Uncovering the role of restraint usage in driver ejection: a data mining investigation of fatal and injury crashes

This study aims to identify key contributing factors to driver ejection in vehicle crashes. By analyzing crash characteristics, restraint usage, and environmental conditions, the study provides data-driven insights to mitigate ejection risks and improve roadway safety interventions. This study, util...

Full description

Saved in:
Bibliographic Details
Published inTraffic injury prevention pp. 1 - 8
Main Authors Chakraborty, Rohit, Ghosh Tusti, Anannya, Hossain, Ahmed, Salehian, Mohaddese, Javed, Syed Aaqib, Das, Subasish
Format Journal Article
LanguageEnglish
Published England 06.05.2025
Subjects
Online AccessGet full text
ISSN1538-9588
1538-957X
1538-957X
DOI10.1080/15389588.2025.2491580

Cover

Abstract This study aims to identify key contributing factors to driver ejection in vehicle crashes. By analyzing crash characteristics, restraint usage, and environmental conditions, the study provides data-driven insights to mitigate ejection risks and improve roadway safety interventions. This study, utilizing comprehensive Texas crash data from 2017 to 2022; investigates this critical concern by applying an ARM algorithm to uncover key patterns and interactions among various factors contributing to ejection events. By analyzing the specific circumstances under which driver ejections occur, both with and without restraint usage, the study examines the dynamics of these crashes and their contributing factors. The analysis reveals that most fatal and severe ejection crashes involving restrained drivers are strongly associated with vehicle overturns, compounded by the interaction of dark lighting conditions, curved road segments, high posted speed limits (70 mph or higher), and two-lane, two-way rural roads. In contrast, ejection crashes involving unrestrained drivers are predominantly linked to dark lighting conditions, rural two-lane roads, and pickup or SUV-type vehicles, where the absence of restraint significantly increases the risk of fatal or severe injuries. Airbag deployment status, particularly cases of non-deployment or multiple deployments, has been observed in combination with other crash factors, such as high-speed impacts and overturning, contributing to an increased likelihood of ejection. These findings suggest targeted safety solutions including better roadway lighting and guardrails to reduce overturning-induced ejections, stricter rural seatbelt enforcement, and enhanced vehicle restraint systems to limit unintentional occupant movement.
AbstractList This study aims to identify key contributing factors to driver ejection in vehicle crashes. By analyzing crash characteristics, restraint usage, and environmental conditions, the study provides data-driven insights to mitigate ejection risks and improve roadway safety interventions. This study, utilizing comprehensive Texas crash data from 2017 to 2022; investigates this critical concern by applying an ARM algorithm to uncover key patterns and interactions among various factors contributing to ejection events. By analyzing the specific circumstances under which driver ejections occur, both with and without restraint usage, the study examines the dynamics of these crashes and their contributing factors. The analysis reveals that most fatal and severe ejection crashes involving restrained drivers are strongly associated with vehicle overturns, compounded by the interaction of dark lighting conditions, curved road segments, high posted speed limits (70 mph or higher), and two-lane, two-way rural roads. In contrast, ejection crashes involving unrestrained drivers are predominantly linked to dark lighting conditions, rural two-lane roads, and pickup or SUV-type vehicles, where the absence of restraint significantly increases the risk of fatal or severe injuries. Airbag deployment status, particularly cases of non-deployment or multiple deployments, has been observed in combination with other crash factors, such as high-speed impacts and overturning, contributing to an increased likelihood of ejection. These findings suggest targeted safety solutions including better roadway lighting and guardrails to reduce overturning-induced ejections, stricter rural seatbelt enforcement, and enhanced vehicle restraint systems to limit unintentional occupant movement.
