is not enough: explainable boosting machine model and identification of candidate biomarkers for real-time sepsis risk assessment in the emergency department

Crossref DOI link: https://doi.org/10.1186/s12873-025-01402-w

Published Online: 2025-11-28

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

Authors

Yagin, Fatma Hilal

Aygun, Umran

Colak, Cemil

Alkhalifa, Amal K.

Alzakari, Sarah A.

Aghaei, Mohammadreza
Funding

Funding for this research was provided by:

Albert-Ludwigs-Universität Freiburg im Breisgau
License Information

Text and Data Mining valid from 2025-11-28

Version of Record valid from 2025-11-28
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Article History

Received: 15 July 2025

Accepted: 29 October 2025

First Online: 28 November 2025

Declarations

:

: Not Applicable.

: The Inonu University Health Sciences Non-Interventional Clinical Research Ethics Committee approved this study (approval number: 2025/7095). In the present study, all methods were performed in accordance with the relevant guidelines and regulations, including the Declaration of Helsinki.

: The authors declare no competing interests.

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