Prediction of Spontaneous Breathing Trial Outcome in Critically Ill-Ventilated Patients Using Deep Learning: Development and Verification Study

Hui-Chiao Yang   ¹ , MSc ;   Angelica Te-Hui Hao   ^{2, 3} , MSc ;   Shih-Chia Liu   ^{2, 4} , PhD ;   Yu-Cheng Chang   ⁵ , MSc ;   Yao-Te Tsai   ⁶ , PhD ;   Shao-Jen Weng   ⁴ , PhD ;   Ming-Cheng Chan   ⁷ , MD, PhD ;   Chen-Yu Wang   ⁷ , MD, PhD ;   Yeong-Yuh Xu   ⁸ , PhD

¹ Department of Chest Medicine, Division of Respiratory Therapy, Taichung Veterans General Hospital, Taichung, Taiwan

² Department of Nursing, Hungkuang University, Taichung, Taiwan

³ Department of Information Management, National Central University, Taoyuan, Taiwan

⁴ Department of Industrial Engineering and Enterprise Information, Tunghai University, Taichung, Taiwan

⁵ Department of Computer and Communications Center, Taichung Veterans General Hospital, Taichung, Taiwan

⁶ Department of Information Management, National Kaohsiung University of Science and Technology, Kaohsiung, Taiwan

⁷ Department of Critical Care Medicine, Taichung Veterans General Hospital, Taichung, Taiwan

⁸ Department of Artificial Intelligence and Computer Engineering, National Chin-Yi University of Technology, Taichung, Taiwan