Application of Logistic Regression Model to Assess the Impact of Smartwatch on Improving Road Traffic Safety: A Driving Simulator Study

Speeding is one of the most relevant risk behaviours for serious and fatal road traffic accidents, particularly among young drivers, being the cause of approximately every third road traffic accident. Due to this background, many road traffic safety campaigns are aimed at reducing speeding among you...

Full description

Saved in:
Bibliographic Details
Published in:Mathematics (Basel) Vol. 10; no. 9; p. 1403
Main Authors: Pešić, Duško, Pešić, Dalibor, Trifunović, Aleksandar, Čičević, Svetlana
Format: Journal Article
Language:English
Published: Basel MDPI AG 01-05-2022
Subjects:
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract Speeding is one of the most relevant risk behaviours for serious and fatal road traffic accidents, particularly among young drivers, being the cause of approximately every third road traffic accident. Due to this background, many road traffic safety campaigns are aimed at reducing speeding among young drivers. However, the effects of campaigns aimed at complying with speed limits for young drivers have significantly fewer effects than other campaigns. For these reasons, an experimental study was conducted to examine how young drivers react to the speeding campaign, which was shown to them on a smartwatch while driving in a driving simulator. Speeding results were compared for three scenarios: no campaign, a billboard campaign and a smartwatch campaign. The experiment involved 102 participants with an average age of 21 years. The results showed that participants were six times more likely to comply with the speed limit if a campaign was shown on a smartwatch than when shown on billboards.
AbstractList Speeding is one of the most relevant risk behaviours for serious and fatal road traffic accidents, particularly among young drivers, being the cause of approximately every third road traffic accident. Due to this background, many road traffic safety campaigns are aimed at reducing speeding among young drivers. However, the effects of campaigns aimed at complying with speed limits for young drivers have significantly fewer effects than other campaigns. For these reasons, an experimental study was conducted to examine how young drivers react to the speeding campaign, which was shown to them on a smartwatch while driving in a driving simulator. Speeding results were compared for three scenarios: no campaign, a billboard campaign and a smartwatch campaign. The experiment involved 102 participants with an average age of 21 years. The results showed that participants were six times more likely to comply with the speed limit if a campaign was shown on a smartwatch than when shown on billboards.
Author Pešić, Duško
Pešić, Dalibor
Čičević, Svetlana
Trifunović, Aleksandar
Author_xml – sequence: 1
  givenname: Duško
  surname: Pešić
  fullname: Pešić, Duško
– sequence: 2
  givenname: Dalibor
  surname: Pešić
  fullname: Pešić, Dalibor
– sequence: 3
  givenname: Aleksandar
  orcidid: 0000-0002-4839-8105
  surname: Trifunović
  fullname: Trifunović, Aleksandar
– sequence: 4
  givenname: Svetlana
  surname: Čičević
  fullname: Čičević, Svetlana
BookMark eNpNUdtuEzEQtVArUdK-9QMs8UrA3rH3wltUoEQKQmraZ2vWl8TRZh1sB5Qv4LfrbRDq04zOnDlzZuYduRjDaAm55ewjQMc-7TFvOWMdFwzekKuqqpp5UwoXr_K35CalHWMTDVrRXZG_i8Nh8BqzDyMNjq7CxqfsNX2wm2hTmuAfwdiB5kAXKRWI5q2ly_0BdZ461nuM-Q9mvaWFW_AYfvtxQx8CGvoY0bmitkZn8-kzXdAv0b-U135_HDCHSNf5aE7X5NLhkOzNvzgjT9--Pt59n69-3i_vFqu5roSEuTbOATguEGvQXYst9CC4bUVTa22gQV33VVNph6Bbzi10whojtTRYM1vDjCzPuibgTh2iL-5PKqBXL0CIG1XW8XqwqgfjioBsqwaFxL6Xou97LjvZCGmLmxl5f9YqK_862pTVLhzjWOyrqq6BlYM3E-vDmaVjSCla938qZ2r6nHr9OXgGla2Org
CitedBy_id crossref_primary_10_3390_math10244806
crossref_primary_10_3390_app13053262
crossref_primary_10_3390_app12136795
crossref_primary_10_3390_systems10050191
crossref_primary_10_1177_03611981221128809
crossref_primary_10_1109_ACCESS_2023_3321800
