Evaluating the effectiveness of camera-based fatigue and distraction detection technology in a rural truck driver cohort.

Jennifer Cori, Lauren A Booker, Tracey L Sletten, Shantha M W Rajaratnam, David Stanley, Liam Francis, Kayla McMahon, Kyle Wilson, Meghan Mulhall, Mark E Howard
{"title":"Evaluating the effectiveness of camera-based fatigue and distraction detection technology in a rural truck driver cohort.","authors":"Jennifer Cori, Lauren A Booker, Tracey L Sletten, Shantha M W Rajaratnam, David Stanley, Liam Francis, Kayla McMahon, Kyle Wilson, Meghan Mulhall, Mark E Howard","doi":"10.1097/JOM.0000000000003350","DOIUrl":null,"url":null,"abstract":"<p><strong>Objective: </strong>This study aims to evaluate the effectiveness of fatigue detection technology (FDT) cabin alarms in reducing fatigue events in rural truck drivers, assess the accuracy in detecting fatigue events alarms and examine whether drivers habituate to alarms over time.</p><p><strong>Methods: </strong>Longitudinal naturalistic study of fatigue events before and after alarm activation.in 12 rural commercial trucks.</p><p><strong>Results: </strong>The rate showed fatigue events were significantly higher when alarms were off (0.06), compared to when alarms were activated (0.03) (rate-ratio = 0.5 [0.4, 0.7], p < 0.001). Fatigue events increased as the alarm phase continued, indicating habituation. The device classified fatigue events with 49% precision, 32% were false positives and 18% reclassified as distraction when human verified.</p><p><strong>Conclusion: </strong>In cabin fatigue alarms significantly reduced the rate of fatigue events initially, however increased again overtime.</p>","PeriodicalId":94100,"journal":{"name":"Journal of occupational and environmental medicine","volume":" ","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2025-02-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of occupational and environmental medicine","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1097/JOM.0000000000003350","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Objective: This study aims to evaluate the effectiveness of fatigue detection technology (FDT) cabin alarms in reducing fatigue events in rural truck drivers, assess the accuracy in detecting fatigue events alarms and examine whether drivers habituate to alarms over time.

Methods: Longitudinal naturalistic study of fatigue events before and after alarm activation.in 12 rural commercial trucks.

Results: The rate showed fatigue events were significantly higher when alarms were off (0.06), compared to when alarms were activated (0.03) (rate-ratio = 0.5 [0.4, 0.7], p < 0.001). Fatigue events increased as the alarm phase continued, indicating habituation. The device classified fatigue events with 49% precision, 32% were false positives and 18% reclassified as distraction when human verified.

Conclusion: In cabin fatigue alarms significantly reduced the rate of fatigue events initially, however increased again overtime.

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
研究目的本研究旨在评估疲劳检测技术(FDT)驾驶室警报器在减少农村卡车司机疲劳事件方面的效果,评估疲劳事件警报器检测的准确性,并研究司机是否会随着时间的推移习惯于警报器:方法:在 12 辆农村商用卡车上对警报启动前后的疲劳事件进行纵向自然研究:结果:警报关闭时的疲劳事件发生率(0.06)明显高于警报启动时的疲劳事件发生率(0.03)(比率比 = 0.5 [0.4, 0.7],p < 0.001)。疲劳事件随着警报阶段的持续而增加,这表明已形成习惯。该设备对疲劳事件的分类准确率为 49%,32% 为假阳性,18% 在人工验证后被重新归类为分心:机舱内的疲劳警报最初能明显降低疲劳事件的发生率,但随着时间的推移又会增加。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Differential Risk of Depression by Occupational Factors: A Gendered Perspective from the Brazilian National Health Survey. Relationships between physiological stress biomarkers and cardiovascular disease risk factors among career firefighters. Association between workplace social capital and occupational injuries and illnesses: A 1-year prospective cohort study. Progress on Workplace Heat Protections Must Continue. Surveying Occupational Medicine Physicians on Worker Health and Extreme Heat.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1