DERIVATION AND INTERNAL VALIDATION OF CRITICAL CARE NEED AND POTENTIALLY INAPPROPRIATE AMBULANCE USE SCORES IN 9,500 EMS ARRIVALS TO A TERTIARY EMERGENCY DEPARTMENT

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Introduction: Emergency medical services (EMS) transport a het erogeneous patient population, ranging from patients requiring critical care to those discharged after limited emergency department (ED) evaluation. Simple scores based on early available variables may help describe these different EMS-arrival phenotypes more consistently. This study aimed to derive and internally validate two practical scores for critical care need (CCN) and potentially inappropriate ambulance use (PIAU) among EMS arrivals to a tertiary ED. Material and Method: This single-center retrospective study included patients transported by the national 112 EMS system to a tertiary academic ED between Jan uary 1, 2018 and December 31, 2018. The CCN outcome was defined as intensive care unit-level admission, transfer for intensive care requirement or ED death. PIAU was defined as green ED triage, ED discharge, no computed tomography or magnetic resonance imaging, no non- radiology clinical consultation and no hospital admission. Separate multivariable logistic regression models were used to derive the CCN and PIAU scores. Beta coefficients were converted into simplified integer points. Discrimination was assessed using receiver operating characteristic curve (AUC) and internal validation was performed using stratified 10-fold cross-validation. Results: A total of 9,500 EMS arrivals were included. Critical care need occurred in 1,018 patients (10.7%), while PIAU was identified in 852 patients (9.0%). The CCN Score showed good discrimination for critical care need, with an AUC of 0.825 and a 10-fold cross-validation AUC of 0.828. At t he optimal cut-off of ≥4 points, sensitivity was 78.6%, specificity was 72.8% and negative predictive value was 96.6%. The PIAU Score also showed good discrimination, with an AUC of 0.853 and a 10-fold cross-validation AUC of 0.856. At the optimal cut-off of ≥11 points, sensitivity was 80.3%, specificity was 81.1% and negative predictive value was 97.6%. Conclusion: The CCN and PIAU scores showed good discrimination for identifying two clinically relevant ends of the EMS-arrival spectrum. These simple point-based tools may support future research on early risk stratification, ED resource planning and EMS system feedback, but they require exte rnal validation before clinical implementation.

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RDL Kalıcı Bağlantı (PID)
https://rdlopen.rawdatalibrary.net/r/ebyu/17104Resmi atıflarda kullanılan kalıcı adres
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AlanDeğerDil
dc.contributor.authorÖzen, Mert
dc.contributor.authorSARI, ABDULLAH
dc.contributor.authorSarı, Zehra özlem Peker
dc.date.accessioned2026-10-18T20:49:19.129371565Z
dc.date.available2026-10-18T20:49:19.129371565Z
dc.date.issued2026
dc.description.abstractIntroduction: Emergency medical services (EMS) transport a het erogeneous patient population, ranging from patients requiring critical care to those discharged after limited emergency department (ED) evaluation. Simple scores based on early available variables may help describe these different EMS-arrival phenotypes more consistently. This study aimed to derive and internally validate two practical scores for critical care need (CCN) and potentially inappropriate ambulance use (PIAU) among EMS arrivals to a tertiary ED. Material and Method: This single-center retrospective study included patients transported by the national 112 EMS system to a tertiary academic ED between Jan uary 1, 2018 and December 31, 2018. The CCN outcome was defined as intensive care unit-level admission, transfer for intensive care requirement or ED death. PIAU was defined as green ED triage, ED discharge, no computed tomography or magnetic resonance imaging, no non- radiology clinical consultation and no hospital admission. Separate multivariable logistic regression models were used to derive the CCN and PIAU scores. Beta coefficients were converted into simplified integer points. Discrimination was assessed using receiver operating characteristic curve (AUC) and internal validation was performed using stratified 10-fold cross-validation. Results: A total of 9,500 EMS arrivals were included. Critical care need occurred in 1,018 patients (10.7%), while PIAU was identified in 852 patients (9.0%). The CCN Score showed good discrimination for critical care need, with an AUC of 0.825 and a 10-fold cross-validation AUC of 0.828. At t he optimal cut-off of ≥4 points, sensitivity was 78.6%, specificity was 72.8% and negative predictive value was 96.6%. The PIAU Score also showed good discrimination, with an AUC of 0.853 and a 10-fold cross-validation AUC of 0.856. At the optimal cut-off of ≥11 points, sensitivity was 80.3%, specificity was 81.1% and negative predictive value was 97.6%. Conclusion: The CCN and PIAU scores showed good discrimination for identifying two clinically relevant ends of the EMS-arrival spectrum. These simple point-based tools may support future research on early risk stratification, ED resource planning and EMS system feedback, but they require exte rnal validation before clinical implementation.
dc.identifier.eissn2148-6190
dc.identifier.endpage336
dc.identifier.issn1305-5151
dc.identifier.issue3
dc.identifier.startpage326
dc.identifier.urihttps://rdlopen.rawdatalibrary.net/r/ebyu/17104
dc.identifier.volume30
dc.language.isoen
dc.relation.ispartofİzmir Eğitim ve Araştırma Hastanesi Tıp Dergisi
dc.rightsinfo:eu-repo/semantics/openAccess
dc.subjectAcil Tıp
dc.subjectYoğun Bakım
dc.subjectTıp
dc.titleDERIVATION AND INTERNAL VALIDATION OF CRITICAL CARE NEED AND POTENTIALLY INAPPROPRIATE AMBULANCE USE SCORES IN 9,500 EMS ARRIVALS TO A TERTIARY EMERGENCY DEPARTMENT
dc.typeArticle
dspace.entity.typePublication
rdl.citation.trdizin0
rdl.departmentPAMUKKALE ÜNİVERSİTESİ
rdl.departmentERZİNCAN BİNALİ YILDIRIM ÜNİVERSİTESİ
rdl.source.indexTRDIZIN