Development of machine-learning based resuscitation strategy

2023 Fiscal Year Annual Research Report

• Project/Area Number: 22K21143
• Research Institution: Kyoto University
• Principal Investigator: 岡田 遥平 京都大学, 医学研究科, 特定研究員 (00966955)
• Project Period (FY): 2022-08-31 – 2024-03-31
• Keywords: 救急 / 蘇生 / 心停止

Outline of Annual Research Achievements

本研究費を活用し出版した研究/総説論文を一部報告する。
Rahadian RE, Okada Y, Shahidah N, Hong D, Ng YY, Chia MYC, Gan HN, Leong BSH, Mao DR, Ng WM, Doctor NE, Ong MEH. Machine learning prediction of refractory ventricular fibrillation in out-of-hospital cardiac arrest using features available to EMS. Resusc Plus. 2024 Mar 18;18:100606.
Okada Y, Nakagawa K, Tanaka H, Takahashi H, Kitamura T, Kiguchi T, Nishioka N, Kitamura N, Tagami T, Inoue A, Hifumi T, Sakamoto T, Kuroda Y, Iwami T. Overview and future prospects of out-of-hospital cardiac arrest registries in Japan. Resusc Plus. 2024 Feb 10;17:100578.
Okada Y, Fujita K, Ogura T, Motomura T, Fukuyama Y, Banshotani Y, Tokuda R, Ijuin S, Inoue A, Takahashi H, Yokobori S. Novel and innovative resuscitation systems in Japan. Resusc Plus. 2023 Dec 30;17:100541.

Research Products

• [Int'l Joint Research] DukeNUS Medical School/Singapore General Hospital/National University Hospital(シンガポール)
  • Country Name: SINGAPORE
  • Counterpart Institution: DukeNUS Medical School/Singapore General Hospital/National University Hospital
  • # of Other Institutions: 8
• [Journal Article] Novel and innovative resuscitation systems in Japan (2024)
  • Author(s): Okada Yohei、Fujita Kensuke、Ogura Takayuki、Motomura Tomokazu、Fukuyama Yuita、Banshotani Yuki、Tokuda Rina、Ijuin Shinichi、Inoue Akihiko、Takahashi Haruka、Yokobori Shoji
  • Journal Title: Resuscitation Plus Volume: 17 Pages: 100541～100541
  • DOI: 10.1016/j.resplu.2023.100541
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] Machine learning prediction of refractory ventricular fibrillation in out-of-hospital cardiac arrest using features available to EMS (2024)
  • Author(s): Rahadian Rayhan Erlangga、Okada Yohei、Shahidah Nur、Hong Dehan、Ng Yih Yng、Chia Michael Y.C.、Gan Han Nee、Leong Benjamin S.H.、Mao Desmond R.、Ng Wei Ming、Doctor Nausheen Edwin、Ong Marcus Eng Hock
  • Journal Title: Resuscitation Plus Volume: 18 Pages: 100606～100606
  • DOI: 10.1016/j.resplu.2024.100606
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] Overview and future prospects of out-of-hospital cardiac arrest registries in Japan (2024)
  • Author(s): Okada Yohei、Nakagawa Koshi、Tanaka Hideharu、Takahashi Haruka、Kitamura Tetsuhisa、Kiguchi Takeyuki、Nishioka Norihiro、Kitamura Nobuya、Tagami Takashi、Inoue Akihiko、Hifumi Toru、Sakamoto Tetsuya、Kuroda Yasuhiro、Iwami Taku
  • Journal Title: Resuscitation Plus Volume: 17 Pages: 100578～100578
  • DOI: 10.1016/j.resplu.2024.100578
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] Comparing outcomes of out-of-hospital cardiac arrest patients with initial shockable rhythm in Singapore and Osaka using population-based databases (2023)
  • Author(s): Okada Yohei、Shahidah Nur、Ng Yih Yng、Chia Michael Y. C.、Gan Han Nee、Leong Benjamin S. H.、Mao Desmond R.、Ng Wei Ming、Edwin Nausheen、Kiguchi Takeyuki、Nishioka Norihiro、Kitamura Tetsuhisa、Iwami Taku、Ong Marcus Eng Hock
  • Journal Title: Critical Care Volume: 27 Pages: -
  • DOI: 10.1186/s13054-023-04771-5
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] In-hospital extracorporeal cardiopulmonary resuscitation for patients with out-of-hospital cardiac arrest: an analysis by time-dependent propensity score matching using a nationwide database in Japan (2023)
  • Author(s): Okada Yohei、Komukai Sho、Ong Marcus Eng Hock、Iwami Taku、Kitamura Tetsuhisa
  • Journal Title: Critical Care Volume: 27 Pages: -
  • DOI: 10.1186/s13054-023-04732-y
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] Outcome assessment for out-of-hospital cardiac arrest patients in Singapore and Japan with initial shockable rhythm (2023)
  • Author(s): Okada Yohei、Shahidah Nur、Ng Yih Yng、Chia Michael Y. C.、Gan Han Nee、Leong Benjamin S. H.、Mao Desmond R.、Ng Wei Ming、Irisawa Taro、Yamada Tomoki、Nishimura Tetsuro、Kiguchi Takeyuki、Kishimoto Masafumi、Matsuyama Tasuku、Nishioka Norihiro、Kiyohara Kosuke、Kitamura Tetsuhisa、Iwami Taku、Ong Marcus Eng Hock
  • Journal Title: Critical Care Volume: 27 Pages: -
  • DOI: 10.1186/s13054-023-04636-x
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Presentation] Post-resuscitation outcomes among out-of-hospital cardiac arrest patients in Singapore and Japan with initial shockable rhythm using population-based database (2023)
  • Author(s): Yohei Okada
  • Organizer: The 12th Critical Care Conference in Thailand 2023 & The 4th Joint JSICM-TSCCM Conference
  • Int'l Joint Research
• [Presentation] Post-resuscitation outcomes among out-of-hospital cardiac arrest patients in Singapore and Japan with initial shockable rhythm using the population-based databases (2023)
  • Author(s): Yohei Okada, Nur Shahidah, Yih Yng Ng, Michael Michael, Han Nee Gan, Benjamin Leong, Desmond Mao, Wei Ming Ng, Tetsuhisa Kitamura, Taku Iwami, Marcus Ong.
  • Organizer: European Resuscitation Council Congress 2023 in Barcelona, Spain
  • Int'l Joint Research