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Early prediction of clinical deterioration in older adults with suspected infection admitted from the emergency department to general wards: a multicenter machine learning study

Crossref DOI link: https://doi.org/10.1186/s12877-026-08161-8

Published Online: 2026-08-25

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

Authors

Hung, Yu-Lun

Cheng, Chu-Yin

Hsu, Ting-Yu

Hsu, Ting-Hsuan

Lin, Chun-Hung Richard

Chiu, I-Min

Kung, Chia-Te

Cheng, Chi-Yung
Funding

Funding for this research was provided by:

Kaohsiung Chang Gung Memorial Hospital (CMRPG8P0411)

Kaohsiung Chang Gung Memorial Hospital (CMRPG8Q0891)
License Information

Text and Data Mining valid from 2026-08-25

Accepted Manuscript valid from 2026-08-25
More Information

Article History

Received: 27 April 2026

Accepted: 18 August 2026

First Online: 25 August 2026

Declarations

Ethics approval and consent to participate: This study was conducted in accordance with the Declaration of Helsinki and was approved by the Institutional Review Board of the Chang Gung Medical Foundation (IRB numbers: 202301582B0 and 202500614B0). Given that the patient data utilized in the analysis was anonymized and de-identified, the ethics committee granted a waiver for informed consent.

Consent for publication: Not applicable.

Competing interests: The authors declare no competing interests.

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