scholarly journals Crash Telemetry-Based Injury Severity Prediction is Equivalent to or Out-Performs Field Protocols in Triage of Planar Vehicle Collisions

2019 ◽  
Vol 34 (04) ◽  
pp. 356-362 ◽  
Author(s):  
Katherine He ◽  
Peng Zhang ◽  
Stewart C. Wang
Keyword(s):  
At Risk ◽  
Injury Severity ◽  
Motor Vehicle ◽  
Principal Direction ◽  
Trauma Centers ◽  
Sampling System ◽  
Vehicle Collisions ◽  
Field Triage ◽  
Severity Prediction ◽  
Patients At Risk

AbstractIntroduction:With the increasing availability of vehicle telemetry technology, there is great potential for Advanced Automatic Collision Notification (AACN) systems to improve trauma outcomes by detecting patients at-risk for severe injury and facilitating early transport to trauma centers.Methods:National Automotive Sampling System Crashworthiness Data System (NASS-CDS) data from 1999-2013 were used to construct a logistic regression model (injury severity prediction [ISP] model) predicting the probability that one or more occupants in planar, non-rollover motor vehicle collisions (MVCs) would have Injury Severity Score (ISS) 15+ injuries. Variables included principal direction of force (PDOF), change in velocity (Delta-V), multiple impacts, presence of any older occupant (≥55 years old), presence of any female occupant, presence of right-sided passenger, belt use, and vehicle type. The model was validated using medical records and 2008-2011 crash data from AACN-enabled Michigan (USA) vehicles identified from OnStar (OnStar Corporation; General Motors; Detroit, Michigan USA) records. To compare the ISP to previously established protocols, a literature search was performed to determine the sensitivity and specificity of first responder identification of ISS 15+ for MVC occupants.Results:The study population included 924 occupants in 836 crash events. The ISP model had a sensitivity of 72.7% (95% Confidence Interval [CI] 41%-91%) and specificity of 93% (95% CI 92%-95%) for identifying ISS 15+ occupants injured in planar MVCs. The current standard 2006 Field Triage Decision Scheme (FTDS) was 56%-66% sensitive and 75%-88% specific in identifying ISS 15+ patients.Conclusions:The ISP algorithm comparably is more sensitive and more specific than current field triage in identifying MVC patients at-risk for ISS 15+ injuries. This real-world field study shows telemetry data transmitted before dispatch of emergency medical systems can be helpful to quickly identify patients who require urgent transfer to trauma centers.

scholarly journals A comparison of the demographics, injury patterns and outcome data for patients injured in motor vehicle collisions who are trapped compared to those patients who are not trapped

2021 ◽  
Vol 29 (1) ◽  
Author(s):  
Tim Nutbeam ◽  
Rob Fenwick ◽  
Jason Smith ◽  
Omar Bouamra ◽  
Lee Wallis ◽  
...  
Keyword(s):  
Spinal Cord ◽  
Blood Loss ◽  
Injury Severity ◽  
Spinal Cord Injuries ◽  
Motor Vehicle ◽  
Tension Pneumothorax ◽  
Research Network ◽  
Motor Vehicle Collisions ◽  
Vehicle Collisions ◽  
Time Critical

Abstract Background Motor vehicle collisions (MVCs) are a common cause of major trauma and death. Following an MVC, up to 40% of patients will be trapped in their vehicle. Extrication methods are focused on the prevention of secondary spinal injury through movement minimisation and mitigation. This approach is time consuming and patients may have time-critical injuries. The purpose of this study is to describe the outcomes and injuries of those trapped following an MVC: this will help guide meaningful patient-focused interventions and future extrication strategies. Methods We undertook a retrospective database study using the Trauma Audit and Research Network database. Patients were included if they were admitted to an English hospital following an MVC from 2012 to 2018. Patients were excluded when their outcomes were not known or if they were secondary transfers. Results This analysis identified 426,135 cases of which 63,625 patients were included: 6983 trapped and 56,642 not trapped. Trapped patients had a higher mortality (8.9% vs 5.0%, p < 0.001). Spinal cord injuries were rare (0.71% of all extrications) but frequently (50.1%) associated with other severe injuries. Spinal cord injuries were more common in patients who were trapped (p < 0.001). Injury Severity Score (ISS) was higher in the trapped group 18 (IQR 10–29) vs 13 (IQR 9–22). Trapped patients had more deranged physiology with lower blood pressures, lower oxygen saturations and lower Glasgow Coma Scale, GCS (all p < 0.001). Trapped patients had more significant injuries of the head chest, abdomen and spine (all p < 0.001) and an increased rate of pelvic injures with significant blood loss, blood loss from other areas or tension pneumothorax (all p < 0.001). Conclusion Trapped patients are more likely to die than those who are not trapped. The frequency of spinal cord injuries is low, accounting for < 0.7% of all patients extricated. Patients who are trapped are more likely to have time-critical injuries requiring intervention. Extrication takes time and when considering the frequency, type and severity of injuries reported here, the benefit of movement minimisation may be outweighed by the additional time taken. Improved extrication strategies should be developed which are evidence-based and allow for the expedient management of other life-threatening injuries.

