Intraoperative Hypotension Prediction System by Considering Personal Lifestyle and Medical History

Riku Inada, Chiaki Doi, Yuki Yamasaki, Hiroshi Shigeno, Hiroyuki Seki

研究成果: Conference contribution

抄録

Intraoperative hypotension may occur during surgery, depending on the patient's condition and the amount of anesthetics administered. Intraoperative hypotension causes adverse events such as myocardial infarction, acute kidney injury, and stroke, which may affect patient prognosis and should be avoided. However, it is challenging to predict intraoperative hypotension before surgery. Therefore, the authors propose a system that predicts the occurrence of intraoperative hypotension with higher accuracy than existing studies to help preventing intraoperative hypotension. Specifically, the occurrence of intraoperative hypotension is predicted by using information about personal lifestyle and medical history obtained from the pre-anesthesia questionnaire in addition to the patients' baseline characteristics such as age and gender that have already been used. The authors constructed prediction model, that predicted intraoperative hypotension with an F-measure of 0.724.

本文言語English
ホスト出版物のタイトル2021 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, PerCom Workshops 2021
出版社Institute of Electrical and Electronics Engineers Inc.
ページ489-494
ページ数6
ISBN(電子版)9781665404242
DOI
出版ステータスPublished - 2021 3 22
イベント2021 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, PerCom Workshops 2021 - Kassel, Germany
継続期間: 2021 3 222021 3 26

出版物シリーズ

名前2021 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, PerCom Workshops 2021

Conference

Conference2021 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, PerCom Workshops 2021
国/地域Germany
CityKassel
Period21/3/2221/3/26

ASJC Scopus subject areas

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

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