Cites_doi 10.1016/j.aap.2020.105583
10.1016/j.aap.2020.105760
10.2307/1130871
10.1016/j.trf.2019.02.011
10.1016/j.apergo.2018.09.001
10.1016/j.aap.2018.04.015
10.1016/j.aap.2016.06.018
10.1016/j.jsr.2017.02.002
10.1016/j.trf.2021.04.013
10.1016/j.aap.2020.105859
10.1016/j.aap.2021.106327
10.1016/j.trf.2019.02.019
10.1016/j.aap.2015.06.015
10.1016/j.aap.2011.07.023
10.1016/j.aap.2011.01.002
10.1016/j.aap.2005.04.010
10.1016/j.procs.2020.03.005
10.1016/j.aap.2021.106474
10.1016/j.aap.2012.07.012
10.3390/math8091548
10.1016/j.trf.2019.09.008
10.1016/j.trf.2021.07.001
10.1016/j.trf.2020.10.013
10.1016/j.trf.2006.05.001
10.1016/j.aap.2015.12.024
10.1093/her/cyg093
10.1016/S1369-8478(01)00029-8
10.1016/j.trf.2021.06.016
10.1016/j.aap.2013.11.017
10.1016/j.aap.2019.105291
10.1080/15472450.2019.1634560
ContentType Journal Article
Copyright 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml – notice: 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
DBID AAYXX
CITATION
3V.
7SC
7TB
7XB
8AL
8FD
8FE
8FG
8FK
ABJCF
ABUWG
AFKRA
ARAPS
AZQEC
BENPR
BGLVJ
CCPQU
COVID
DWQXO
FR3
GNUQQ
HCIFZ
JQ2
K7-
KR7
L6V
L7M
L~C
L~D
M0N
M7S
P62
PIMPY
PQEST
PQQKQ
PQUKI
PRINS
PTHSS
Q9U
DOA
DOI 10.3390/math10091403
DatabaseName CrossRef
ProQuest Central (Corporate)
Computer and Information Systems Abstracts
Mechanical & Transportation Engineering Abstracts
ProQuest Central (purchase pre-March 2016)
Computing Database (Alumni Edition)
Technology Research Database
ProQuest SciTech Collection
ProQuest Technology Collection
ProQuest Central (Alumni) (purchase pre-March 2016)
Materials Science & Engineering Collection
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
Advanced Technologies & Aerospace Database‎ (1962 - current)
ProQuest Central Essentials
ProQuest Academic
Technology Collection
ProQuest One Community College
Coronavirus Research Database
ProQuest Central
Engineering Research Database
ProQuest Central Student
SciTech Premium Collection (Proquest) (PQ_SDU_P3)
ProQuest Computer Science Collection
Computer Science Database
Civil Engineering Abstracts
ProQuest Engineering Collection
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
Computing Database
Engineering Database
ProQuest Advanced Technologies & Aerospace Collection
Access via ProQuest (Open Access)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
Engineering Collection
ProQuest Central Basic
Directory of Open Access Journals
DatabaseTitle CrossRef
Publicly Available Content Database
Computer Science Database
ProQuest Central Student
Technology Collection
Technology Research Database
Computer and Information Systems Abstracts – Academic
Mechanical & Transportation Engineering Abstracts
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
ProQuest Computer Science Collection
Computer and Information Systems Abstracts
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest Central China
ProQuest Central
ProQuest Engineering Collection
ProQuest Central Korea
Advanced Technologies Database with Aerospace
Engineering Collection
Advanced Technologies & Aerospace Collection
Civil Engineering Abstracts
ProQuest Computing
Engineering Database
ProQuest Central Basic
ProQuest Computing (Alumni Edition)
ProQuest One Academic Eastern Edition
Coronavirus Research Database
ProQuest Technology Collection
ProQuest SciTech Collection
Computer and Information Systems Abstracts Professional
ProQuest One Academic UKI Edition
Materials Science & Engineering Collection
Engineering Research Database
ProQuest One Academic
ProQuest Central (Alumni)
DatabaseTitleList Publicly Available Content Database
CrossRef

Database_xml – sequence: 1
  dbid: DOA
  name: Directory of Open Access Journals
  url: http://www.doaj.org/
  sourceTypes: Open Website
DeliveryMethod fulltext_linktorsrc
Discipline Mathematics
EISSN 2227-7390
ExternalDocumentID oai_doaj_org_article_b3df1e35827a45abb54bbb1595745e45
10_3390_math10091403
GeographicLocations United States--US
GeographicLocations_xml – name: United States--US
GroupedDBID -~X
3V.
