{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,20]],"date-time":"2026-05-20T10:09:11Z","timestamp":1779271751787,"version":"3.51.4"},"reference-count":45,"publisher":"Informa UK Limited","issue":"4","funder":[{"DOI":"10.13039\/501100004663","name":"Ministry of Science and Technology of Taiwan","doi-asserted-by":"publisher","award":["MOST 110\u20132634\u2013F-002\u2013049"],"award-info":[{"award-number":["MOST 110\u20132634\u2013F-002\u2013049"]}],"id":[{"id":"10.13039\/501100004663","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["www.tandfonline.com"],"crossmark-restriction":true},"short-container-title":["International Journal of Occupational Safety and Ergonomics"],"published-print":{"date-parts":[[2023,10,2]]},"DOI":"10.1080\/10803548.2022.2135281","type":"journal-article","created":{"date-parts":[[2022,10,25]],"date-time":"2022-10-25T06:11:35Z","timestamp":1666678295000},"page":"1429-1439","update-policy":"https:\/\/doi.org\/10.1080\/tandf_crossmark_01","source":"Crossref","is-referenced-by-count":12,"title":["Machine learning model for aberrant driving behaviour prediction using heart rate variability: a pilot study involving highway bus drivers"],"prefix":"10.1080","volume":"29","author":[{"given":"Cheng-Yu","family":"Tsai","sequence":"first","affiliation":[{"name":"Department of Civil and Environmental Engineering, Imperial College London, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Arnab","family":"Majumdar","sequence":"additional","affiliation":[{"name":"Department of Civil and Environmental Engineering, Imperial College London, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yija","family":"Wang","sequence":"additional","affiliation":[{"name":"Department of Civil and Environmental Engineering, Imperial College London, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wen-Hua","family":"Hsu","sequence":"additional","affiliation":[{"name":"College of Medicine, Taipei Medical University, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiunn-Horng","family":"Kang","sequence":"additional","affiliation":[{"name":"Department of Physical Medicine and Rehabilitation, Taipei Medical University Hospital, Taiwan"},{"name":"Research Centre of Artificial Intelligence in Medicine, Taipei Medical University, Taiwan"},{"name":"College of Biomedical Engineering, Taipei Medical University, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kang-Yun","family":"Lee","sequence":"additional","affiliation":[{"name":"Shuang Ho Hospital, Taipei Medical University, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chien-Hua","family":"Tseng","sequence":"additional","affiliation":[{"name":"Shuang Ho Hospital, Taipei Medical University, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yi-Chun","family":"Kuan","sequence":"additional","affiliation":[{"name":"College of Medicine, Taipei Medical University, Taiwan"},{"name":"Shuang Ho Hospital, Taipei Medical University, Taiwan"},{"name":"Taipei Neuroscience Institute, Taipei Medical University, Taiwan"},{"name":"Dementia Centre, Taipei Medical University\u2013Shuang Ho Hospital, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hsin-Chien","family":"Lee","sequence":"additional","affiliation":[{"name":"Department of Psychiatry, Taipei Medical University Hospital, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Cheng-Jung","family":"Wu","sequence":"additional","affiliation":[{"name":"Shuang Ho Hospital, Taipei Medical University, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Robert","family":"Houghton","sequence":"additional","affiliation":[{"name":"Department of Civil and Environmental Engineering, Imperial College London, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"He-in","family":"Cheong","sequence":"additional","affiliation":[{"name":"Department of Civil and Environmental Engineering, Imperial College London, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Iulia","family":"Manole","sequence":"additional","affiliation":[{"name":"Department of Civil and Environmental Engineering, Imperial College London, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yin-Tzu","family":"Lin","sequence":"additional","affiliation":[{"name":"Department of Medical Imaging and Intervention, Chang Gung Memorial Hospital, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lok-Yee Joyce","family":"Li","sequence":"additional","affiliation":[{"name":"Department of Medicine, Shin Kong Wu-Ho-Su Memorial Hospital, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1281-8718","authenticated-orcid":false,"given":"Wen-Te","family":"Liu","sequence":"additional","affiliation":[{"name":"College of Medicine, Taipei Medical University, Taiwan"},{"name":"Research Centre of Artificial Intelligence in Medicine, Taipei Medical University, Taiwan"},{"name":"Shuang Ho Hospital, Taipei Medical University, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"301","published-online":{"date-parts":[[2022,12,10]]},"reference":[{"key":"e_1_3_4_2_1","volume-title":"Global status report on road safety 2018: summary","author":"WHO","year":"2018","unstructured":"WHO. Global status report on road safety 2018: summary. Geneva: World Health Organization; 2018."