Pediatric Trauma Severity Assessment and Prognosis Using Automated Scoring Systems
By: D. Dachev, E. Zanzov, K. Tokmakova, S. Lupanov, B. Ivanov, B. Isakov, N. Mavrev and P. Stefanova
References
- Banerjee, Anirban PhD; Silliman, Christopher C. MD, PhD; Moore, Ernest E. MD; Dzieciatkowska, Monika PhD; Kelher, Marguerite MS; Sauaia, Angela MD, PhD; Jones, Kenneth PhD; Chapman, Michael P. MD; Gonzalez, Eduardo MD; Moore, Hunter B. MD; D’Alessandro, Angelo PhD; Peltz, Erik MD; Huebner, Benjamin E. MD; Einerson, Peter MD; Chandler, James; Ghasabayan, Arsen MD; Hansen, Kirk PhD. Systemic hyperfibrinolysis after trauma: a pilot study of targeted proteomic analysis of superposed mechanisms in patient plasma. Journal of Trauma and Acute Care Surgery 84(6):p 929-938, June 2018. | DOI: 10.1097/TA.0000000000001878
- Tepas JJ 3rd, Mollitt DL, Talbert JL, Bryant M. The pediatric trauma score as a predictor of injury severity in the injured child. J Pediatr Surg. 1987 Jan;22(1):14-8. doi: 10.1016/s0022-3468(87)80006-4. PMID: 3102714.
- Kaufmann CR, Maier RV, Rivara FP, Carrico CJ. Evaluation of the Pediatric Trauma Score. JAMA. 1990 Jan 5;263(1):69-72. PMID: 2293691.
- Champion HR, Sacco WJ, Copes WS, Gann DS, Gennarelli TA, Flanagan ME. A revision of the Trauma Score. J Trauma. 1989 May;29(5):623-9. doi: 10.1097/00005373-198905000-00017. PMID: 2657085.
- Arikan AA, Selçuk E, Bayraktar FA. Predicting Outcomes of Penetrating Cardiovascular Injuries at a Rural Center by Different Scoring Systems. Braz J Cardiovasc Surg. 2020 Apr 1;35(2):198-205. doi: 10.21470/1678-9741-2019-0403. PMID: 32369301; PMCID: PMC7199982.
- Yoon SH, Shin SJ, Kim H, Roh YH. Shock index and shock index, pediatric age-adjusted as predictors of mortality in pediatric patients with trauma: A systematic review and meta-analysis. PLoS One. 2024 Jul 18;19(7):e0307367. doi: 10.1371/journal.pone.0307367. PMID: 39024206; PMCID: PMC11257222.
- Nordin A, Coleman A, Shi J, Wheeler K, Xiang H, Acker S, Bensard D, Kenney B. Validation of the age-adjusted shock index using pediatric trauma quality improvement program data. J Pediatr Surg. 2017 Oct 12:S0022-3468(17)30645-0. doi: 10.1016/j.jpedsurg.2017.10.023. Epub ahead of print. PMID: 29108845.
- Nakhjavan-Shahraki B, Yousefifard M, Faridaalaee G, Shahsavari K, Oraii A, Hajighanbari MJ, Karimi P, Mahdizadeh F, Abiri S, Hosseini M. Performance of physiology scoring systems in prediction of in-hospital mortality of traumatic children: A prospective observational study. J Clin Orthop Trauma. 2017 Nov;8(Suppl 2):S43-S48. doi: 10.1016/j.jcot.2017.08.001. Epub 2017 Aug 5. PMID: 29158647; PMCID: PMC5681232.
- Kaya M, Yildirim H, Toprak M, Ulu M. Comparison of Trauma Scoring Systems for Predicting Mortality in Emergency Department Patients with Traffic-Related Multiple Trauma. Diagnostics (Basel). 2025 Jun 19;15(12):1563. doi: 10.3390/diagnostics15121563. PMID: 40564883; PMCID: PMC12191742.
- Fleming S, Thompson M, Stevens R, Heneghan C, Plüddemann A, Maconochie I, Tarassenko L, Mant D. Normal ranges of heart rate and respiratory rate in children from birth to 18 years of age: a systematic review of observational studies. Lancet. 2011 Mar 19;377(9770):1011-8. doi: 10.1016/S0140-6736(10)62226-X. PMID: 21411136; PMCID: PMC3789232.
- van de Maat J, Jonkman H, van de Voort E, Mintegi S, Gervaix A, Bressan S, Moll H, Oostenbrink R. Measuring vital signs in children with fever at the emergency department: an observational study on adherence to the NICE recommendations in Europe. Eur J Pediatr. 2020 Jul;179(7):1097-1106. doi: 10.1007/s00431-020-03601-y. Epub 2020 Feb 8. PMID: 32036433; PMCID: PMC7314716.
- Sendak MP, Ratliff W, Sarro D, Alderton E, Futoma J, Gao M, Nichols M, Revoir M, Yashar F, Miller C, Kester K, Sandhu S, Corey K, Brajer N, Tan C, Lin A, Brown T, Engelbosch S, Anstrom K, Elish MC, Heller K, Donohoe R, Theiling J, Poon E, Balu S, Bedoya A, O’Brien C. Real-World Integration of a Sepsis Deep Learning Technology Into Routine Clinical Care: Implementation Study. JMIR Med Inform. 2020 Jul 15;8(7):e15182. doi: 10.2196/15182. PMID: 32673244; PMCID: PMC7391165.
- Topol EJ. High-performance medicine: the convergence of human and artificial intelligence. Nat Med. 2019 Jan;25(1):44-56. doi: 10.1038/s41591-018-0300-7. Epub 2019 Jan 7. PMID: 30617339.
- Sasser SM, Hunt RC, Faul M, Sugerman D, Pearson WS, Dulski T, Wald MM, Jurkovich GJ, Newgard CD, Lerner EB; Centers for Disease Control and Prevention (CDC). Guidelines for field triage of injured patients: recommendations of the National Expert Panel on Field Triage, 2011. MMWR Recomm Rep. 2012 Jan 13;61(RR-1):1-20. PMID: 22237112.
DOI: https://doi.org/10.2478/ebtj-2026-0013 | Journal eISSN: 2564-615X
Language: English
Page range: 177 - 182
Published on: Jul 23, 2026
Published by: European Biotechnology Thematic Network Association
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year
Keywords:
Related subjects:
© 2026 D. Dachev, E. Zanzov, K. Tokmakova, S. Lupanov, B. Ivanov, B. Isakov, N. Mavrev, P. Stefanova, published by European Biotechnology Thematic Network Association
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.