5VS
85S
8FE
8FG
AADQD
AAFWJ
AAYXX
ABDBF
ABJCF
ABJNI
ABPPZ
ABUWG
ACIPV
ACIWK
ADBBV
AFKRA
AFZYC
ALMA_UNASSIGNED_HOLDINGS
ARAPS
AZQEC
BCNDV
BENPR
BGLVJ
BPHCQ
CCPQU
CITATION
DWQXO
GNUQQ
GROUPED_DOAJ
HCIFZ
IAO
ITC
K6V
K7-
KQ8
L6V
M0N
M7S
MODMG
M~E
OK1
PIMPY
PQQKQ
PROAC
PTHSS
RNS
7SC
7TB
7XB
8AL
8FD
8FK
COVID
FR3
JQ2
KR7
L7M
L~C
L~D
P62
PQEST
PQUKI
PRINS
Q9U
ID FETCH-LOGICAL-c2453-cdff33f14aa63c98a83b341e8476ccd37ac6b272cfa3c811e394edd5c5da60e63
IEDL.DBID DOA
ISSN 2227-7390
IngestDate Tue Oct 22 15:11:15 EDT 2024
Thu Oct 10 15:04:15 EDT 2024
Fri Nov 22 02:43:38 EST 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 9
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c2453-cdff33f14aa63c98a83b341e8476ccd37ac6b272cfa3c811e394edd5c5da60e63
ORCID 0000-0002-4839-8105
OpenAccessLink https://doaj.org/article/b3df1e35827a45abb54bbb1595745e45
PQID 2663039075
PQPubID 2032364
ParticipantIDs doaj_primary_oai_doaj_org_article_b3df1e35827a45abb54bbb1595745e45
proquest_journals_2663039075
crossref_primary_10_3390_math10091403
PublicationCentury 2000
PublicationDate 2022-05-01
PublicationDateYYYYMMDD 2022-05-01
PublicationDate_xml – month: 05
  year: 2022
  text: 2022-05-01
  day: 01
PublicationDecade 2020
PublicationPlace Basel
PublicationPlace_xml – name: Basel
PublicationTitle Mathematics (Basel)
PublicationYear 2022
Publisher MDPI AG
Publisher_xml – name: MDPI AG
References Wu (ref_8) 2019; 24
Tay (ref_25) 2005; 37
Sadia (ref_32) 2017; 10
Preece (ref_40) 2018; 117
Rowe (ref_46) 2016; 89
(ref_38) 2020; 144
Porter (ref_9) 2021; 7
Kosslyn (ref_17) 1990; 61
Masuri (ref_36) 2016; 1
ref_14
(ref_22) 2019; 11
ref_13
(ref_4) 2019; 66
Horvath (ref_34) 2012; 45
ref_11
Sucha (ref_37) 2021; 81
Calvi (ref_43) 2020; 147
Hussain (ref_44) 2019; 62
ref_18
Lubbe (ref_31) 2017; 61
(ref_30) 2019; 63
ref_15
Etika (ref_16) 2021; 9
Phillips (ref_21) 2011; 43
Truelove (ref_10) 2021; 160
Tay (ref_26) 2004; 31
Ward (ref_19) 2021; 80
Vankov (ref_42) 2021; 151
Logan (ref_41) 2019; 132
Elvik (ref_6) 2013; 50
ref_23
Glendon (ref_35) 2014; 64
Lewis (ref_24) 2007; 10
Ulleberg (ref_39) 2001; 4
ref_1
Perlman (ref_28) 2019; 75
Dobrodolac (ref_2) 2021; 2021
ref_3
Geber (ref_20) 2016; 97
Lajunen (ref_29) 2021; 76
Stead (ref_47) 2005; 20
Taheri (ref_33) 2017; 7
Commandeur (ref_5) 2016; 97
Eren (ref_27) 2021; 164
Peterson (ref_12) 2021; 81
ref_7
Hussain (ref_45) 2020; 170
References_xml – ident: ref_7
– volume: 10
  start-page: 25
  year: 2017
  ident: ref_32
  article-title: Speed variation for different drivers, situations, and road geometry: Simulator and survey analysis
  publication-title: J. Transp. Saf. Secur.
