Unobtrusive Pain Monitoring in Older Adults with Dementia Using Pairwise and Contrastive Training

Although pain is frequent in old age, older adults are often undertreated for pain. This is especially the case for long-Term care residents with moderate to severe dementia who cannot report their pain because of cognitive impairments that accompany dementia. Nursing staff acknowledge the challenge...

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Bibliographic Details
Main Authors:	Hadjistavropoulos, T. (Author), Moturu, A. (Author), Prkachin, K.M (Author), Rezaei, S. (Author), Taati, B. (Author), Zhao, S. (Author)
Format:	Article
Language:	English
Published:	Institute of Electrical and Electronics Engineers Inc. 2021
Subjects:	aged Aged Ambient monitoring architecture Article artificial intelligence Artificial Intelligence artificial neural network Assessment approaches Automated assessment binary classification biological monitoring care behavior Cognitive impairment computer model Computer vision Computer vision system Computer vision techniques contrastive training controlled study cross validation deep learning Deep learning dementia Dementia diagnostic test accuracy study emotionality facial expression Facial Expression Facial Expressions facial recognition human Humans Inference methods learning machine learning multi task learning Neurodegenerative diseases nursing staff older adults pain Pain pain assessment pain measurement Pain Measurement Patient monitoring performance receiver operating characteristic sample size support vector machine training unobtrusive pain monitoring visual analog scale
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Unobtrusive Pain Monitoring in Older Adults with Dementia Using Pairwise and Contrastive Training

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