BodyMedia

BodyMedia staff published some of the first research on wearability of devices in 1998[2] and detecting activity context using accelerometers in 1999[3] at the 2nd and 3rd IEEE sponsored International Symposium on Wearable Computers. The BodyMedia informatics group made available a large anonymised human physiology data set for the 2004 International Conference on Machine Learning, running a Machine Learning Challenge.[4] They published about their very large data set and data modeling methodology at the Innovative Applications of Artificial Intelligence conference in 2011 winning the IAAI Deployed Application award.[5]

Between 2001 and 2005, BodyMedia provided healthcare professionals with metabolic assessment and behavioral therapy products for the treatment of obesity, diabetes, and CVD. BodyMedia have been used in hundreds of clinical studies.[6] The U.S. Food and Drug Administration (FDA) classifies BodyMedia as a Class II Medical Device.

BodyMedia was demonstrated to be accurate in comparison to the doubly labeled water method for measuring energy expenditure per day.[7] The mean absolute-percent difference per-person per-day in Kcalories was less than 10%. It was also shown that the standard WHO GPAQ survey underestimates physical activity bouts of at least 10 minutes.[8] The clinical and research software and armband were marketed under the “SenseWear” brand and have since been used e.g. to estimate exposure to air pollution in combination with other sensors.[9]

BodyMedia sold a consumer software product for their armband hardware since 2001. A consumer web site using BodyMedia armbands was branded and run in the USA by “Dot Fit”. In the UK a consumer web site is branded and run by “Ki Performance”.