  contributor:
    fullname: Sadia
– volume: 144
  start-page: 105583
  year: 2020
  ident: ref_38
  article-title: Changes in beliefs during driver training and their association with risky driving
  publication-title: Accid. Anal. Prev.
  doi: 10.1016/j.aap.2020.105583
– volume: 2021
  start-page: 1
  year: 2021
  ident: ref_2
  article-title: A bee colony optimization (BCO) and type-2 fuzzy approach to measuring the impact of speed perception on motor vehicle crash involvement
  publication-title: Soft Comput.
  contributor:
    fullname: Dobrodolac
– volume: 147
  start-page: 105760
  year: 2020
  ident: ref_43
  article-title: Effectiveness of augmented reality warnings on driving behaviour whilst approaching pedestrian crossings: A driving simulator study
  publication-title: Accid. Anal. Prev.
  doi: 10.1016/j.aap.2020.105760
  contributor:
    fullname: Calvi
– ident: ref_3
– volume: 61
  start-page: 995
  year: 1990
  ident: ref_17
  article-title: Age Differences in Imagery Abilities
  publication-title: Child. Dev.
  doi: 10.2307/1130871
  contributor:
    fullname: Kosslyn
– volume: 63
  start-page: 1
  year: 2019
  ident: ref_30
  article-title: The differential associations of functional and dysfunctional impulsivity with driving style: A simulator study
  publication-title: Transp. Res. Part F Traffic Psychol. Behav.
  doi: 10.1016/j.trf.2019.02.011
– volume: 75
  start-page: 8
  year: 2019
  ident: ref_28
  article-title: The relative impact of smartwatch and smartphone use while driving on workload, attention, and driving performance
  publication-title: Appl. Ergon.
  doi: 10.1016/j.apergo.2018.09.001
  contributor:
    fullname: Perlman
– volume: 117
  start-page: 196
  year: 2018
  ident: ref_40
  article-title: Understanding the psychological precursors of young drivers’ willingness to speed and text while driving
  publication-title: Accid. Anal. Prev.
  doi: 10.1016/j.aap.2018.04.015
  contributor:
    fullname: Preece
– volume: 97
  start-page: 326
  year: 2016
  ident: ref_5
  article-title: Monitoring speed before and during a speed publicity campaign
  publication-title: Accid. Anal. Prev.
  doi: 10.1016/j.aap.2016.06.018
  contributor:
    fullname: Commandeur
– ident: ref_11
– volume: 61
  start-page: 23
  year: 2017
  ident: ref_31
  article-title: Brake reactions of distracted drivers to pedestrian Forward Collision Warning systems
  publication-title: J. Saf. Res.
  doi: 10.1016/j.jsr.2017.02.002
  contributor:
    fullname: Lubbe
– volume: 80
  start-page: 250
  year: 2021
  ident: ref_19
  article-title: The effects of message threat on psychological reactance to traffic safety messaging
  publication-title: Transp. Res. Part F Traffic Psychol. Behav.