This study aims to identify key contributing factors to driver ejection in vehicle crashes. By analyzing crash characteristics, restraint usage, and environmental conditions, the study provides data-driven insights to mitigate ejection risks and improve roadway safety interventions.OBJECTIVEThis study aims to identify key contributing factors to driver ejection in vehicle crashes. By analyzing crash characteristics, restraint usage, and environmental conditions, the study provides data-driven insights to mitigate ejection risks and improve roadway safety interventions.This study, utilizing comprehensive Texas crash data from 2017 to 2022; investigates this critical concern by applying an ARM algorithm to uncover key patterns and interactions among various factors contributing to ejection events. By analyzing the specific circumstances under which driver ejections occur, both with and without restraint usage, the study examines the dynamics of these crashes and their contributing factors.METHODThis study, utilizing comprehensive Texas crash data from 2017 to 2022; investigates this critical concern by applying an ARM algorithm to uncover key patterns and interactions among various factors contributing to ejection events. By analyzing the specific circumstances under which driver ejections occur, both with and without restraint usage, the study examines the dynamics of these crashes and their contributing factors.The analysis reveals that most fatal and severe ejection crashes involving restrained drivers are strongly associated with vehicle overturns, compounded by the interaction of dark lighting conditions, curved road segments, high posted speed limits (70 mph or higher), and two-lane, two-way rural roads. In contrast, ejection crashes involving unrestrained drivers are predominantly linked to dark lighting conditions, rural two-lane roads, and pickup or SUV-type vehicles, where the absence of restraint significantly increases the risk of fatal or severe injuries. Airbag deployment status, particularly cases of non-deployment or multiple deployments, has been observed in combination with other crash factors, such as high-speed impacts and overturning, contributing to an increased likelihood of ejection.RESULTSThe analysis reveals that most fatal and severe ejection crashes involving restrained drivers are strongly associated with vehicle overturns, compounded by the interaction of dark lighting conditions, curved road segments, high posted speed limits (70 mph or higher), and two-lane, two-way rural roads. In contrast, ejection crashes involving unrestrained drivers are predominantly linked to dark lighting conditions, rural two-lane roads, and pickup or SUV-type vehicles, where the absence of restraint significantly increases the risk of fatal or severe injuries. Airbag deployment status, particularly cases of non-deployment or multiple deployments, has been observed in combination with other crash factors, such as high-speed impacts and overturning, contributing to an