Literature DB >> 33503030

Classification of road traffic injury collision characteristics using text mining analysis: Implications for road injury prevention.

Melita J Giummarra1,2, Ben Beck1, Belinda J Gabbe1,3.   

Abstract

Road traffic injuries are a leading cause of morbidity and mortality globally. Understanding circumstances leading to road traffic injury is crucial to improve road safety, and implement countermeasures to reduce the incidence and severity of road trauma. We aimed to characterise crash characteristics of road traffic collisions in Victoria, Australia, and to examine the relationship between crash characteristics and fault attribution. Data were extracted from the Victorian State Trauma Registry for motor vehicle drivers, motorcyclists, pedal cyclists and pedestrians with a no-fault compensation claim, aged > = 16 years and injured 2010-2016. People with intentional injury, serious head injury, no compensation claim/missing injury event description or who died < = 12-months post-injury were excluded, resulting in a sample of 2,486. Text mining of the injury event using QDA Miner and Wordstat was used to classify crash circumstances for each road user group. Crashes in which no other was at fault included circumstances involving lost control or avoiding a hazard, mechanical failure or medical conditions. Collisions in which another was predominantly at fault occurred at intersections with another vehicle entering from an adjacent direction, and head-on collisions. Crashes with higher prevalence of unknown fault included multi-vehicle collisions, pedal cyclists injured in rear-end collisions, and pedestrians hit while crossing the road or navigating slow traffic areas. We discuss several methods to promote road safety and to reduce the incidence and severity of road traffic injuries. Our recommendations take into consideration the incidence and impact of road trauma for different types of road users, and include engineering and infrastructure controls through to interventions targeting or accommodating human behaviour.

Entities:  

Year:  2021        PMID: 33503030      PMCID: PMC7840051          DOI: 10.1371/journal.pone.0245636

Source DB:  PubMed          Journal:  PLoS One        ISSN: 1932-6203            Impact factor:   3.240


  32 in total

1.  Differences in causality factors for single and multi-vehicle crashes on two-lane roads.

Authors:  J N Ivan; R K Pasupathy; P J Ossenbruggen
Journal:  Accid Anal Prev       Date:  1999-11

2.  The trauma registry as a statewide quality improvement tool.

Authors:  Peter A Cameron; Belinda J Gabbe; John J McNeil; Caroline F Finch; Karen L Smith; D James Cooper; Rodney Judson; Thomas Kossmann
Journal:  J Trauma       Date:  2005-12

3.  Road crashes involving animals in Australia.

Authors:  Peter Rowden; Dale Steinhardt; Mary Sheehan
Journal:  Accid Anal Prev       Date:  2008-09-01

4.  Animal-vehicle collisions in Victoria, Australia: An under-recognised cause of road traffic crashes.

Authors:  Jia Ying Ang; Belinda Gabbe; Peter Cameron; Ben Beck
Journal:  Emerg Med Australas       Date:  2019-07-30       Impact factor: 2.151

5.  An examination of the increases in pedestrian motor-vehicle crash fatalities during 2009-2016.

Authors:  Wen Hu; Jessica B Cicchino
Journal:  J Safety Res       Date:  2018-09-27

6.  A new method of classifying prognostic comorbidity in longitudinal studies: development and validation.

Authors:  M E Charlson; P Pompei; K L Ales; C R MacKenzie
Journal:  J Chronic Dis       Date:  1987

7.  Bicycling crash characteristics: An in-depth crash investigation study.

Authors:  Ben Beck; Mark Stevenson; Stuart Newstead; Peter Cameron; Rodney Judson; Elton R Edwards; Andrew Bucknill; Marilyn Johnson; Belinda Gabbe
Journal:  Accid Anal Prev       Date:  2016-08-18

Review 8.  The global burden of road injury: its relevance to the emergency physician.

Authors:  Sharon Chekijian; Melinda Paul; Vanessa P Kohl; David M Walker; Anthony J Tomassoni; David C Cone; Federico E Vaca
Journal:  Emerg Med Int       Date:  2014-01-21       Impact factor: 1.112

9.  The Revival of the Notes Field: Leveraging the Unstructured Content in Electronic Health Records.

Authors:  Michela Assale; Linda Greta Dui; Andrea Cina; Andrea Seveso; Federico Cabitza
Journal:  Front Med (Lausanne)       Date:  2019-04-17

10.  Long-term health status and trajectories of seriously injured patients: A population-based longitudinal study.

Authors:  Belinda J Gabbe; Pam M Simpson; Peter A Cameron; Jennie Ponsford; Ronan A Lyons; Alex Collie; Mark Fitzgerald; Rodney Judson; Warwick J Teague; Sandra Braaf; Andrew Nunn; Shanthi Ameratunga; James E Harrison
Journal:  PLoS Med       Date:  2017-07-05       Impact factor: 11.069

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  2 in total

1.  Identification of the Mechanical Failure Factors with Potential Influencing Road Accidents in Ecuador.

Authors:  Juan Pablo Montero-Salgado; Jose Muñoz-Sanz; Blanca Arenas-Ramírez; Cristina Alén-Cordero
Journal:  Int J Environ Res Public Health       Date:  2022-06-24       Impact factor: 4.614

2.  Investigating the Risk Factors Associated with Injury Severity in Pedestrian Crashes in Santiago, Chile.

Authors:  Angelo Rampinelli; Juan Felipe Calderón; Carola A Blazquez; Karen Sauer-Brand; Nicolás Hamann; José Ignacio Nazif-Munoz
Journal:  Int J Environ Res Public Health       Date:  2022-09-05       Impact factor: 4.614

  2 in total

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