  doi: 10.1016/j.trf.2021.04.013
  contributor:
    fullname: Ward
– volume: 151
  start-page: 105859
  year: 2021
  ident: ref_42
  article-title: Understanding the predictors of young drivers’ speeding intention and behaviour in a three-month longitudinal study
  publication-title: Accid. Anal. Prev.
  doi: 10.1016/j.aap.2020.105859
  contributor:
    fullname: Vankov
– volume: 160
  start-page: 106327
  year: 2021
  ident: ref_10
  article-title: A unified deterrence-based model of legal and non-legal factors that influence young driver speeding behaviour
  publication-title: Accid. Anal. Prev.
  doi: 10.1016/j.aap.2021.106327
  contributor:
    fullname: Truelove
– volume: 62
  start-page: 637
  year: 2019
  ident: ref_44
  article-title: Speed perception and actual speed in a driving simulator and real-world: A validation study
  publication-title: Transp. Res. Part F Traffic Psychol. Behav.
  doi: 10.1016/j.trf.2019.02.019
  contributor:
    fullname: Hussain
– volume: 97
  start-page: 315
  year: 2016
  ident: ref_20
  article-title: Tailoring in risk communication by linking risk profiles and communication preferences: The case of speeding of young car drivers
  publication-title: Accid. Anal. Prev.
  doi: 10.1016/j.aap.2015.06.015
  contributor:
    fullname: Geber
– volume: 45
  start-page: 334
  year: 2012
  ident: ref_34
  article-title: The beliefs which motivate young male and female drivers to speed: A comparison of low and high intenders
  publication-title: Accid. Anal. Prev.
  doi: 10.1016/j.aap.2011.07.023
  contributor:
    fullname: Horvath
– ident: ref_14
– volume: 43
  start-page: 1204
  year: 2011
  ident: ref_21
  article-title: Meta-analysis of the effect of road safety campaigns on accidents
  publication-title: Accid. Anal. Prev.
  doi: 10.1016/j.aap.2011.01.002
  contributor:
    fullname: Phillips
– volume: 9
  start-page: 100279
  year: 2021
  ident: ref_16
  article-title: Identifying salient beliefs underlying speeding behaviour: An elicitation study of nigerian drivers
  publication-title: Transp. Res. Interdiscip. Perspect
  contributor:
    fullname: Etika
– ident: ref_18
– volume: 37
  start-page: 922
  year: 2005
  ident: ref_25
  article-title: The effectiveness of enforcement and publicity campaigns on serious crashes involving young male drivers: Are drink driving and speeding similar?
  publication-title: Accid. Anal. Prev.
  doi: 10.1016/j.aap.2005.04.010
  contributor:
    fullname: Tay
– volume: 170
  start-page: 18
  year: 2020
  ident: ref_45
  article-title: Impact of the geometric field of view on drivers’ speed perception and lateral position in driving simulators
  publication-title: Procedia Comput. Sci.
  doi: 10.1016/j.procs.2020.03.005
  contributor:
    fullname: Hussain
– volume: 11
  start-page: 1
  year: 2019
  ident: ref_22
  article-title: The effect of road safety education on the relationship between Driver’s errors, violations and accidents: Slovenian case study
  publication-title: Eur. Transp. Res. Rev.
– ident: ref_23
– volume: 164
  start-page: 106474
  year: 2021
  ident: ref_27
  article-title: Smartphone use among young drivers: Applying an extended Theory of Planned Behaviour to predict young drivers’ intention and engagement in concealed responding
  publication-title: Accid. Anal. Prev.
  doi: 10.1016/j.aap.2021.106474
  contributor:
    fullname: Eren
– volume: 50
  start-page: 854
  year: 2013
  ident: ref_6
  article-title: A re-parameterisation of the Power Model of the relationship between the speed of traffic and the number of accidents and accident victims
  publication-title: Accid. Anal. Prev.
  doi: 10.1016/j.aap.2012.07.012
  contributor:
    fullname: Elvik
– ident: ref_1
  doi: 10.3390/math8091548
– volume: 66
  start-page: 252
  year: 2019
  ident: ref_4
  article-title: Evaluation of the effects of daytime running lights for passenger cars
  publication-title: Transp. Res. Part F Traffic Psychol. Behav.
