Education and Training Interventions to Improve Emergency Department Triage Accuracy and Decision-Making Among Nurses: A Systematic Review
DOI:
https://doi.org/10.31674/mjn.2026.v18i01.016Abstract
Background: Accurate triage is a critical component of timely emergency care, but there is considerable variation in acuity assignment and mis-triage across Emergency Department (ED) settings. Under-triage has important patient safety implications such as delayed care and unnecessary deterioration. Education and training are common methods for improving triage decision-making, but the most effective methods are unknown. Objectives: To synthesize evidence on education and training interventions used to improve triage accuracy and decision-making among emergency nurses across multiple five-level triage systems, using the Canadian Triage and Acuity Scale (CTAS) as the primary reference framework. Methods: Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines were followed. The search was conducted in the databases Medline/PubMed, Scopus, and Google Scholar up to 16 March 2026. Studies included an assessed education, training, or decision-support intervention targeting triage for emergency nurses. Outcomes were measured as acuity assignment accuracy, under-/over-triage, inter-reliability and decision-making skills. Narrative synthesis was used for the findings because of the heterogeneity in study designs. Results: Seventeen studies met inclusion criteria, spanning CTAS, Emergency Severity Index (ESI), Korean Triage and Acuity Scale (KTAS), Australasian Triage Scale (ATS), and South African Triage Scale (SATS) contexts. Interventions comprised refresher education, mobile and gamified applications, e-learning, simulation, problem-based learning, and electronic decision support. Most studies reported positive findings regarding triage performance post-intervention, but effect sizes varied across systems and settings. Training effects may diminish over time without reinforcement, and barriers to implementation included workload, fatigue, and organizational factors. Conclusion: Structured, interactive, and reinforced methods, including technology-facilitated decision support where available, may contribute to triage competency maintenance and patient safety. However, effects are heterogeneous across triage systems and settings, and findings from non-CTAS systems should not be directly generalized to CTAS.
Keywords:
Canadian Triage and Acuity Scale (CTAS), Decision-Making, Education, Emergency Nursing, Systematic Review, Training, Triage, Triage AccuracyDownloads
References
Alhabdan, N., Alhusain, F., Alharbi, A., Alsadhan, M., Hakami, M., & Masuadi, E. (2019). Exploring emergency department visits: Factors influencing individuals’ decisions, knowledge of triage systems and waiting times. International Journal of Emergency Medicine, 12(1), 35. https://doi.org/10.1186/s12245-019-0254-7
Allen, A. R., Spittal, M. J., Nicolas, C., Oakley, E., & Freed, G. L. (2015). Accuracy and interrater reliability of paediatric emergency department triage. Emergency Medicine Australasia, 27(5), 447–452. https://doi.org/10.1111/1742-6723.12455
Alreshedi, N. M., Alrimali, A. M., Alshammari, W. D., Alreshidi, S. M., Tabugar, D. M., Gonzales, K. A., & Alshammari, N. A. (2025). Effect of a triage educational intervention on nurses’ knowledge and the efficiency of urgent care in Saudi Arabia. The Journal of Continuing Education in Nursing, 56(10), 407–412. https://doi.org/10.3928/00220124-20250630-01
Alshurtan, K. S., Alshammari, F. H., Almarshadi, J. A., Alghaslan, S. A., & Alqahtani, K. F. (2024). Awareness of the importance of triaging in the emergency department in the Kingdom of Saudi Arabia. Signa Vitae, 20(1), 112. https://doi.org/10.22514/sv.2024.006
Atack, L., Rankin, J. A., & Then, K. L. (2005). Effectiveness of a 6-week online course in the Canadian Triage and Acuity Scale for emergency nurses. Journal of Emergency Nursing, 31(5), 436–441. https://doi.org/10.1016/j.jen.2005.07.005
Brosinski, C. M., Riddell, A. J., & Valdez, S. (2017). Improving triage accuracy: A staff development approach. Clinical Nurse Specialist, 31(3), 145–148. https://doi.org/10.1097/NUR.0000000000000291
Butler, K., Anderson, N., & Jull, A. (2023). Evaluating the effects of triage education on triage accuracy within the emergency department: An integrative review. International Emergency Nursing, 70, 101322. https://doi.org/10.1016/j.ienj.2023.101322