European Respiratory Society Statement on Sleep Apnoea, Sleepiness and Driving Risk

2020 ◽  
pp. 2001272
Author(s):  
Maria R Bonsignore ◽  
Winfried Randerath ◽  
Sofia Schiza ◽  
Johan Verbraecken ◽  
Mark W Elliott ◽  
...  
Keyword(s):  
At Risk ◽  
Motor Vehicle ◽  
Task Force ◽  
Present Report ◽  
Sleep Apnoea ◽  
Accident Risk ◽  
European Respiratory Society ◽  
Obstructive Sleep ◽  
Patients At Risk ◽  
The Impact

Obstructive sleep apnoea (OSA) is highly prevalent and is a recognised risk factor for motor vehicle accidents (MVA). Effective treatment with continuous positive airway pressure (CPAP) has been associated with a normalisation of this increased accident risk. Thus, many jurisdictions have introduced regulations restricting the ability of OSA patients from driving until effectively treated. However, uncertainty prevails regarding the relative importance of OSA severity determined by the apnoea-hypopnoea frequency per hour and the degree of sleepiness in determining accident risk. Furthermore, the identification of subjects at risk for OSA and/or accident risk remains elusive. The introduction of official European regulations regarding fitness to drive prompted the European Respiratory Society to establish a Task Force to address the topic of sleep apnoea, sleepiness and driving with a view to providing an overview to clinicians involved in treating patients with the disorder. The present report evaluates the epidemiology of MVA in patients with OSA, the mechanisms involved in this association, the role of screening questionnaires, driving simulators and other techniques to evaluate sleepiness and/or impaired vigilance, the impact of treatment on MVA risk in affected drivers, and highlights the evidence gaps regarding the identification of OSA patients at risk for MVA.

scholarly journals Psychological distress following a motor vehicle crash: evidence from a statewide retrospective study examining settlement times and costs of compensation claims

BMJ Open ◽  
2017 ◽  
Vol 7 (9) ◽  
pp. e017515 ◽  
Author(s):  
Rebecca Guest ◽  
Yvonne Tran ◽  
Bamini Gopinath ◽  
Ian D Cameron ◽  
Ashley Craig
Keyword(s):  
At Risk ◽  
Psychological Distress ◽  
Retrospective Study ◽  
Injury Severity ◽  
Motor Vehicle ◽  
Multivariate Logistic Regression Analysis ◽  
Musculoskeletal Injury ◽  
Motor Vehicle Crash ◽  
Insurance Companies ◽  
Vehicle Crash

ObjectiveTo determine whether psychological distress associated with musculoskeletal injuries sustained in a motor vehicle crash (MVC), regardless of time of onset, impacts compensation outcomes such as claim settlement times and costs. Second, to identify factors routinely collected by insurance companies that contribute to psychological distress during the compensation process.DesignStatewide retrospective study.Data sourceAnalysis of the New South Wales statewide (Australia) injury register for MVC survivors who lodged a compensation claim from 2011 to 2013.Participants6341 adults who sustained a musculoskeletal injury and who settled a claim for injury after an MVC. Participants included those diagnosed with psychological distress (n=607) versus those not (n=5734).Main outcome measuresTime to settlement and total costs of claims, as well as socio-demographic and injury characteristics that may contribute to elevated psychological distress, such as socio-economic disadvantage, and injury severity.ResultsPsychological distress in those with a musculoskeletal injury was associated with significantly longer settlement times (an additional 17 weeks) and considerably higher costs (an additional $A41 575.00 or 4.3 times more expensive). Multivariate logistic regression analysis identified risk factors for psychological distress including being female, social disadvantage, unemployment prior to the claim, not being at fault in the MVC, requiring ambulance transportation and rehabilitation as part of recovery.ConclusionsResults provide compelling evidence that psychological distress has an adverse impact on people with musculoskeletal injury as they progress through compensation. Findings suggest that additional resources should be directed toward claimants who are at risk (eg, the socially disadvantaged or those unemployed prior to the claim), the major aim being to reduce risk of psychological distress, such as post-traumatic stress disorder, and associated risk of increased settlement times and claim costs. Prospective studies are now required that investigate treatment strategies for those at risk of psychological distress associated with an MVC.

