Literature DB >> 31322099

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

Katherine He1, Peng Zhang2, Stewart C Wang2.   

Abstract

INTRODUCTION: 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.

Entities:  

Keywords:  AACN: Advanced Automotive Collision Notification; ACS COT: American College of Surgeons Committee on Trauma; Abdomen; CDC: Centers for Disease Control and Prevention; CRAMS: Circulation; FTDS: Field Triage Decision Scheme; GPS: Global Positioning System; ISP: injury severity prediction; ISS: Injury Severity Score; MVC: motor vehicle collision; Motor; NASS-CDS: National Automotive Sampling System Crashworthiness Data System; PDOF: principal direction of force; PHI: Prehospital Index; Respiration; SMUR: Service Mobile d’Urgence et Reanimation; T-RTS: Revised Trauma Score for Triage; TS: Trauma Score; and Speech Criteria; Emergency Medical Services; field triage; injury severity; trauma center; vehicle telemetry

Mesh:

Year:  2019        PMID: 31322099      PMCID: PMC7227169          DOI: 10.1017/S1049023X19004515

Source DB:  PubMed          Journal:  Prehosp Disaster Med        ISSN: 1049-023X            Impact factor:   2.040


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  3 in total

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

Authors:  Thomas R Hartka; Timothy McMurry; Ashley Weaver; Federico E Vaca
Journal:  Traffic Inj Prev       Date:  2021-10-21       Impact factor: 2.183

2.  Making the call in the field: Validating emergency medical services identification of anatomic trauma triage criteria.

Authors:  Andrew-Paul Deeb; Heather M Phelos; Andrew B Peitzman; Timothy R Billiar; Jason L Sperry; Joshua B Brown
Journal:  J Trauma Acute Care Surg       Date:  2021-06-01       Impact factor: 3.697

3.  Mechanism of injury and special considerations as predictive of serious injury: A systematic review.

Authors:  Joshua R Lupton; Cynthia Davis-O'Reilly; Rebecca M Jungbauer; Craig D Newgard; Mary E Fallat; Joshua B Brown; N Clay Mann; Gregory J Jurkovich; Eileen Bulger; Mark L Gestring; E Brooke Lerner; Roger Chou; Annette M Totten
Journal:  Acad Emerg Med       Date:  2022-04-22       Impact factor: 5.221

  3 in total

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