1 code implementation • 24 Jul 2024 • Changchang Yin, Pin-Yu Chen, Bingsheng Yao, Dakuo Wang, Jeffrey Caterino, Ping Zhang
Clinicians and potential sepsis patients can benefit from the system in early prediction and diagnosis of sepsis.
no code implementations • 17 Sep 2023 • Shao Zhang, Jianing Yu, Xuhai Xu, Changchang Yin, Yuxuan Lu, Bingsheng Yao, Melanie Tory, Lace M. Padilla, Jeffrey Caterino, Ping Zhang, Dakuo Wang
Today's AI systems for medical decision support often succeed on benchmark datasets in research papers but fail in real-world deployment.
1 code implementation • 19 May 2022 • Changchang Yin, Ruoqi Liu, Jeffrey Caterino, Ping Zhang
Although some treatment actions non-survivors received may be helpful, if confounders cause the mortality, the training of RL models guided by long-term outcomes (e. g., 90-day mortality) would punish those treatment actions causing the learned DTR policies to be suboptimal.