Decreased Incidence of Rib Fractures in Pregnant Patients After Motor Vehicle Collisions

2021 ◽  
Vol 30 (5) ◽  
pp. 385-390
Author(s):  
Marissa Di Napoli ◽  
William B. DeVoe ◽  
Stuart Leon ◽  
Bruce Crookes ◽  
Alicia Privette ◽  
...  
Keyword(s):  
Chest Wall ◽  
Injury Severity ◽  
Motor Vehicle ◽  
Rib Fractures ◽  
Hormonal Changes ◽  
Motor Vehicle Collisions ◽  
Vehicle Collisions ◽  
Vehicle Collision ◽  
Chest Wall Injury ◽  
Wall Injury

Background Rib fractures are common after motor vehicle collisions. The hormonal changes associated with pregnancy decrease the stiffness and increase the laxity of cartilage and tendons. The effect of these changes on injury mechanics is not completely understood. Objectives To compare the incidences of chest wall injury following blunt thoracic trauma between pregnant and nonpregnant women. Methods The authors conducted a retrospective review of female patients seen at a level I trauma center from 2009 to 2017 after a motor vehicle collision. Patient characteristics were compared to determine if pregnancy affected the incidence of chest wall injury. Statistics were calculated with SPSS version 24 and are presented as mean (SD) or median (interquartile range). Results In total, 1618 patients were identified. The incidence of rib/sternal fracture was significantly lower in pregnant patients (7.9% vs 15.2%, P = .047), but the incidence of intrathoracic injury was similar between the groups. Pregnant and nonpregnant patients with rib/sternal fractures had similar Injury Severity Score results (21 [13-27] vs 17 [11-22], P = .36), but pregnant patients without fractures had significantly lower scores (1 [0-5] vs 4 [1-9], P &lt; .001). Conclusions Pregnant patients have a lower rate of rib fracture after a motor vehicle collision than nonpregnant patients. The difference in injury mechanics may be due to hormonal changes that increase elasticity and resistance to bony injury of the ribs. In pregnant trauma patients, intrathoracic injury without rib fracture should raise concerns about injury severity. A multicenter evaluation of these findings is needed.

scholarly journals Study on Crash Injury Severity Prediction of Autonomous Vehicles for Different Emergency Decisions Based on Support Vector Machine Model

Electronics ◽  
2018 ◽  
Vol 7 (12) ◽  
pp. 381 ◽  
Author(s):  
Yaping Liao ◽  
Junyou Zhang ◽  
Shufeng Wang ◽  
Sixian Li ◽  
Jian Han
Keyword(s):  
Support Vector Machine ◽  
Autonomous Vehicles ◽  
Injury Severity ◽  
Prediction Models ◽  
Motor Vehicle ◽  
Support Vector ◽  
Severity Prediction ◽  
Emergency Decision ◽  
The Impact ◽  
Crash Injury Severity

Motor vehicle crashes remain a leading cause of life and property loss to society. Autonomous vehicles can mitigate the losses by making appropriate emergency decision, and the crash injury severity prediction model is the basis for autonomous vehicles to make decisions in emergency situations. In this paper, based on the support vector machine (SVM) model and NASS/GES crash data, three SVM crash injury severity prediction models (B-SVM, T-SVM, and BT-SVM) corresponding to braking, turning, and braking + turning respectively are established. The vehicle relative speed (REL_SPEED) and the gross vehicle weight rating (GVWR) are introduced into the impact indicators of the prediction models. Secondly, the ordered logit (OL) and back propagation neural network (BPNN) models are established to validate the accuracy of the SVM models. The results show that the SVM models have the best performance than the other two. Next, the impact of REL_SPEED and GVWR on injury severity is analyzed quantitatively by the sensitivity analysis, the results demonstrate that the increase of REL_SPEED and GVWR will make vehicle crash more serious. Finally, the same crash samples under normal road and environmental conditions are input into B-SVM, T-SVM, and BT-SVM respectively, the output results are compared and analyzed. The results show that with other conditions being the same, as the REL_SPEED increased from the low (0–20 mph) to middle (20–45 mph) and then to the high range (45–75 mph), the best emergency decision with the minimum crash injury severity will gradually transition from braking to turning and then to braking + turning.

Assessment of Mortality in Older Trauma Patients Sustaining Injuries from Falls or Motor Vehicle Collisions Treated in Regional Level I Trauma Centers

2009 ◽  
Vol 249 (3) ◽  
pp. 488-495 ◽  
Author(s):  
John S. Sampalis ◽  
Robin Nathanson ◽  
Julie Vaillancourt ◽  
Andreas Nikolis ◽  
Moishe Liberman ◽  
...  
Keyword(s):  
Motor Vehicle ◽  
Regional Level ◽  
Trauma Patients ◽  
Trauma Centers ◽  
Motor Vehicle Collisions ◽  
Vehicle Collisions ◽  
Level I

scholarly journals Did Amendments to the Ontario Highway Traffic Act in 2009-2010 Affect the Proportion of Alcohol-Related Motor Vehicle Collisions Seen at a Level I Trauma Centre over a 10-year Period?

