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Comparative performance of manual triage systems and ML models in predicting clinical outcomes among patients transported to the emergency department by emergency medical services

Crossref DOI link: https://doi.org/10.1186/s12873-026-01595-8

Published Online: 2026-04-24

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

Authors

Selvi, Hüseyin

Kalafat, Utku Murat

Fettahoğlu, Salih

Fettahoğlu, Süreyya Tuba

Yeniyurt, Bilal

Güner, Muhammed

Bala, Efe Demir

Basa Kalafat, Ayşe Fethiye

Tapkan, Rabia Birsen

Doğan, Serkan
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Text and Data Mining valid from 2026-04-24

Version of Record valid from 2026-06-08
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Article History

Received: 11 February 2026

Accepted: 20 April 2026

First Online: 24 April 2026

Declarations

:

: The study was conducted in accordance with the principles of the Declaration of Helsinki. Ethical approval was obtained from the Clinical Research Ethics Committee of Kanuni Sultan Süleyman Training and Research Hospital, İstanbul, Türkiye (Approval No: KAEK/2025.06.150). Written informed consent was obtained from all included participants or their legal proxies prior to study inclusion. Patients for whom consent could not be obtained were excluded, which may have introduced selection bias.

: Not Applicable.

: The authors declare no competing interests.

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