increased likelihood of ejection.These findings suggest targeted safety solutions including better roadway lighting and guardrails to reduce overturning-induced ejections, stricter rural seatbelt enforcement, and enhanced vehicle restraint systems to limit unintentional occupant movement.CONCLUSIONSThese findings suggest targeted safety solutions including better roadway lighting and guardrails to reduce overturning-induced ejections, stricter rural seatbelt enforcement, and enhanced vehicle restraint systems to limit unintentional occupant movement.
Author Hossain, Ahmed
Salehian, Mohaddese
Ghosh Tusti, Anannya
Javed, Syed Aaqib
Chakraborty, Rohit
Das, Subasish
Author_xml – sequence: 1
  givenname: Rohit
  orcidid: 0000-0002-1660-9764
  surname: Chakraborty
  fullname: Chakraborty, Rohit
– sequence: 2
  givenname: Anannya
  orcidid: 0009-0001-5102-5182
  surname: Ghosh Tusti
  fullname: Ghosh Tusti, Anannya
– sequence: 3
  givenname: Ahmed
  orcidid: 0000-0003-1566-3993
  surname: Hossain
  fullname: Hossain, Ahmed
– sequence: 4
  givenname: Mohaddese
  surname: Salehian
  fullname: Salehian, Mohaddese
– sequence: 5
  givenname: Syed Aaqib
  orcidid: 0000-0001-5866-035X
  surname: Javed
  fullname: Javed, Syed Aaqib
– sequence: 6
  givenname: Subasish
  orcidid: 0000-0002-1671-2753
  surname: Das
  fullname: Das, Subasish
BackLink https://www.ncbi.nlm.nih.gov/pubmed/40327590$$D View this record in MEDLINE/PubMed
BookMark eNo9kUlrwzAQhUVpaZb2J7To2ItTLVYs9VZCNwj00kBvRpbHiYItp5IdyL-vTJbTDPO-GR7zJujatQ4QeqBkRokkz1RwqYSUM0aYmLFUUSHJFRoP80SJ7Pf60ks5QpMQtoQwKom4RaOUcJYJRcbIr5xp9-CtW-NuA9i3NeC2wh5C57V1He6DXgO2DpfeRhDDFkxnW_eCNS51p3Fj3bBt3T7u2LUexOFEFcUaa1dGadv7AzZehw2EO3RT6TrA_alO0er97WfxmSy_P74Wr8vEMKG6pDBMVRD9pqYkKk1FxTVwSWXJNKfAiJ6LoqIgM1VKxgwowWQGUEAK2dwIPkVPx7s73_710Vve2GCgrrWDtg85Z4RSmjJOIvp4QvuigTLfedtof8jPf4qAOALGtyF4qC4IJfmQR37OIx_yyE958H_eLn4l
Cites_doi 10.3141/2581-03
10.1016/j.aap.2021.105976
10.3390/computation10040058
10.1080/15389580903479178
10.59782/sidr.v1i1.25
10.1177/0954407019894425
10.1111/opo.12659
10.3390/ijerph18126598
10.1016/j.gaceta.2015.03.007
10.1007/978-3-319-14142-8
10.4271/2014-01-0491
10.1016/j.jsr.2022.05.001
10.32614/RJ-2017-047
10.1080/17457300.2019.1660377
10.18637/jss.v014.i15
10.1080/00405167.2013.859435
10.1177/03611981211044467
10.1007/978-3-030-77185-0_6
10.56381/jsaem.v2i3.99
10.1016/j.amar.2016.06.002
10.1080/15389588.2010.485284
10.1016/j.aap.2005.03.022
10.1080/15389588.2018.1527030
10.1080/15389588.2021.1893699
10.1145/170036.170072
10.1007/978-981-13-7139-4_27
10.1016/s0001-4575(00)00104-4
10.1061/(ASCE)0733-947X(2003)129:4(342)
10.1080/15389588.2019.1696962
10.1016/j.amar.2022.100220
10.1016/j.amar.2014.03.001
10.3390/sym16050543
10.3390/su15032708
10.4271/2006-01-0795
10.1002/(SICI)1097-4598(1997)6+<146::AID-MUS10>3.0.CO;2-4
10.1186/s12889-018-6280-1
ContentType Journal Article
DBID AAYXX
CITATION
NPM
7X8
DOI 10.1080/15389588.2025.2491580
DatabaseName CrossRef
PubMed
MEDLINE - Academic
DatabaseTitle CrossRef
PubMed
MEDLINE - Academic