CJEM ◽  
2016 ◽  
Vol 19 (2) ◽  
pp. 106-111
Author(s):  
Meghan Garnett ◽  
Tanya Charyk Stewart ◽  
Michael R Miller ◽  
Rodrick Lim ◽  
Kristine Van Aarsen ◽  
...  
Keyword(s):  
Injury Severity ◽  
Trauma Registry ◽  
Motor Vehicle ◽  
Trauma Centre ◽  
Trauma Patients ◽  
Highway Traffic ◽  
Motor Vehicle Collisions ◽  
Vehicle Collisions ◽  
Level I ◽  
Legislative Amendments

AbstractObjectivesTo determine if changes to the Ontario Highway Traffic Act (OHTA) in 2009 and 2010 had an effect on the proportion of alcohol-related motor vehicle collisions (MVCs) presenting to a trauma centre over a 10-year period.MethodsA retrospective review of the trauma registry at a Level I trauma centre in southwestern Ontario was undertaken. The trauma registry is a database of all trauma patients with an injury severity score (ISS) ≥12 and/or who had trauma team activation. Descriptive statistics were calculated. Interrupted time series analyses with ARIMA modeling were performed on quarterly data from 2004-2013.ResultsA total of 377 drivers with a detectable serum ethanol concentration (SEC) were treated at our trauma centre over the 10-year period, representing 21% of all MVCs. The majority (330; 88%) were male. The median age was 31 years, median SEC was 35.3 mmol/L, and median ISS was 21. A total of 29 (7.7%) drinking drivers died from their injuries after arriving to hospital. There was no change in the proportion of drinking drivers after the 2009 amendment, but there was a significant decline in the average SEC of drinking drivers after changes to the law. There was no difference in the proportion of drinking drivers ≤21 years after introduction of the 2010 amendment for young and novice drivers.ConclusionsThere was a significance decline in the average SEC of all drinking drivers after the 2009 OHTA amendment, suggesting that legislative amendments may have an impact on drinking before driving behaviour.

Railway Train versus Motor Vehicle Collisions: A Comparative Study of Injury Severity and Patterns

1999 ◽  
Vol 47 (5) ◽  
pp. 928 ◽  
Author(s):  
Mark D. Kligman ◽  
F. Barry Knotts ◽  
Nancy M. Fenn Buderer ◽  
Andrew J. Kerwin ◽  
Jane F. Rodgers
Keyword(s):  
Comparative Study ◽  
Injury Severity ◽  
Motor Vehicle ◽  
Motor Vehicle Collisions ◽  
Vehicle Collisions

scholarly journals Maxillofacial Fractures of Pedestrians Injured in a Motor Vehicle Accident

2013 ◽  
Vol 6 (1) ◽  
pp. 37-41 ◽  
Author(s):  
Kazuhiko Yamamoto ◽  
Yumiko Matsusue ◽  
Satoshi Horita ◽  
Kazuhiro Murakami ◽  
Yoshihiro Ueyama ◽  
...  
Keyword(s):  
Injury Severity ◽  
Motor Vehicle ◽  
Motor Vehicle Accident ◽  
The Body ◽  
Facial Injury ◽  
Severity Scale ◽  
Motor Vehicle Collisions ◽  
Vehicle Collisions ◽  
Vehicle Accident ◽  
Maxillofacial Fractures

Maxillofacial fractures of pedestrians injured in a motor vehicle accident were retrospectively analyzed. The patients were 38 males and 26 females, and their age was distributed almost evenly from 1 to 91 years old (average 45.9 ± 24.8 years old). Motor vehicle collisions were with an automobile in 46 patients (71.9%), a motorcycle in 17 (26.6%), and a train in 1 (1.6%). The midface was involved in 32 patients (50.0%), the mandible in 19 (29.7%), and both the mandible and the midface in 13 (20.3%). Fractures were frequently observed in the zygoma and alveolus in the midface and in the condyle, symphysis, and body in the mandible. The facial injury severity scale (FISS) rating ranged from 1 to 9 (average 2.30 ± 1.79). Injuries to other sites of the body occurred in 29 patients (45.3%). Observation was most frequently chosen in 26 patients (40.6%), followed by open reduction and internal fixation (ORIF) in 18 (28.1%), and maxillomandibular fixation (MMF) in 8 (12.5%). The FISS rating was higher in patients treated with ORIF and MMF. Injuries to other sites of the body were observed at a higher rate in patients who collided with an automobile and were also treated by ORIF.

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