Derivation and validation of a quantitative risk prediction model for weaning and extubation in neurocritical patients.

"Conflict of interest The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest."

"The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This work was supported by grants from Malaysian Government Fundamental Research Grant Scheme (FRGS 2019; 203 CIPPT 6711727), Universiti Sains Malaysia Short Term Grant (ST; 304 CIPPT 6315469) and the National Natural Science Foundation of China, 81960877; University Innovation Fund of Gansu Province (No. 2021A-076), Gansu Province Science and Technology Plan Innovation Base and Talent Plan (No. 21JR7RA561), Special open project of Gansu Research Center of Traditional Chinese Medicine (No. zyzx-2020-zx10), Natural Science Foundation of Gansu Province (No. 21JR1RA267), Education Technology Innovation Project of Gansu Province(No. 2022A-067), Innovation Fund of Higher Education of Gansu Province (No. 2023A-088) and Natural Science Foundation of Gansu Province (No. 22JR5RA582), Gansu Province science and technology plan international cooperation field project (No. 23YFWA0005), Medical and Health Science Foundation of Zhejiang (2023KY186) and the Hangzhou Medical Key Discipline Construction Program ([2021] No. 21). These funds played a role in the conceptualization and design of the studies reported in this review. They provided input in the initial stages of research planning."