ArticleBMC medical research methodology2022
The injury severity score: an operations perspective.
Article in BMC medical research methodology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers, 1 of them a synthesis that pooled it.
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Who cites it
22 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Arterial angioembolisation versus pre-peritoneal pelvic packing in haemodynamically unstable patients with complex pelvic fractures: a meta-analysis.European journal of trauma and emergency surgery : official publication of the European Trauma Society · 2024Pooled it
- Factors influencing postoperative pain catastrophizing in patients with lower limb trauma and development of a nomogram prediction model.BMC surgery · 2026Article
- Prognostic value of on-admission IL-6, lactate, base deficit, ESR, and CRP in a prospective study of multiple trauma patients.Scientific reports · 2026Observational
- Impact of vehicular data on trauma outcomes after motor vehicle crashes.Trauma surgery & acute care open · 2026Article
- Associated factors, nonlinear risk patterns and effect heterogeneity of severe injuries in recreational skiers and snowboarders.Frontiers in public health · 2026Article
- Trauma observation unit-based pathway for treatment of injured patients: A retrospective study.Qatar medical journal · 2026Article
- Neurological outcome and mortality in polytrauma patients with severe traumatic brain injury and massive transfusion protocol.Revista da Associacao Medica Brasileira (1992) · 2026Article
- Association of PSQI and SCL-90 scores with early clinical identification of posttraumatic stress disorder after emergency trauma surgery.Frontiers in psychology · 2026Article
- Multifactor Analysis of Electric Bicycle-Related Road Traffic Injuries in Wenzhou and Construction of a Prediction Model Based on Data from a Tertiary Trauma Center.International journal of general medicine · 2026Article
- Analysis of the effect of arterial embolization combined with external fixation in the treatment of unstable pelvic fracture with hemorrhagic shock.Scientific reports · 2025Article
- Evaluation of Traumatic Brain Injury Severity Using the Abbreviated Injury Scale and the Injury Severity Score: A Retrospective Study in Two Eastern European Centers.Journal of clinical medicine · 2025Article
- Influence of on-scene time and prehospital interventions on inhospital mortality in trauma patients.BMC emergency medicine · 2025Article
- Trauma referral audit impact assessment on the outcomes of injured patients via an interrupted time-series analysis: an 11-year before-and-after study of trauma cases at the Maharaj Nakorn Chiang Mai hospital, Thailand.BMC emergency medicine · 2025Article
- Identification of major trauma using the simplified abbreviated injury scale to estimate the injury severity score: a diagnostic accuracy and validation study.Scandinavian journal of trauma, resuscitation and emergency medicine · 2025Article
- Factors associated with road traffic injury severity among victims retrieved by pre-hospital emergency services in Rwanda.F1000Research · 2025Article
- Article
- Prognostic Association between Injury Severity Score and the Outcomes of Elderly Patients with Trauma in South Korea.Journal of personalized medicine · 2024Article
- 21st century critical care medicine: An overview.World journal of critical care medicine · 2024Review
- One year of treating patients with open fractures of the lower extremity in a new military trauma center in Korea: a case series.Journal of trauma and injury · 2023Article
- Five-year outcomes of trauma-specific function in patients after acute blunt popliteal artery injury: a matched cohort analysis.Journal of orthopaedic surgery and research · 2022Article
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Abstract
backgroundThe statistical evaluation of aggregation functions for trauma grades, such as the Injury Severity Score (ISS), is largely based on measurements of their Pearson product-moment correlation with mortality. However, correlation analysis makes assumptions about the nature of the involved random variables (cardinality) and their relationship (linearity) that may not be applicable to ordinal scores such as the ISS. Moreover, using correlation as a sole evaluation criterion neglects the dynamic properties of these aggregation functions scores.
methodsWe analyze the domain and ordinal properties of the ISS comparatively to arbitrary linear and cubic aggregation functions. Moreover, we investigate the axiomatic properties of the ISS as a multicriteria aggregation procedure. Finally, we use a queuing simulation with various empirical distributions of Abbreviated Injury Scale (AIS) grades reported in the literature, to evaluate the queuing performance of the three aggregation functions.
resultsWe show that the assumptions required for the computation of Pearson's product-moment correlation coefficients are not applicable to the analysis of the association between the ISS and mortality. We suggest the use of Mutual Information, a information-theoretic statistic that is able to assess general dependence rather than a specialized, linear view based on curve-fitting. Using this metric on the same data set as the seminal study that introduced the ISS, we show that the sum of cubes conveys more information on mortality than the ISS. Moreover, we highlight some unintended, undesirable axiomatic properties of the ISS that can lead to bias in its use as a patient triage criterion. Lastly, our queuing simulation highlights the sensitivity of the queuing performance of different aggregation procedures to the underlying distribution of AIS grades among patients.
conclusionsViewing the ISS, and other possible aggregation functions for multiple AIS scores, as mere operational indicators of the priority of care, rather than cardinal measures of the response of the human body to multiple injuries (as was conjectured in the seminal study introducing the ISS) offers a perspective for their construction and evaluation on more robust grounds than the correlation coefficient. In this regard, Mutual Information appears as a more appropriate measure for the study of the association between injury severity and mortality, and queuing simulations as an actionable way to adapt the choice of an aggregation function to the underlying distribution of AIS scores.
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