Näytä suppeat kuvailutiedot

dc.contributor.authorKeskinarkaus, Anja
dc.contributor.authorYang, Ruijing
dc.contributor.authorFylakis, Angelos
dc.contributor.authorSurat-E-Mostafa, Md.
dc.contributor.authorHautala, Arto
dc.contributor.authorHu, Yong
dc.contributor.authorPeng, Jinye
dc.contributor.authorZhao, Guoying
dc.contributor.authorSeppänen, Tapio
dc.contributor.authorKarppinen, Jaro
dc.date.accessioned2022-01-12T10:50:57Z
dc.date.available2022-01-12T10:50:57Z
dc.date.issued2022
dc.identifier.citationKeskinarkaus, A., Yang, R., Fylakis, A., Surat-E-Mostafa, Md., Hautala, A., Hu, Y., Peng, J., Zhao, G., Seppänen, T., & Karppinen, J. (2022). Pain fingerprinting using multimodal sensing : pilot study. <i>Multimedia Tools and Applications</i>, <i>81</i>(4), 5717-5742. <a href="https://doi.org/10.1007/s11042-021-11761-8" target="_blank">https://doi.org/10.1007/s11042-021-11761-8</a>
dc.identifier.otherCONVID_103541662
dc.identifier.urihttps://jyx.jyu.fi/handle/123456789/79331
dc.description.abstractPain is a complex phenomenon, the experience of which varies widely across individuals. At worst, chronic pain can lead to anxiety and depression. Cost-effective strategies are urgently needed to improve the treatment of pain, and thus we propose a novel home-based pain measurement system for the longitudinal monitoring of pain experience and variation in different patients with chronic low back pain. The autonomous nervous system and audio-visual features are analyzed from heart rate signals, voice characteristics and facial expressions using a unique measurement protocol. Self-reporting is utilized for the follow-up of changes in pain intensity, induced by well-designed physical maneuvers, and for studying the consecutive trends in pain. We describe the study protocol, including hospital measurements and questionnaires and the implementation of the home measurement devices. We also present different methods for analyzing the multimodal data: electroencephalography, audio, video and heart rate. Our intention is to provide new insights using technical methodologies that will be beneficial in the future not only for patients with low back pain but also patients suffering from any chronic pain.en
dc.format.mimetypeapplication/pdf
dc.language.isoeng
dc.publisherSpringer
dc.relation.ispartofseriesMultimedia Tools and Applications
dc.rightsCC BY 4.0
dc.subject.otherlow back pain
dc.subject.othermachine learning
dc.subject.otherfacial expression
dc.subject.otheraudio analysis
dc.subject.otherheart rate
dc.subject.otherelectroencephalography
dc.titlePain fingerprinting using multimodal sensing : pilot study
dc.typearticle
dc.identifier.urnURN:NBN:fi:jyu-202201121108
dc.contributor.laitosLiikuntatieteellinen tiedekuntafi
dc.contributor.laitosFaculty of Sport and Health Sciencesen
dc.type.urihttp://purl.org/eprint/type/JournalArticle
dc.type.coarhttp://purl.org/coar/resource_type/c_2df8fbb1
dc.description.reviewstatuspeerReviewed
dc.format.pagerange5717-5742
dc.relation.issn1380-7501
dc.relation.numberinseries4
dc.relation.volume81
dc.type.versionpublishedVersion
dc.rights.copyright© 2021 the Authors
dc.rights.accesslevelopenAccessfi
dc.subject.ysokipu
dc.subject.ysokoneoppiminen
dc.subject.ysoilmeet
dc.subject.ysoselkä
dc.subject.ysoEEG
dc.subject.ysokrooninen kipu
dc.subject.ysomonitorointi
dc.subject.ysosignaalianalyysi
dc.subject.ysosykemittarit
dc.subject.ysokivunhoito
dc.format.contentfulltext
jyx.subject.urihttp://www.yso.fi/onto/yso/p14193
jyx.subject.urihttp://www.yso.fi/onto/yso/p21846
jyx.subject.urihttp://www.yso.fi/onto/yso/p7717
jyx.subject.urihttp://www.yso.fi/onto/yso/p108
jyx.subject.urihttp://www.yso.fi/onto/yso/p3328
jyx.subject.urihttp://www.yso.fi/onto/yso/p16952
jyx.subject.urihttp://www.yso.fi/onto/yso/p3628
jyx.subject.urihttp://www.yso.fi/onto/yso/p26805
jyx.subject.urihttp://www.yso.fi/onto/yso/p12342
jyx.subject.urihttp://www.yso.fi/onto/yso/p21778
dc.rights.urlhttps://creativecommons.org/licenses/by/4.0/
dc.relation.doi10.1007/s11042-021-11761-8
jyx.fundinginformationOpen Access funding provided by University of Oulu including Oulu University Hospital. University of Oulu, The National Technology Agency of Finland (Business Finland).
dc.type.okmA1


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