DatabaseTitleList PubMed
MEDLINE - Academic
Database_xml – sequence: 1
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
DeliveryMethod fulltext_linktorsrc
Discipline Economics
EISSN 1538-957X
EndPage 8
ExternalDocumentID 40327590
10_1080_15389588_2025_2491580
Genre Journal Article
GroupedDBID ---
..I
.7F
.QJ
0BK
0R~
123
29Q
30N
36B
4.4
53G
5VS
6PF
AAENE
AAGDL
AAHIA
AAJMT
AALDU
AAMIU
AAPUL
AAQRR
AAWTL
AAYXX
ABCCY
ABFIM
ABHAV
ABJNI
ABLIJ
ABPAQ
ABPEM
ABTAI
ABXUL
ABXYU
ACGFS
ACHQT
ACIWK
ACPRK
ACTIO
ADCVX
ADGTB
ADLRE
ADXPE
AEISY
AENEX
AEOZL
AEPSL
AEYOC
AFKVX
AFRAH
AFRVT
AGDLA
AGMYJ
AHDZW
AIJEM
AIYEW
AJWEG
AKBVH
AKOOK
ALMA_UNASSIGNED_HOLDINGS
ALQZU
AQRUH
AVBZW
AWYRJ
BLEHA
CCCUG
CE4
CITATION
CS3
DGEBU
DKSSO
DU5
EBS
EMB
E~A
E~B
F5P
GTTXZ
H13
HF~
HZ~
H~P
IPNFZ
J.P
KYCEM
LJTGL
M4Z
NA5
O9-
PQQKQ
RIG
RNANH
ROSJB
RTWRZ
S-T
SNACF
TASJS
TBQAZ
TDBHL
TEN
TFL
TFT
TFW
TNC
TTHFI
TUROJ
TWF
UT5
UU3
ZGOLN
~S~
ADYSH
NPM
7X8
ID FETCH-LOGICAL-c259t-bc29fe8054cd09445f3ae3818d2a31e20a65bf1e879d822ce95287eebe4e76c53
ISSN 1538-9588
1538-957X
IngestDate Fri Sep 05 17:15:31 EDT 2025
Mon Jul 21 05:50:26 EDT 2025
Wed Oct 01 06:31:02 EDT 2025
IsPeerReviewed true
IsScholarly true
Keywords Curve
dark
overturn
driver ejection
rural two-lane
restraint usage
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c259t-bc29fe8054cd09445f3ae3818d2a31e20a65bf1e879d822ce95287eebe4e76c53
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
ORCID 0000-0003-1566-3993
0000-0002-1671-2753
0000-0001-5866-035X
0000-0002-1660-9764
0009-0001-5102-5182
PMID 40327590
PQID 3201114230
PQPubID 23479
PageCount 8
ParticipantIDs proquest_miscellaneous_3201114230
pubmed_primary_40327590
crossref_primary_10_1080_15389588_2025_2491580
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2025-May-06
PublicationDateYYYYMMDD 2025-05-06
PublicationDate_xml – month: 05
  year: 2025
  text: 2025-May-06
  day: 06
PublicationDecade 2020
PublicationPlace England
PublicationPlace_xml – name: England
PublicationTitle Traffic injury prevention
PublicationTitleAlternate Traffic Inj Prev
PublicationYear 2025
References e_1_3_2_27_1
e_1_3_2_28_1
e_1_3_2_29_1
e_1_3_2_42_1
e_1_3_2_20_1
e_1_3_2_41_1
e_1_3_2_44_1
NHTSA (e_1_3_2_21_1) 2009
e_1_3_2_43_1
e_1_3_2_23_1
e_1_3_2_24_1
e_1_3_2_45_1
e_1_3_2_25_1
e_1_3_2_40_1
Kawser MT (e_1_3_2_17_1) 2019; 19
Funk JR (e_1_3_2_11_1) 2012; 56
e_1_3_2_16_1
e_1_3_2_39_1
e_1_3_2_38_1
e_1_3_2_8_1
e_1_3_2_18_1
e_1_3_2_7_1
e_1_3_2_19_1
Donnell ET (e_1_3_2_9_1) 2019
e_1_3_2_2_1
e_1_3_2_31_1
e_1_3_2_30_1
e_1_3_2_10_1
NHTSA (e_1_3_2_22_1) 2024
e_1_3_2_33_1
e_1_3_2_32_1
e_1_3_2_6_1
e_1_3_2_12_1
e_1_3_2_35_1
e_1_3_2_5_1
e_1_3_2_13_1
e_1_3_2_4_1
e_1_3_2_14_1
Riexinger LE (e_1_3_2_26_1) 2022
e_1_3_2_37_1
e_1_3_2_3_1
e_1_3_2_15_1
e_1_3_2_36_1
Sullivan JM (e_1_3_2_34_1) 2006
References_xml – ident: e_1_3_2_35_1
  doi: 10.3141/2581-03
– ident: e_1_3_2_38_1
  doi: 10.1016/j.aap.2021.105976
– ident: e_1_3_2_25_1
  doi: 10.3390/computation10040058
– ident: e_1_3_2_37_1
  doi: 10.1080/15389580903479178
