Pain fingerprinting using multimodal sensing : pilot study
Keskinarkaus, 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. Multimedia Tools and Applications, 81(4), 5717-5742. https://doi.org/10.1007/s11042-021-11761-8
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Multimedia Tools and ApplicationsAuthors
Hu, Yong |
Date
2022Copyright
© 2021 the Authors
Pain 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.
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SpringerISSN Search the Publication Forum
1380-7501Keywords
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https://converis.jyu.fi/converis/portal/detail/Publication/103541662
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- Liikuntatieteiden tiedekunta [3164]
Additional information about funding
Open Access funding provided by University of Oulu including Oulu University Hospital. University of Oulu, The National Technology Agency of Finland (Business Finland).License
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