The Impact of a Bayesian Network for Pre-Hospital Decision-Support after Trauma

M Marsden - 2020 - qmro.qmul.ac.uk
… systems concentrate patients and resources at a few highvolume trauma centres. The …
Analysis of current practice suggests that clinicians both over-triage and under-triage.In doing so, …

A comprehensive analysis of undertriage in a mature trauma system using geospatial mapping

G Maish III, M Horst, CT Brown, M Morgan… - Journal of Trauma …, 2021 - journals.lww.com
trauma patients to trauma centers (TCs) is essential. We sought to determine the percentage
of patients who were undertriaged within the Pennsylvania (PA) trauma … empirical Bayesian

Which pre-hospital triage parameters indicate a need for immediate evaluation and treatment of severely injured patients in the resuscitation area?

KO Jensen, R Heyard, D Schmitt, L Mica… - … Journal of Trauma and …, 2019 - Springer
… the rate of over-triage without drastically increasing the rate of under-triage, we applied a …
First, the inclusion probabilities are calculated with modern Bayesian variable selection …

Paediatric major incident triage and the use of machine learning techniques to develop an alternative triage tool with improved performance characteristics

S Chernbumroong, J Vassallo, NS Malik, Y Xu… - medRxiv, 2021 - medrxiv.org
… Statistical analysis was performed to determine the sensitivity and specificity of the triage
tools in detecting the outcomes of interest; under triage (1-sensitivity) and over-triage (1-…

Accuracy of prehospital triage systems for mass casualty incidents in trauma register studies-A systematic review and meta-analysis of diagnostic test accuracy studies

CE Marcussen, KB Bräuner, H Alstrøm, AM Møller - Injury, 2022 - Elsevier
… admission to the hospital or emergency department. If the time frame is too short it may lead
to undertriage of the P1s, whereas too long timeframes may cause overtriage. Consensus in …

Improving Trauma System Effectiveness Through Optimisation of A Major Trauma Triage Tool

H Nnajiuba - 2024 - qmro.qmul.ac.uk
Overtriage occurs when patients without severe injury … taken to high level trauma centres
whereas undertriage occurs when … trauma care are instead taken to non-trauma centres or low-…

Avoiding Cribari gridlock 2: The standardized triage assessment tool outperforms the Cribari matrix method in 38 adult and pediatric trauma centers

JW Roden-Foreman, NR Rapier, ML Foreman… - Injury, 2021 - Elsevier
… Thirty-eight adult and pediatric US trauma centers submitted data for 97,282 encounters.
Mixed models estimated the effects of overtriage and undertriage versus appropriate triage on …

Machine learning-based injury severity prediction of level 1 trauma center enrolled patients associated with car-to-car crashes in Korea

JS Kong, KH Lee, OH Kim, HY Lee, CY Kang… - Computers in biology …, 2023 - Elsevier
… predictions, such as over-triage (false positive ratio) and under-triage (false negative ratio) …
under-triage levels prior to evaluating the predictive performance in clinical assessments. …

An analysis of pediatric trauma center undertriage in a mature trauma system

AT Rogers, MA Horst, TM Vernon… - Journal of Trauma …, 2019 - journals.lww.com
… and suggests a maximum undertriage rate (UTR) of less than 5% and an overtriage rate of
… with small volumes of trauma cases, we calculated a spatial empirical Bayesian smoothed …

Development of a concise injury severity prediction model for pediatric patients involved in a motor vehicle collision

TR Hartka, T McMurry, A Weaver… - Traffic Injury Prevention, 2021 - Taylor & Francis
Bayesian model averaging is a type of Bayesian inference that can be used to determine …
to a trauma center can be adjusted. We report the estimated rates undertriage and overtriage