– volume-title: Implications of fatal and nonfatal crashes for adaptive headlighting
  year: 2006
  ident: e_1_3_2_34_1
– ident: e_1_3_2_43_1
  doi: 10.59782/sidr.v1i1.25
– ident: e_1_3_2_30_1
  doi: 10.1177/0954407019894425
– ident: e_1_3_2_39_1
  doi: 10.1111/opo.12659
– ident: e_1_3_2_33_1
– ident: e_1_3_2_7_1
  doi: 10.3390/ijerph18126598
– ident: e_1_3_2_23_1
  doi: 10.1016/j.gaceta.2015.03.007
– ident: e_1_3_2_2_1
  doi: 10.1007/978-3-319-14142-8
– ident: e_1_3_2_44_1
  doi: 10.4271/2014-01-0491
– ident: e_1_3_2_5_1
  doi: 10.1016/j.jsr.2022.05.001
– ident: e_1_3_2_15_1
  doi: 10.32614/RJ-2017-047
– ident: e_1_3_2_45_1
  doi: 10.1080/17457300.2019.1660377
– ident: e_1_3_2_14_1
  doi: 10.18637/jss.v014.i15
– ident: e_1_3_2_20_1
  doi: 10.1080/00405167.2013.859435
– ident: e_1_3_2_16_1
  doi: 10.1177/03611981211044467
– volume: 56
  start-page: 203
  year: 2012
  ident: e_1_3_2_11_1
  article-title: Factors affecting ejection risk in rollover crashes
  publication-title: Assoc Adv Automotive Med (AAAM)
– volume-title: Proceedings of the 2022 International Research Council on Biomechanics of Injury Europe Conference
  year: 2022
  ident: e_1_3_2_26_1
– volume-title: Factors related to the likelihood of a passenger vehicle occupant being ejected in a fatal crash
  year: 2009
  ident: e_1_3_2_21_1
– ident: e_1_3_2_24_1
  doi: 10.1007/978-3-030-77185-0_6
– volume: 19
  start-page: 146
  issue: 4
  year: 2019
  ident: e_1_3_2_17_1
  article-title: The perspective of vehicle-to-everything (v2x) communication towards 5g
  publication-title: IJCSNS
– ident: e_1_3_2_29_1
  doi: 10.56381/jsaem.v2i3.99
– ident: e_1_3_2_31_1
  doi: 10.1016/j.amar.2016.06.002
– ident: e_1_3_2_4_1
  doi: 10.1080/15389588.2010.485284
– volume-title: Reducing roadway departure crashes at horizontal curve sections on two-lane rural highways
  year: 2019
  ident: e_1_3_2_9_1
– ident: e_1_3_2_28_1
  doi: 10.1016/j.aap.2005.03.022
– ident: e_1_3_2_32_1
  doi: 10.1080/15389588.2018.1527030
– ident: e_1_3_2_41_1
  doi: 10.1080/15389588.2021.1893699
– ident: e_1_3_2_3_1
  doi: 10.1145/170036.170072
– ident: e_1_3_2_13_1
  doi: 10.1007/978-981-13-7139-4_27
– ident: e_1_3_2_36_1
  doi: 10.1016/s0001-4575(00)00104-4
– ident: e_1_3_2_12_1
  doi: 10.1061/(ASCE)0733-947X(2003)129:4(342)
– ident: e_1_3_2_18_1
  doi: 10.1080/15389588.2019.1696962
– volume-title: Traffic safety facts 2022: passenger vehicles
  year: 2024
  ident: e_1_3_2_22_1
– ident: e_1_3_2_42_1
  doi: 10.1016/j.amar.2022.100220
– ident: e_1_3_2_27_1
  doi: 10.1016/j.amar.2014.03.001
– ident: e_1_3_2_40_1
  doi: 10.3390/sym16050543
– ident: e_1_3_2_8_1
  doi: 10.3390/su15032708
– ident: e_1_3_2_19_1
  doi: 10.4271/2006-01-0795
– ident: e_1_3_2_6_1
  doi: 10.1002/(SICI)1097-4598(1997)6+<146::AID-MUS10>3.0.CO;2-4
– ident: e_1_3_2_10_1
  doi: 10.1186/s12889-018-6280-1
SSID ssj0021805
Score 2.3827996
SecondaryResourceType online_first
Snippet This study aims to identify key contributing factors to driver ejection in vehicle crashes. By analyzing crash characteristics, restraint usage, and...
