[OB2] Federated learning experiments on medical images using robust methods for heterogeneity

*Iifan Tyou¹, Takumi Fukami¹, Gembu Morohashi¹ (1. NTT)

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[OB3] Survey of sanitization of open files in hospitals

*Yuki Hyohdoh¹, Mariko Hiyama¹, Shigehiro Yasui¹, Yutaka Hatakeyama¹, Yoshiyasu Okuhara¹ (1. Center of Medical Information Science, Kochi University)

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[OB4] Survey on Firewall settings in HIS systems

*Shizuo Kanoya¹ (1. National Hospital Organization Nishiniigata Chuo Hospital)

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[OB5] Application of Synthetic Data Generation Technology to Medical Data

*Takayuki Miura¹, Masanobu Kii¹, Atsunori Ichikawa¹, Juko Yamamoto¹, Eizen Kimura² (1. NTT Social Informatics Laboratories, 2. Dept. Medical Informatics of Medical School of Ehime University)

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[OB6] Rejection Option with Machine Learning Improves Early Disease Prediction Performance in Multi-site medical data

*Taisei Tosaki¹, Eiichiro Uchino¹, Ryosuke Kojima¹, Youhei Mineharu¹, Mikio Arita², Nobuyuki Miyai², Yoshinori Tamada³, Tatsuya Mikami³, Koichi Murashita³, Shigeyuki Nakaji³, Yasushi Okuno¹ (1. Kyoto University, 2. Wakayama Medical University, 3. Hirosaki University)

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[OB7] Extraction of Medical Order Sequence Transition and Timing of Changes from Electric Medical Record Histories of COVID-19

*ZITAI ZHAO¹, MATSUO RYOUSUKE², YAMAZAKI TOMOYOSHI¹, RE- HYEUHAN¹, ARAKI KENJI³, YOKOTA HARUO¹ (1. Tokyo Institute of Technology, School of Computing, 2. Life Data Initiative, 3. University of Miyazaki Hospital)

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[OB8] Analysis of In-Hospital Morality Prediction by Machine Learning

*Taiki Furukawa¹, Shotaro Misawa², Shintaro Oyama³, Ryuji Kano², Hirokazu Yarimizu², Tomoki Taniguchi², Kohei Onoda², Kikue Sato¹, Yoshimune Shiratori¹ (1. Nagoya University Hospital Medical IT Center, 2. FUJIFILM Corporation, 3. Nagoya University Innovative Research Center for Preventive Medical Engineering)

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[OB9] Patient profiling based on state volatility in rheumatoid arthritis pharmacotherapy: Energy landscape analysis and time series clustering of the KURAMA cohort

*Keiichi Yamamoto¹, Masahiko Sakaguchi², Akira Onishi³, Shinichiro Yokoyama⁴, Yusuke Matsui⁴, Wataru Yamamoto⁵, Hideo Onizawa³, Takayuki Fujii³, Koichi Murata³, Masao Tanaka³, Shunsuke BABA¹, Motomu Hashimoto⁶, Shuichi Matsuda³, Akio Morinobu³ (1. Osaka Dental University, 2. Osaka Electro-Communication University, 3. Kyoto University, 4. ORACLE, 5. Kurashiki Sweet Hospital, 6. Osaka Metropolitan University)

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[OB10] Prediction of newborn asphyxia using CTG data and factor analysis based on XAI

*Hayato Kinoshita¹, Hiroaki Hukunishi¹, Kohei Miyata², Shingo Miyamoto², Toshiro Imamura², Hirotane Numano³, Chihiro Shibata⁴, Arukanan Mohannado⁵ (1. Tokyo University of Technology, 2. Fukuoka University Hospital, 3. Toitu Co., Ltd, 4. Hosei University, 5. King Faisal University)

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[OB11] Development of Information Extraction System for Structuring Radiology Reports

*Kento Sugimoto¹, Wada Shoya^1,2, Konishi Shozo¹, Okada Katsuki¹, Manabe Shiro^1,2, Matsumura Yasushi^1,3, Takeda Toshihiro¹ (1. Department of Medical Informatics, Osaka University Graduate School of Medicine, 2. Department of Transformative System for Medical Information, Osaka University Graduate School of Medicine, 3. National Hospital Organization Osaka National Hospital)

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