{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,8,17]],"date-time":"2024-08-17T21:05:48Z","timestamp":1723928748199},"reference-count":35,"publisher":"World Scientific Pub Co Pte Ltd","issue":"10","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Neur. Syst."],"published-print":{"date-parts":[[2022,10]]},"abstract":" Background: Where self-report is unfeasible or observations are difficult, physiological estimates of pain are needed. Methods: Pain-data from 30 healthy adults were gathered to create a database of physiological pain responses. A model was then developed, to analyze pain-data and visualize the AI-estimated level of pain on a mobile app. Results: The initial low precision and F1-score of the pain classification algorithm were resolved by interpolating a percentage of similar data. Discussion: This system presents a novel approach to assess pain in noncommunicative people with the use of a sensor sock, AI predictor and mobile app. Performance analysis and the limitations of the AI algorithm are discussed. <\/jats:p>","DOI":"10.1142\/s0129065722500472","type":"journal-article","created":{"date-parts":[[2022,7,9]],"date-time":"2022-07-09T03:26:15Z","timestamp":1657337175000},"source":"Crossref","is-referenced-by-count":7,"title":["Development of an AI-Enabled System for Pain Monitoring Using Skin Conductance Sensoring in Socks"],"prefix":"10.1142","volume":"32","author":[{"given":"Helen","family":"Korving","sequence":"first","affiliation":[{"name":"Department of Child and Family Studies, Vrije Universiteit Amsterdam, Van der Boechorststraat, 7, Amsterdam, 1081 BT, The Netherlands"},{"name":"Department of Industrial Design, Eindhoven University of Technology, De Goene Loper 3, Eindhoven, 5612 AE, The Netherlands"}]},{"given":"Di","family":"Zhou","sequence":"additional","affiliation":[{"name":"School of Design Arts and Media, Nanjing University of Science and Technology, 200 Xiaolingwei, 210094 Nanjing, Jiangsu, P. R. China"}]},{"given":"Huan","family":"Xiang","sequence":"additional","affiliation":[{"name":"School of Artificial Intelligence and Computer, Jiangnan University, 1800 Lihu Avenue, Wuxi, Jiangsu 214122, P. R. China"}]},{"given":"Paula","family":"Sterkenburg","sequence":"additional","affiliation":[{"name":"Department of Child and Family Studies, Vrije Universiteit Amsterdam, Van der Boechorststraat, 7, Amsterdam, 1081 BT, The Netherlands"},{"name":"Bartim\u00e9us, Oude Arnhemse Bovenweg, 3, 3941 XM, Doorn, The Netherlands"}]},{"given":"Panos","family":"Markopoulos","sequence":"additional","affiliation":[{"name":"Department of Industrial Design, Eindhoven University of Technology, De Groene Loper 3, Eindhoven, 5612 AE, The Netherlands"}]},{"given":"Emilia","family":"Barakova","sequence":"additional","affiliation":[{"name":"Department of Industrial Design, Eindhoven University of Technology, De Groene Loper 3, Eindhoven, 5612 AE, The Netherlands"}]}],"member":"219","published-online":{"date-parts":[[2022,9,9]]},"reference":[{"key":"S0129065722500472BIB001","doi-asserted-by":"publisher","DOI":"10.1155\/2020\/9249465"},{"key":"S0129065722500472BIB002","author":"Werner P.","journal-title":"IEEE Trans. Affect. Comput."},{"key":"S0129065722500472BIB003","doi-asserted-by":"publisher","DOI":"10.1007\/s10286-017-0467-x"},{"issue":"1","key":"S0129065722500472BIB004","first-page":"121","volume":"10","author":"Sterkenburg P. S.","year":"2017","journal-title":"Journal of Mental Health Research in Intellectual Disabilities"},{"key":"S0129065722500472BIB005","doi-asserted-by":"publisher","DOI":"10.3233\/AIS-150327"},{"key":"S0129065722500472BIB006","doi-asserted-by":"publisher","DOI":"10.1111\/jar.12581"},{"key":"S0129065722500472BIB007","volume-title":"Studies in Health Technology and Informatics","author":"Demiris G.","year":"2006"},{"key":"S0129065722500472BIB008","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-79879-6_2"},{"key":"S0129065722500472BIB012","first-page":"70","volume-title":"Wearables in Healthcare: Second EAI Int. Conf., HealthWear 2020, Virtual Event","author":"O\u2019Flynn B.","year":"2020"},{"key":"S0129065722500472BIB013","doi-asserted-by":"publisher","DOI":"10.1515\/revneuro-2017-0035"},{"key":"S0129065722500472BIB014","first-page":"1","volume":"82","author":"Raghavendra U.","year":"2020","journal-title":"Eur. Neurol."