Campbell, D., Fetters, L., Getzinger, J., Perko, A., & Slater, S. (2022). A clinical nurse specialist-driven project to improve emergency department triage accuracy. Clinical Nurse Specialist, 36(1), 45–51. https://doi.org/10.1097/NUR.0000000000000641
Chumvanichaya, K., Yuksen, C., Nuanprom, P., & Aramvanitch, K. (2025). A comparison of SIEVE, SORT, and START triage training effectiveness between immersive interactive 3D learning materials using virtual reality (VR-SSST) and traditional methods in mass casualty incidents. International Journal of Emergency Medicine, 18(1), 55. https://doi.org/10.1186/s12245-025-00850-2
Conti, A., Suthar, A. B., Schmitz, P., Macheka, M., Kumwenda, J., & Dube, L. (2022). Implementation of the South African Triage Scale (SATS) in a low-resource setting. African Journal of Emergency Medicine, 12(3), 322–327. https://doi.org/10.1016/j.afjem.2022.03.004
El Arab, R. A., & Al Moosa, O. A. (2025). The role of AI in emergency department triage: An integrative systematic review. Intensive & Critical Care Nursing, 89, 104058. https://doi.org/10.1016/j.iccn.2025.104058
Ghazali, S. A., Abdullah, K. L., Moy, F. M., Ahmad, R., & Hussin, E. O. D. (2020). The impact of adult trauma triage training on decision-making skills and accuracy. International Emergency Nursing, 51, 100889. https://doi.org/10.1016/j.ienj.2020.100889
Gholizadgougjehyaran, H., Motaarefi, H., Sakhaei, S., Ashrafi, M., & Zinalpoor, S. (2022). Effect of virtual triage training on the accuracy of triage of emergency nurses. Scientific Journal of Medical Sciences, 1(1), 17–21. https://www.magiran.com/paper/2654277
Goldstein, L. N., Morrow, L. M., Sallie, T. A., Gathoo, K., Alli, K., Mothopeng, T. M. M., & Samodien, F. (2017). The accuracy of nurse performance of the triage process in a tertiary hospital emergency department in Gauteng Province, South Africa. SAMJ: South African Medical Journal, 107(3), 243–247. https://doi.org/10.7196/SAMJ.2017.v107i3.11118
Hall, J. N., McCarron, J., Toarta, C., & McLeod, S. L., on behalf of the CTAS National Advisory Committee. (2025). Canadian Emergency Department Triage and Acuity Scale (CTAS) guidelines 2025. Canadian Journal of Emergency Medicine, 27, 774–777. https://doi.org/10.1007/s43678-025-00996-1
Hardy, A., & Calleja, P. (2019). Triage education in rural remote settings: A scoping review. International Emergency Nursing, 43, 119–125. https://doi.org/10.1016/j.ienj.2018.09.001
Hinds, T., Kay, B., & Evans, M. (2025). Refresher training for emergency department triage nurses: A scoping review. Australasian Emergency Care, 28(3), 204–212. https://doi.org/10.1016/j.auec.2025.03.006
Hinson, J. S., Martinez, D. A., Schmitz, P. S. K., Toerper, M., Radu, D., Scheulen, J., Stewart de Ramirez, S. A., & Levin, S. (2018). Accuracy of emergency department triage using the Emergency Severity Index and independent predictors of under-triage and over-triage in Brazil: A retrospective cohort analysis. International Journal of Emergency Medicine, 11(1), 3. https://doi.org/10.1186/s12245-017-0161-8
Hong, Q. N., Fàbregues, S., Bartlett, G., Boardman, F., Cargo, M., Dagenais, P., Gagnon, M. P., Griffiths, F., Nicolau, B., O'Cathain, A., Rousseau, M. C., Vedel, I., & Pluye, P. (2018). The Mixed Methods Appraisal Tool (MMAT) version 2018 for information professionals and researchers. Education for Information, 34(4), 285–291. https://doi.org/10.3233/EFI-180221
Jang, K., Jo, E., & Song, K. J. (2021). Effect of problem-based learning on severity classification agreement by triage nurses. BMC Nursing, 20(1), 256. https://doi.org/10.1186/s12912-021-00781-2
Kim, D., Kim, W. Y., & Kim, J.-S. (2026). Unpredictable emergency department cardiac arrest: Clinical features and the limits of early warning scores and triage acuity. BMC Emergency Medicine, 26. https://doi.org/10.1186/s12873-026-01495-x
Kingswell, C. J., Calleja, P., & Sahay, A. (2025). The impact of emergency triage practices on patient safety: A scoping review protocol. Journal of Emergency Nursing, 51(3), 498–503. https://doi.org/10.1016/j.jen.2024.12.002
Liu, T., Gu, Y., Chen, H., Zhang, Y., Zheng, L., Huang, X., Xu, Y., Wen, C., Chen, M., Lin, J., Huang, D., Chen, F., Zhong, Y., Chen, H., Guo, Y., Lu, M., Zhang, G., Wu, H., Wang, C., & Yu, T. (2025). A foundational triage system for improving accuracy in moderate acuity level emergency classifications. Communications Medicine, 5(1), 322. https://doi.org/10.1038/s43856-025-01052-w