  doi: 10.1016/j.trf.2019.09.008
– volume: 7
  start-page: 130
  year: 2021
  ident: ref_9
  article-title: Speeding: A Tragedy of the Commons’ Behavior
  publication-title: Int. Encycl. Transp.
  contributor:
    fullname: Porter
– volume: 31
  start-page: 1000
  year: 2004
  ident: ref_26
  article-title: The Relationship Between Public Education And Law Enforcement Campaigns And Their Effectiveness In Reducing Speed-Related Serious Crashes
  publication-title: Int. J. Transp. Econ. Riv. Internazionale Econ. Trasp.
  contributor:
    fullname: Tay
– volume: 81
  start-page: 396
  year: 2021
  ident: ref_37
  article-title: The influence of music genres on the driving behaviour of young drivers and their visual scanning of the environment
  publication-title: Transp. Res. Part F Traffic Psychol. Behav.
  doi: 10.1016/j.trf.2021.07.001
  contributor:
    fullname: Sucha
– volume: 76
  start-page: 38
  year: 2021
  ident: ref_29
  article-title: Investigating driving instructors: The mediating roles of driving skills in the relationship between organizational safety strategies and driver behaviours
  publication-title: Transp. Res. Part F Traffic Psychol. Behav.
  doi: 10.1016/j.trf.2020.10.013
  contributor:
    fullname: Lajunen
– ident: ref_15
– volume: 10
  start-page: 48
  year: 2007
  ident: ref_24
  article-title: Examining the effectiveness of physical threats in road safety advertising: The role of the third-person effect, gender, and age
  publication-title: Transp. Res. Part F Traffic Psychol. Behav.
  doi: 10.1016/j.trf.2006.05.001
  contributor:
    fullname: Lewis
– volume: 89
  start-page: 49
  year: 2016
  ident: ref_46
  article-title: Identifying beliefs underlying pre-drivers’ intentions to take risks: An application of the Theory of Planned Behaviour
  publication-title: Accid. Anal. Prev.
  doi: 10.1016/j.aap.2015.12.024
  contributor:
    fullname: Rowe
– ident: ref_13
– volume: 20
  start-page: 36
  year: 2005
  ident: ref_47
  article-title: Development and evaluation of a mass media Theory of Planned Behaviour intervention to reduce speeding
  publication-title: Health Educ. Res.
  doi: 10.1093/her/cyg093
  contributor:
    fullname: Stead
– volume: 7
  start-page: 123
  year: 2017
  ident: ref_33
  article-title: Virtual Reality Driving Simulation for Measuring Driver Behavior and Characteristics
  publication-title: J. Transp. Technol.
  contributor:
    fullname: Taheri
– volume: 4
  start-page: 279
  year: 2001
  ident: ref_39
  article-title: Personality subtypes of young drivers. Relationship to risk-taking preferences, accident involvement, and response to a traffic safety campaign
  publication-title: Transp. Res. Part F Traffic Psychol. Behav.
  doi: 10.1016/S1369-8478(01)00029-8
  contributor:
    fullname: Ulleberg
– volume: 81
  start-page: 373
  year: 2021
  ident: ref_12
  article-title: Driver speeding typologies by roadway behaviours and beliefs: A latent class analysis with a multistate sample of U.S. adults
  publication-title: Transp. Res. Part F Traffic Psychol. Behav.
  doi: 10.1016/j.trf.2021.06.016
  contributor:
    fullname: Peterson
– volume: 1
  start-page: 330
  year: 2016
  ident: ref_36
  article-title: The Intention in Speeding Behavior between Low and High Intended Young Driver in Urban University
  publication-title: Environ. Proc. J.
  contributor:
    fullname: Masuri
– volume: 64
  start-page: 100
  year: 2014
  ident: ref_35
  article-title: Evaluating a novice driver and pre-driver road safety intervention
  publication-title: Accid. Anal. Prev.