},{"key":"S0129065722500472BIB015","doi-asserted-by":"publisher","DOI":"10.1111\/exsy.12494"},{"key":"S0129065722500472BIB016","doi-asserted-by":"publisher","DOI":"10.1016\/j.pain.2011.11.025"},{"issue":"2","key":"S0129065722500472BIB017","volume":"27","author":"Martinez Mozos O.","year":"2016","journal-title":"Int. J. Neural Syst."},{"key":"S0129065722500472BIB018","doi-asserted-by":"publisher","DOI":"10.1093\/ajcn\/68.4.899"},{"key":"S0129065722500472BIB019","doi-asserted-by":"publisher","DOI":"10.1161\/01.CIR.12.6.963"},{"issue":"6","key":"S0129065722500472BIB020","first-page":"63","volume":"35","author":"Morris J. D.","year":"1995","journal-title":"J. Advert. Res."},{"issue":"1","key":"S0129065722500472BIB021","first-page":"559","volume":"18","author":"Lema\u00eetre G.","year":"2017","journal-title":"J. Mach. Learn. Res."},{"key":"S0129065722500472BIB022","first-page":"278","volume-title":"Proc. 3rd Int. Conf. Document Analysis and Recognition","author":"Ho T. K.","year":"1995"},{"key":"S0129065722500472BIB023","volume-title":"11th IEEE Int. Conf. Cognitive Infocommunications (CogInfo Com)","author":"Korving H.","year":"2020"},{"key":"S0129065722500472BIB024","doi-asserted-by":"publisher","DOI":"10.1109\/ICEEI52609.2021.9611131"},{"key":"S0129065722500472BIB025","doi-asserted-by":"publisher","DOI":"10.3390\/s21041030"},{"key":"S0129065722500472BIB026","doi-asserted-by":"publisher","DOI":"10.1111\/papr.13047"},{"key":"S0129065722500472BIB027","doi-asserted-by":"publisher","DOI":"10.1142\/S0129065720500318"},{"key":"S0129065722500472BIB028","volume-title":"Fluct. Noise Lett.","author":"Rao Veeranki Y.","year":"2021"},{"key":"S0129065722500472BIB029","doi-asserted-by":"publisher","DOI":"10.1142\/S0217984919500222"},{"issue":"2","key":"S0129065722500472BIB030","first-page":"47","volume":"61","author":"Aslanidis T.","year":"2018","journal-title":"Acta Med."},{"key":"S0129065722500472BIB031","doi-asserted-by":"publisher","DOI":"10.2478\/joeb-2018-0010"},{"key":"S0129065722500472BIB032","doi-asserted-by":"publisher","DOI":"10.1016\/j.semarthrit.2014.01.001"},{"key":"S0129065722500472BIB033","doi-asserted-by":"publisher","DOI":"10.1177\/1099800414531448"},{"key":"S0129065722500472BIB034","doi-asserted-by":"publisher","DOI":"10.1007\/s40279-016-0539-4"},{"key":"S0129065722500472BIB035","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijnurstu.2013.07.009"},{"key":"S0129065722500472BIB036","unstructured":"P. Brodal , The Central Nervous System: Structure and Function, 3rd edn. (Oxford University Press, US, 2004), pp. 369\u2013396."},{"key":"S0129065722500472BIB037","doi-asserted-by":"publisher","DOI":"10.1007\/s10286-019-00612-0"},{"key":"S0129065722500472BIB038","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-57571-1"}],"container-title":["International Journal of Neural Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0129065722500472","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,9,22]],"date-time":"2022-09-22T04:18:14Z","timestamp":1663820294000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/10.1142\/S0129065722500472"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,9,9]]},"references-count":35,"journal-issue":{"issue":"10","published-print":{"date-parts":[[2022,10]]}},"alternative-id":["10.1142\/S0129065722500472"],"URL":"https:\/\/doi.org\/10.1142\/s0129065722500472","relation":{},"ISSN":["0129-0657","1793-6462"],"issn-type":[{"value":"0129-0657","type":"print"},{"value":"1793-6462","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,9,9]]}}}