Maehle, V., Cooper, K., & Kirkpatrick, P. (2017). Absolute clinical skill decay in the medical, nursing and allied health professions: A scoping review protocol. JBI Database of Systematic Reviews and Implementation Reports, 15(6), 1522–1527. https://doi.org/10.11124/JBISRIR-2016-003094
McLeod, S. L., McCarron, J., Ahmed, T., Grewal, K., Mittmann, N., Scott, S., Ovens, H., Garay, J., Bullard, M., Rowe, B. H., Dreyer, J., & Borgundvaag, B. (2020). Interrater reliability, accuracy, and triage time pre- and post-implementation of a real-time electronic triage decision-support tool. Annals of Emergency Medicine, 75(4), 524–531. https://doi.org/10.1016/j.annemergmed.2019.07.048
Mohebbi, K., Taheri-Ezbarami, Z., Maroufizadeh, S., Pouy, S., & Asgari, F. (2023). Effectiveness of outcome-based pediatric triage education on knowledge and decision making of nursing students in Guilan: A quasi-experimental study. Medbiotech Journal, 7(1), 34-41. https://surl.li/uzxqgy
Moon, S.-H., & Kim, S. O. (2024). Enhancing triage accuracy in emergency nurses: The impact of a game-based triage educational app. International Emergency Nursing, 72, 101398. https://doi.org/10.1016/j.ienj.2023.101398
Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., Chou, R., Glanville, J., Grimshaw, J. M., Hróbjartsson, A., Lalu, M. M., Li, T., Loder, E. W., Mayo-Wilson, E., McDonald, S., & Moher, D. (2021). The PRISMA 2020 statement: An updated guideline for reporting systematic reviews. BMJ, 372, n71. https://doi.org/10.1136/bmj.n71
Pontisidis, G., Bellali, T., Galanis, P., & Polyzos, N. (2024). Effect of triage training on nurses with Emergency Severity Index and Australian Triage Scale: A quasi-experimental study. AIMS Public Health, 11(4), 1049–1070. https://doi.org/10.3934/publichealth.2024054
Rankin, J. A., Then, K. L., & Atack, L. (2013). Can emergency nurses’ triage skills be improved by online learning? Results of an experiment. Journal of Emergency Nursing, 39(1), 20–26. https://doi.org/10.1016/j.jen.2011.07.004
Recznik, C. T., Simko, L. C., Travers, D., & Devido, J. (2019). Pediatric triage education for the general emergency nurse: A randomized crossover trial comparing simulation with paper-case studies . Journal of Emergency Nursing, 45(4), 394–402. https://doi.org/10.1016/j.jen.2019.01.009
Saban, M., Hiura, G., de la Peña, P., Wozniak, A., Heiferman, D., Akbilgic, O., Cichon, M., & Tootooni, S. (2026). Machine learning models powered by emergency medical services data enhance stroke triage in prehospital settings. Scientific Reports, 16, 7139. https://doi.org/10.1038/s41598-026-37069-x
Sax, D. R., Warton, E. M., Mark, D. G., & Reed, M. E. (2025). Emergency department triage accuracy and delays in care for high-risk conditions. JAMA Network Open, 8(5), e258498. https://doi.org/10.1001/jamanetworkopen.2025.8498
Sjöstedt, H., Habbouche, S., Holmqvist, L., & Celind, J. (2026). Reduced overtriage is associated with increased patient flow at pediatric emergency department. Scandinavian Journal of Trauma, Resuscitation and Emergency Medicine, 34, 47. https://doi.org/10.1186/s13049-026-01573-w
Varndell, W., Hodge, A., & Fry, M. (2019). Triage in Australian emergency departments: Results of a New South Wales survey. Australasian Emergency Care, 22(2), 81–86. https://doi.org/10.1016/j.auec.2019.01.003
Vatnøy, T. K., Fossum, M., Smith, N., & Slettebø, S. (2013). Triage assessment of registered nurses in the emergency department. International Emergency Nursing, 21(2), 89–96. https://doi.org/10.1016/j.ienj.2012.06.004
Wolf, L. A., Delao, A. M., Perhats, C., Moon, M. D., & Zavotsky, K. E. (2018). Triaging the emergency department, not the patient: United States emergency nurses’ experience of the triage process. Journal of Emergency Nursing, 44(3), 258–266. https://doi.org/10.1016/j.jen.2017.06.010
Zagalioti, S.-C., Fyntanidou, B., Exadaktylos, A., Lallas, K., & Ziaka, M. (2023). The first positive evidence that training improves triage decisions in Greece: : evidence from emergency nurses at an Academic Tertiary Care Emergency Department. BMC Emergency Medicine, 23(1), 60. https://doi.org/10.1186/s12873-023-00827-5
Zagalioti, S.-C., & Ziaka, M. (2025). An effective triage education method for triage nurses: An overview and update. Open Access Emergency Medicine, 17, 105–112. https://doi.org/10.2147/OAEM.S498085
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 The Malaysian Journal of Nursing (MJN)

This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.


































