Chemotherapy, radiotherapy, or immunotherapy are associated with a high risk of acute, sometimes life-threatening treatment toxicity. This project focuses on using wearable technology to improve toxicity management for people undergoing these treatments. Algorithms derived from machine-learning can contribute to earlier detection and control of treatment toxicity.