SourceID proquest
pubmed
crossref
SourceType Aggregation Database
Index Database
StartPage 1
Title Uncovering the role of restraint usage in driver ejection: a data mining investigation of fatal and injury crashes
URI https://www.ncbi.nlm.nih.gov/pubmed/40327590
https://www.proquest.com/docview/3201114230
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVLSH
  databaseName: aylor and Francis Online
  customDbUrl:
  mediaType: online
  eissn: 1538-957X
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0021805
  issn: 1538-9588
  databaseCode: AHDZW
  dateStart: 20020301
  isFulltext: true
  providerName: Library Specific Holdings
– providerCode: PRVAWR
  databaseName: Taylor & Francis Science and Technology Library-DRAA
  customDbUrl:
  eissn: 1538-957X
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0021805
  issn: 1538-9588
  databaseCode: 30N
  dateStart: 19990101
  isFulltext: true
  titleUrlDefault: http://www.tandfonline.com/page/title-lists
  providerName: Taylor & Francis
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Lj9MwELbKcoAL4s3ykpG4RQl52HlwQwiokHZPrdRb5Di20kqbrPo4wL_hnzJjO267KojlElWWO2k9nzwz9jczhLyvUlGKBMuGSt6ErGh0WIqShbngqdBMt8wUML24zKdz9n3BF5PJrwPW0m7bRPLnybyS_9EqjIFeMUv2Fpr1QmEAPoN-4Qkahuc_6XjeS2RgjhlPI1MQ221g54dtsEPamCG8rpF_EaiVYV71NsUZ2aHBlekQAXN8vQ3rQWrTVsTWZlrBwgdyLTadYxyuvKHDChTjjGtXDmp_s-9IA-DiW10O3dLTbL51w6YLZthNzDIrRd__8EZiCsZbuPoG3ZXLwMKTIDBo3dKe2l4MHe6b7nrJHV2k3BAF85u7Lbd9_SJ1OFYsDnbV5NA8n9z3LVESv4viInxZBIFlwm2bqOM62zfsn2clJq5c6iimRjG1E3OH3E3BcGB3kCy-9DF9UhqWrP8nY5JYGX84-WuO3Z8_xDTGt5k9JA9cUEI_WYQ9IhPVPyb3xpz1zROy3iONAtIoIo0OmnqkUYM0uuypRRodkfaRCoo4oxZn9AhnKMLgjALOqEURdTh7SuZfv8w-T0PXrSOUEEJvw0amlVawHEy2ccUY15lQ6A-2qcgSlcYi541OVFlULXilUlUconUFmwhTRS559oyc9UOvXhCaMq112_JYVCUTLG24UCIHeSLjSrbNOYnGRayvbVGW-q_KOyfvxqWuYfvEOzHRq2G3qTN0gBOIKWDOc6sDL5LFWVrwKn5529e9Ivf3cH9NzrbrnXoDvuu2eWvQ8xuFzJcl
linkProvider Taylor & Francis
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Uncovering+the+role+of+restraint+usage+in+driver+ejection%3A+a+data+mining+investigation+of+fatal+and+injury+crashes&rft.jtitle=Traffic+injury+prevention&rft.au=Chakraborty%2C+Rohit&rft.au=Ghosh+Tusti%2C+Anannya&rft.au=Hossain%2C+Ahmed&rft.au=Salehian%2C+Mohaddese&rft.date=2025-05-06&rft.issn=1538-9588&rft.eissn=1538-957X&rft.spage=1&rft.epage=8&rft_id=info:doi/10.1080%2F15389588.2025.2491580&rft.externalDBID=n%2Fa&rft.externalDocID=10_1080_15389588_2025_2491580
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1538-9588&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1538-9588&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1538-9588&client=summon