{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,26]],"date-time":"2026-03-26T05:40:05Z","timestamp":1774503605449,"version":"3.50.1"},"reference-count":56,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/OAPA.html"}],"funder":[{"name":"Ministry of Education Malaysia through the Higher Institution Centre of Excellence","award":["0153CA-005"],"award-info":[{"award-number":["0153CA-005"]}]},{"DOI":"10.13039\/501100005710","name":"Yayasan Universiti Teknologi PETRONAS Fundamental Research","doi-asserted-by":"publisher","award":["0153AA-E54"],"award-info":[{"award-number":["0153AA-E54"]}],"id":[{"id":"10.13039\/501100005710","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2017]]},"DOI":"10.1109\/access.2017.2723622","type":"journal-article","created":{"date-parts":[[2017,7,5]],"date-time":"2017-07-05T18:05:05Z","timestamp":1499277905000},"page":"13545-13556","source":"Crossref","is-referenced-by-count":231,"title":["Machine Learning Framework for the Detection of Mental Stress at Multiple Levels"],"prefix":"10.1109","volume":"5","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7629-6827","authenticated-orcid":false,"given":"Ahmad Rauf","family":"Subhani","sequence":"first","affiliation":[]},{"given":"Wajid","family":"Mumtaz","sequence":"additional","affiliation":[]},{"given":"Mohamed Naufal Bin Mohamed","family":"Saad","sequence":"additional","affiliation":[]},{"given":"Nidal","family":"Kamel","sequence":"additional","affiliation":[]},{"given":"Aamir Saeed","family":"Malik","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1152\/ajpheart.01234.2008"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/ICIAS.2016.7824097"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2009.05.074"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.2307\/2136404"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-10-4166-2_78"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1145\/2993148.2993159"},{"key":"ref37","doi-asserted-by":"crossref","first-page":"99","DOI":"10.1080\/10874200802433274","article-title":"Towards a coherent view of brain connectivity","volume":"12","author":"collura","year":"2009","journal-title":"J Neurotherapy"},{"key":"ref36","author":"thatcher","year":"2008","journal-title":"NeuroGuide manual and tutorial Applied Neuroscience"},{"key":"ref35","year":"2012","journal-title":"E-Prime User&#x2019;s Guide"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1016\/j.biopsych.2007.04.041"},{"key":"ref28","first-page":"114","article-title":"A decision support system for real-time stress detection during virtual reality exposure","author":"gaggioli","year":"2014","journal-title":"Proc 21st Med Meets Virtual Reality Conf (NextMed\/MMVR)"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN.2011.6033297"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/ISCE.2011.5973899"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1002\/da.22227"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1038\/490162a"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/s10484-015-9319-4"},{"key":"ref22","first-page":"254","article-title":"Mental stress level classification using eigenvector features and principal component analysis","volume":"3","author":"pandiyan","year":"2013","journal-title":"Commun Inf Sci Manage Eng"},{"key":"ref21","first-page":"102","article-title":"EEG alpha asymmetry in virtual environments for the assessment of stress-related disorders","author":"cipresso","year":"2012"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1016\/j.neulet.2012.09.042"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/SCOReD.2012.6518608"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-016-3444-9"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1364\/BOE.7.003882"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1364\/BOE.8.002583"},{"key":"ref51","first-page":"271","article-title":"Real time stress detection system based on EEG signals","volume":"27","author":"vanitha","year":"2016","journal-title":"Biomed Res"},{"key":"ref56","author":"budzynski","year":"2008","journal-title":"Introduction to Quantitative EEG and Neurofeedback Advanced Theory and Applications"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/SPC.2014.7086243"},{"key":"ref54","article-title":"Determination and classification of human stress index using nonparametric analysis of EEG signals","author":"norizam","year":"2015"},{"key":"ref53","first-page":"15","article-title":"Mental stress quantification using EEG signals","author":"al-shargie","year":"2015","journal-title":"Proc Int Conf Innov Biomed Eng Life Sci"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/SMC.2015.540"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1167\/15.12.1383"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1016\/j.psyneuen.2014.09.002"},{"key":"ref40","author":"theodoridis","year":"2008","journal-title":"Pattern Recognition"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/ICIAS.2012.6306164"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1038\/srep27533"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-22701-6_18"},{"key":"ref15","first-page":"319","article-title":"The montreal imaging stress task: Using functional imaging to investigate the effects of perceiving and processing psychosocial stress in the human brain","volume":"30","author":"dedovic","year":"2005","journal-title":"J Psychiatry Neurosci"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1166\/asl.2013.4504"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC.2013.6609937"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/SMC.2016.7844738"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1088\/0967-3334\/36\/7\/1351"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1038\/nature10190"},{"key":"ref3","doi-asserted-by":"crossref","first-page":"atp83","DOI":"10.1161\/str.48.suppl_1.tp83","article-title":"Stress exacerbates global ischemia-induced inflammatory response: Intervention by progesterone","volume":"48","author":"espinosa-garcia","year":"2017","journal-title":"Stroke"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/S0306-4530(03)00091-X"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.neubiorev.2013.11.005"},{"key":"ref8","first-page":"185","article-title":"Pupil dilation and eye tracking","author":"wang","year":"2011","journal-title":"A Handbook of Process Tracing Methods for Decision Research A Critical Review and User&#x2019;s Guide"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmpb.2012.07.003"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1037\/pag0000149"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1097\/OPX.0b013e318236dd88"},{"key":"ref46","first-page":"409","article-title":"Quantifying mental relaxation with EEG for use in computer games","author":"lin","year":"2006","journal-title":"Proc Int Conf Internet Comput"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1016\/j.neubiorev.2009.11.005"},{"key":"ref48","doi-asserted-by":"crossref","first-page":"76","DOI":"10.1159\/000119004","article-title":"The &#x2018;Trier social stress test&#x2019;&#x2014;A tool for investigating psychobiological stress responses in a laboratory setting","volume":"28","author":"kirschbaum","year":"1993","journal-title":"Neuropsychobiology"},{"key":"ref47","author":"seaward","year":"2011","journal-title":"Managing Stress Principles and Strategies for Health and Wellbeing"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1017\/S0033291709991747"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2006.07.010"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2005.05.047"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1023\/A:1009715923555"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/7859429\/07968419.pdf?arnumber=7968419","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,8,24]],"date-time":"2023-08-24T09:21:29Z","timestamp":1692868889000},"score":1,"resource":{"primary":{"URL":"http:\/\/ieeexplore.ieee.org\/document\/7968419\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"references-count":56,"URL":"https:\/\/doi.org\/10.1109\/access.2017.2723622","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017]]}}}