Koutarou Matsumoto, Yasunobu Nohara, Mikako Sakaguchi, Yohei Takayama, Syota Fukushige, Hidehisa Soejima, Naoki Nakashima, Masahiro Kamouchi. Temporal Generalizability of Machine Learning Models for Predicting Postoperative Delirium Using Electronic Health Record Data: Model Development and Validation Study (Preprint). JMIR Perioperative Medicine. 2023. 6. 1. e50895
Kayo Wakisaka, Ryu Matsuo, Koutarou Matsumoto, Yasunobu Nohara, Fumi Irie, Yoshinobu Wakisaka, Tetsuro Ago, Naoki Nakashima, Masahiro Kamouchi, Takanari Kitazono. Non-linear association between body weight and functional outcome after acute ischemic stroke. Scientific reports. 2023. 13. 1. 8697-8697
Fumi Irie, Koutarou Matsumoto, Ryu Matsuo, Yasunobu Nohara, Yoshinobu Wakisaka, Tetsuro Ago, Naoki Nakashima, Takanari Kitazono, Masahiro Kamouchi. Predictive Performance of Machine Learning-Based Models for Poststroke Clinical Outcomes in Comparison With Conventional Prognostic Scores: Multicenter, Hospital-Based Observational Study (Preprint). JMIR AI. 2023
Koutarou Matsumoto, Yasunobu Nohara, Mikako Sakaguchi, Yohei Takayama, Shota Fukushige, Hidehisa Soejima, Naoki Nakashima. Delirium Prediction Using Machine Learning Interpretation Method and Its Incorporation into a Clinical Workflow. Applied Sciences. 2023. 13. 3
Koutarou Matsumoto, Yasunobu Nohara, Mikako Sakaguchi, Yohei Takayama, Takanori Yamashita, Hidehisa Soejima, Naoki Nakashima. Development of Machine Learning Prediction Models for Self-Extubation After Delirium Using Emergency Department Data. MedInfo. 2023. 310. 1001-1005
