TY - GEN
T1 - Estimating symptoms caused by CIPN using mobile and wearable devices
AU - Sasaki, Wataru
AU - Ozawa, Ryo
AU - Okoshi, Tadashi
AU - Nakazawa, Jin
AU - Yagasaki, Kaori
AU - Komatsu, Hiroko
N1 - Funding Information:
This work was supported by JSPS KAKENHI Grant Number JP16H02696.
Publisher Copyright:
© 2020 ACM.
PY - 2020/9/10
Y1 - 2020/9/10
N2 - Chemotherapy-induced peripheral neuropathy (CIPN) is a common side effect of anticancer drugs that causes muscle weakness in the cancer patients, causing them to fall. Therefore, we constructed "FD-AWARE", a system to understand the users' fall context and users' CIPN symptoms as the first step in preventing these falls. This system can collect the various sensor data from the iPhone and the Apple Watch, self-reported fall information data, self-reported user status data of CIPN symptoms, and their physical condition. We conducted a 2-week in-the-wild experiment with 8 patients who were actually suffering from CIPN. We constructed the machine learning models for estimating the users' status of CIPN symptoms and successfully achieved high accuracy of performance for several estimating models.
AB - Chemotherapy-induced peripheral neuropathy (CIPN) is a common side effect of anticancer drugs that causes muscle weakness in the cancer patients, causing them to fall. Therefore, we constructed "FD-AWARE", a system to understand the users' fall context and users' CIPN symptoms as the first step in preventing these falls. This system can collect the various sensor data from the iPhone and the Apple Watch, self-reported fall information data, self-reported user status data of CIPN symptoms, and their physical condition. We conducted a 2-week in-the-wild experiment with 8 patients who were actually suffering from CIPN. We constructed the machine learning models for estimating the users' status of CIPN symptoms and successfully achieved high accuracy of performance for several estimating models.
KW - CIPN
KW - fall detection
KW - machine learning
KW - mobile sensing
UR - http://www.scopus.com/inward/record.url?scp=85091836933&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85091836933&partnerID=8YFLogxK
U2 - 10.1145/3410530.3414435
DO - 10.1145/3410530.3414435
M3 - Conference contribution
AN - SCOPUS:85091836933
T3 - UbiComp/ISWC 2020 Adjunct - Proceedings of the 2020 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2020 ACM International Symposium on Wearable Computers
SP - 696
EP - 699
BT - UbiComp/ISWC 2020 Adjunct - Proceedings of the 2020 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2020 ACM International Symposium on Wearable Computers
PB - Association for Computing Machinery
T2 - 2020 ACM International Joint Conference on Pervasive and Ubiquitous Computing and 2020 ACM International Symposium on Wearable Computers, UbiComp/ISWC 2020
Y2 - 12 September 2020 through 17 September 2020
ER -