},{"key":"e_1_3_4_3_1","first-page":"11","volume-title":"Driver fatigue and road accidents. A literature review and position paper","author":"ROSPA","year":"2001","unstructured":"ROSPA. Driver fatigue and road accidents. A literature review and position paper. Birmingham, UK: Royal Society for the Prevention of Accidents; 2001. p. 11\u201324. https:\/\/www.rospa.com\/rospaweb\/docs\/advice-services\/road-safety\/drivers\/fatigue-litreview.pdf"},{"key":"e_1_3_4_4_1","doi-asserted-by":"publisher","DOI":"10.1146\/annurev.publhealth.27.021405.102117"},{"key":"e_1_3_4_5_1","doi-asserted-by":"publisher","DOI":"10.1080\/00140139508925170"},{"key":"e_1_3_4_6_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2008.01.006"},{"key":"e_1_3_4_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.trf.2020.08.007"},{"key":"e_1_3_4_8_1","doi-asserted-by":"publisher","DOI":"10.3390\/s121217536"},{"key":"e_1_3_4_9_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2016.06.042"},{"key":"e_1_3_4_10_1","doi-asserted-by":"publisher","DOI":"10.1097\/JOM.0b013e318223d3d6"},{"key":"e_1_3_4_11_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-9280.2007.01888.x"},{"key":"e_1_3_4_12_1","volume-title":"Heart rate variability: an index of the brain\u2013heart interaction","author":"Tonhajzerova I","year":"2012","unstructured":"Tonhajzerova I, Calkovska A, Ondrejka I, et al. Heart rate variability: an index of the brain\u2013heart interaction. Bratislava: INTECH Open Access Publisher; 2012."},{"key":"e_1_3_4_13_1","doi-asserted-by":"publisher","DOI":"10.1016\/0003-6870(94)90012-4"},{"key":"e_1_3_4_14_1","doi-asserted-by":"publisher","DOI":"10.3390\/s131216494"},{"key":"e_1_3_4_15_1","doi-asserted-by":"crossref","unstructured":"Shahid A Wilkinson K Marcu S et al. Karolinska sleepiness scale (KSS). STOP THAT and one hundred other sleep scales. New York: Springer; 2011. p. 209\u2013210.","DOI":"10.1007\/978-1-4419-9893-4_47"},{"key":"e_1_3_4_16_1","doi-asserted-by":"publisher","DOI":"10.1080\/15389588.2013.775432"},{"key":"e_1_3_4_17_1","doi-asserted-by":"publisher","DOI":"10.3389\/fpubh.2017.00258"},{"key":"e_1_3_4_18_1","doi-asserted-by":"publisher","DOI":"10.1161\/01.CIR.93.5.1043"},{"key":"e_1_3_4_19_1","doi-asserted-by":"publisher","DOI":"10.1023\/A:1022841108508"},{"key":"e_1_3_4_20_1","doi-asserted-by":"publisher","DOI":"10.1613\/jair.953"},{"key":"e_1_3_4_21_1","doi-asserted-by":"publisher","DOI":"10.3390\/app10031151"},{"key":"e_1_3_4_22_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2021.104450"},{"key":"e_1_3_4_23_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2021.104413"},{"key":"e_1_3_4_24_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2019.113042"},{"key":"e_1_3_4_25_1","doi-asserted-by":"publisher","DOI":"10.3390\/s21196412"},{"key":"e_1_3_4_26_1","doi-asserted-by":"publisher","DOI":"10.1016\/B978-0-12-809633-8.20349-X"},{"key":"e_1_3_4_27_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2015.12.061"},{"key":"e_1_3_4_28_1","unstructured":"Sundararajan M Najmi A editors. The many Shapley values for model explanation. In: Proceedings of the 37th International Conference on Machine Learning; 2020 July 13\u201318: Virtual: PMLR; 2020;119:9269\u20139278."},{"key":"e_1_3_4_29_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.trf.2019.07.008"},{"key":"e_1_3_4_30_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jth.2018.05.081"},{"key":"e_1_3_4_31_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2018.02.021"},{"key":"e_1_3_4_32_1","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph15081626"},{"key":"e_1_3_4_33_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0001-4575(99)00125-6"},{"key":"e_1_3_4_34_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0001-4575(02)00007-6"},{"key":"e_1_3_4_35_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2012.05.020"},{"key":"e_1_3_4_36_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.trf.2018.06.021"},{"key":"e_1_3_4_37_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0238728"},{"key":"e_1_3_4_38_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0238670"},{"key":"e_1_3_4_39_1","doi-asserted-by":"publisher","DOI":"10.1080\/15389588.2018.1548766"},{"key":"e_1_3_4_40_1","doi-asserted-by":"publisher","DOI":"10.1007\/BF00236709"},{"key":"e_1_3_4_41_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.appet.2015.10.020"},{"key":"e_1_3_4_42_1","doi-asserted-by":"publisher","DOI":"10.3390\/rs10081217"},{"key":"e_1_3_4_43_1","doi-asserted-by":"publisher","DOI":"10.3390\/s20185380"},{"key":"e_1_3_4_44_1","doi-asserted-by":"publisher","DOI":"10.1001\/jama.2011.1851"},{"key":"e_1_3_4_45_1","doi-asserted-by":"publisher","DOI":"10.1080\/15389588.2017.1393073"},{"key":"e_1_3_4_46_1","first-page":"193","volume-title":"Pattern recognition","author":"Nguyen GH","year":"2009","unstructured":"Nguyen GH, Bouzerdoum A, Phung SL. Learning pattern classification tasks with imbalanced data sets. In:\u00a0Pattern recognition.2009. p. 193\u2013208."}],"container-title":["International Journal of Occupational Safety and Ergonomics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.tandfonline.com\/doi\/pdf\/10.1080\/10803548.2022.2135281","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,4,25]],"date-time":"2024-04-25T07:27:26Z","timestamp":1714030046000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/10803548.2022.2135281"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,12,10]]},"references-count":45,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2023,10,2]]}},"alternative-id":["10.1080\/10803548.2022.2135281"],"URL":"https:\/\/doi.org\/10.1080\/10803548.2022.2135281","relation":{},"ISSN":["1080-3548","2376-9130"],"issn-type":[{"value":"1080-3548","type":"print"},{"value":"2376-9130","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,12,10]]},"assertion":[{"value":"The publishing and review policy for this title is described in its Aims & Scope.","order":1,"name":"peerreview_statement","label":"Peer Review Statement"},{"value":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=tose20","URL":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=tose20","order":2,"name":"aims_and_scope_url","label":"Aim & Scope"},{"value":"2022-12-10","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}