The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Oct. 06, 2026
Filed:
Jun. 21, 2023
Taichung Veterans General Hospital, Taichung City, TW;
Tunghai University, Taichung City, TW;
Wen-Cheng Chao, Taichung City, TW;
Kai-Chih Pai, Taichung, TW;
Ming-Cheng Chan, Taichung City, TW;
Chieh-Liang Wu, Taichung City, TW;
Min-Shian Wang, Taichung City, TW;
Chien-Lun Liao, Taichung City, TW;
Ta-Chun Hung, Taichung City, TW;
Yan-Nan Lin, Taichung City, TW;
Hui-Chiao Yang, Taichung City, TW;
Ruey-Kai Sheu, Taichung, TW;
Lun-Chi Chen, Taichung, TW;
TAICHUNG VETERANS GENERAL HOSPITAL, Taichung City, TW;
TUNGHAI UNIVERSITY, Taichung, TW;
Abstract
The invention provides a system and a method thereof for establishing an extubation prediction using a machine learning model capable of obtaining an extubation prediction model and key features used by the extubation prediction model through training and/or verification of a machine learning model, and analyzing key feature data of a patient in real time through the extubation prediction model in order to obtain a possibility of extubation of the patient and its related explanation. Accordingly, the system and the method thereof for establishing the extubation prediction using the machine learning model disclosed in the invention are used as a tool for clinical caregivers to evaluate extubation in order to reduce a possibility of reintubation due to inability to breathe spontaneously after extubation.