Please use this identifier to cite or link to this item:
http://hdl.handle.net/1942/33144
Full metadata record
DC Field | Value | Language |
---|---|---|
dc.contributor.author | SHEN, Yongjun | - |
dc.contributor.author | Zahoor, Onaira | - |
dc.contributor.author | Tan, Xu | - |
dc.contributor.author | Usama, Muhammad | - |
dc.contributor.author | BRIJS, Tom | - |
dc.date.accessioned | 2021-01-22T13:32:43Z | - |
dc.date.available | 2021-01-22T13:32:43Z | - |
dc.date.issued | 2020 | - |
dc.date.submitted | 2021-01-21T09:59:03Z | - |
dc.identifier.citation | International Journal of Environmental Research and Public Health, 17 (23) (Art N° 8886) | - |
dc.identifier.uri | http://hdl.handle.net/1942/33144 | - |
dc.description.abstract | To enable older drivers to maintain mobility without endangering public safety, it is necessary to develop more effective means of assessing their fitness-to-drive as alternatives to an on-road driving test. In this study, a functional ability test, simulated driving test, and on-road driving test were carried out for 136 older drivers. Influencing factors related to fitness-to-drive were selected based on the correlation between the outcome measure of each test and the pass/fail outcome of the on-road driving test. Four potential alternatives combining different tests were considered and three modeling techniques were compared when constructing the fitness-to-drive assessment model for the elderly. As a result, 92 participants completed all of the tests, of which 61 passed the on-road driving test and the remaining 31 failed. A total of seven influencing factors from all types of tests were selected. The best model was trained by the technique of gradient boosted machine using all of the seven factors, generating the highest accuracy of 92.8%, with sensitivity of 0.94 and specificity of 0.90. The proposed fitness-to-drive assessment method is considered an effective alternative to the on-road driving test, and the results offer a valuable reference for those unfit-to-drive older drivers to either adjust their driving behavior or cease driving. | - |
dc.description.sponsorship | This research was supported by the National Key Research and Development Project (Grant No. 2018YFE0102700), and the National Natural Science Foundation of China (Grant No.: 71701045) | - |
dc.language.iso | en | - |
dc.publisher | MDPI | - |
dc.rights | © 2020 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 (http://creativecommons.org/licenses/by/4.0/). | - |
dc.subject.other | road traffic safety | - |
dc.subject.other | older drivers | - |
dc.subject.other | fitness-to-drive | - |
dc.subject.other | simulated driving | - |
dc.subject.other | gradient boosted machine (GBM) | - |
dc.title | Assessing Fitness-To-Drive among Older Drivers: A Comparative Analysis of Potential Alternatives to on-Road Driving Test | - |
dc.type | Journal Contribution | - |
dc.identifier.issue | 23 | - |
dc.identifier.volume | 17 | - |
local.format.pages | 18 | - |
local.bibliographicCitation.jcat | A1 | - |
dc.description.notes | Shen, YJ (corresponding author), Southeast Univ, Sch Transportat, Nanjing 211189, Peoples R China.; Shen, YJ (corresponding author), Hasselt Univ, Transportat Res Inst IMOB, B-3500 Hasselt, Belgium. | - |
dc.description.notes | shenyongjun@seu.edu.cn; onairakhattak@yahoo.com; 220193153@seu.edu.cn; | - |
dc.description.notes | usama@seu.edu.cn; tom.brijs@uhasselt.be | - |
dc.description.other | Shen, YJ (corresponding author), Southeast Univ, Sch Transportat, Nanjing 211189, Peoples R China. Hasselt Univ, Transportat Res Inst IMOB, B-3500 Hasselt, Belgium. shenyongjun@seu.edu.cn; onairakhattak@yahoo.com; 220193153@seu.edu.cn; usama@seu.edu.cn; tom.brijs@uhasselt.be | - |
local.publisher.place | ST ALBAN-ANLAGE 66, CH-4052 BASEL, SWITZERLAND | - |
local.type.refereed | Refereed | - |
local.type.specified | Article | - |
local.bibliographicCitation.artnr | 8886 | - |
dc.identifier.doi | 10.3390/ijerph17238886 | - |
dc.identifier.isi | WOS:000597594800001 | - |
dc.contributor.orcid | Brijs, Tom/0000-0003-2622-4398; Usama, Muhammad/0000-0002-4136-2169 | - |
local.provider.type | wosris | - |
local.uhasselt.uhpub | yes | - |
local.description.affiliation | [Shen, Yongjun; Zahoor, Onaira; Tan, Xu; Usama, Muhammad] Southeast Univ, Sch Transportat, Nanjing 211189, Peoples R China. | - |
local.description.affiliation | [Shen, Yongjun; Brijs, Tom] Hasselt Univ, Transportat Res Inst IMOB, B-3500 Hasselt, Belgium. | - |
local.uhasselt.international | yes | - |
item.validation | ecoom 2022 | - |
item.contributor | SHEN, Yongjun | - |
item.contributor | Zahoor, Onaira | - |
item.contributor | Tan, Xu | - |
item.contributor | Usama, Muhammad | - |
item.contributor | BRIJS, Tom | - |
item.accessRights | Open Access | - |
item.fullcitation | SHEN, Yongjun; Zahoor, Onaira; Tan, Xu; Usama, Muhammad & BRIJS, Tom (2020) Assessing Fitness-To-Drive among Older Drivers: A Comparative Analysis of Potential Alternatives to on-Road Driving Test. In: International Journal of Environmental Research and Public Health, 17 (23) (Art N° 8886). | - |
item.fulltext | With Fulltext | - |
crisitem.journal.issn | 1661-7827 | - |
crisitem.journal.eissn | 1660-4601 | - |
Appears in Collections: | Research publications |
Files in This Item:
File | Description | Size | Format | |
---|---|---|---|---|
ijerph-17-08886-v2.pdf | Published version | 1.48 MB | Adobe PDF | View/Open |
WEB OF SCIENCETM
Citations
2
checked on Apr 30, 2024
Page view(s)
22
checked on May 30, 2022
Download(s)
8
checked on May 30, 2022
Google ScholarTM
Check
Altmetric
Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.