Estimating symptoms caused by CIPN using mobile and wearable devices

Wataru Sasaki, Ryo Ozawa, Tadashi Okoshi, Jin Nakazawa, Kaori Yagasaki, Hiroko Komatsu

研究成果: Conference contribution

1 被引用数 (Scopus)

抄録

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.

本文言語English
ホスト出版物のタイトル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
出版社Association for Computing Machinery
ページ696-699
ページ数4
ISBN(電子版)9781450380768
DOI
出版ステータスPublished - 2020 9月 10
イベント2020 ACM International Joint Conference on Pervasive and Ubiquitous Computing and 2020 ACM International Symposium on Wearable Computers, UbiComp/ISWC 2020 - Virtual, Online, Mexico
継続期間: 2020 9月 122020 9月 17

出版物シリーズ

名前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

Conference

Conference2020 ACM International Joint Conference on Pervasive and Ubiquitous Computing and 2020 ACM International Symposium on Wearable Computers, UbiComp/ISWC 2020
国/地域Mexico
CityVirtual, Online
Period20/9/1220/9/17

ASJC Scopus subject areas

  • コンピュータ ネットワークおよび通信
  • ソフトウェア
  • ハードウェアとアーキテクチャ

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