  doi: 10.1016/j.aap.2013.11.017
  contributor:
    fullname: Glendon
– volume: 132
  start-page: 105291
  year: 2019
  ident: ref_41
  article-title: The influence of the revised reinforcement sensitivity theory on risk perception and intentions to speed in young male and female drivers
  publication-title: Accid. Anal. Prev.
  doi: 10.1016/j.aap.2019.105291
  contributor:
    fullname: Logan
– volume: 24
  start-page: 494
  year: 2019
  ident: ref_8
  article-title: Combined connected vehicles and variable speed limit strategies to reduce rear-end crash risk under fog conditions
  publication-title: J. Intell. Transp. Syst.
  doi: 10.1080/15472450.2019.1634560
  contributor:
    fullname: Wu
SSID ssj0000913849
Score 2.2334118
Snippet Speeding is one of the most relevant risk behaviours for serious and fatal road traffic accidents, particularly among young drivers, being the cause of...
SourceID doaj
proquest
crossref
SourceType Open Website
Aggregation Database
StartPage 1403
SubjectTerms Billboards
COVID-19
driving simulator
Experiments
Fatalities
Injuries
logistic regression model
Mathematics
Questionnaires
Regression models
road traffic safety campaign
Roads & highways
Smartwatches
Speed limits
speeding
Traffic accidents
Traffic accidents & safety
Traffic control
Traffic safety
Traffic speed
Wearable computers
young drivers
Title Application of Logistic Regression Model to Assess the Impact of Smartwatch on Improving Road Traffic Safety: A Driving Simulator Study
URI https://www.proquest.com/docview/2663039075
https://doaj.org/article/b3df1e35827a45abb54bbb1595745e45
Volume 10
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://sdu.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1LT-MwELaAExwQu4AosKs5LMeIJH4k4VZeAonlQEHiFtljGyrRBrVFiF_A32bspF0kDlz26thKMpPMN2PPfMPYn9K4yhTaJLxUOhEqRbKDViaZqQpMea5NDBQvBsX1fXl6FmhyFq2-Qk5YSw_cCu7QcOszF-o5Cy2kNkYKYwyBsCyEdKJlL03Vp2Aq2uAq46Wo2kx3TnH9Ifl_j1kYF_P-WB0GRar-L5Y4wsv5Blvv_ELot8_zgy258U-29ndBqjrdZO_9f4fN0Hi4isU7Q4Qb99Bms44htDZ7glkD7WEu0HK4jIWQYcVgRO_7Ssb3EWjuYj8BbhptgVAr0EnAQHs3ezuCPpxOhvHyYDgKTb6aCYSsw7ctdnd-dntykXR9FBLMheQJWu8595nQWnGsSl1yQ-DlCJgUouWFRmXyIkevOZYZSbsSzlqJ0mqVOsW32cq4GbsdBhLJwVOyoLVOcERyNz1WmArvkWNa9tjBXLL1c0uXUVOYETRQf9ZAjx0HsS_mBJLrOECqrzvV19-pvsf250qruz9vWpPDQahMIb_c_R_32GOreSh4iCmO-2xlNnlxv9jy1L78jl_cB5D83NU
link.rule.ids 315,782,786,866,2106,27933,27934
linkProvider Directory of Open Access Journals
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=Application+of+Logistic+Regression+Model+to+Assess+the+Impact+of+Smartwatch+on+Improving+Road+Traffic+Safety%3A+A+Driving+Simulator+Study&rft.jtitle=Mathematics+%28Basel%29&rft.au=Pe%C5%A1i%C4%87%2C+Du%C5%A1ko&rft.au=Pe%C5%A1i%C4%87%2C+Dalibor&rft.au=Trifunovi%C4%87%2C+Aleksandar&rft.au=%C4%8Ci%C4%8Devi%C4%87%2C+Svetlana&rft.date=2022-05-01&rft.pub=MDPI+AG&rft.eissn=2227-7390&rft.volume=10&rft.issue=9&rft.spage=1403&rft_id=info:doi/10.3390%2Fmath10091403&rft.externalDBID=HAS_PDF_LINK
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2227-7390&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2227-7390&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2227-7390&client=summon