Automated Smart Home Assessment to Support Pain Management: Multiple Methods Analysis.

Roschelle Lynette Fritz Marian Wilson Gordana Dermody Maureen Schmitter-Edgecombe Diane J Cook

Published in: Journal of medical Internet research (2020)

Findings of this secondary data analysis reveal that a pain-assessing smart home may recognize pain-related behaviors. Utilizing clinicians' real-world knowledge when developing pain-assessing machine learning models improves the model's performance. A larger study focusing on pain-related behaviors is warranted to improve and test model performance.

Keyphrases

pain management
chronic pain
machine learning
data analysis
neuropathic pain
healthcare
deep learning
palliative care
gene expression
spinal cord