The Predictive Value of Respiratory Reserve for Weaning Assessed by Ventilation Parameters during Spontaneous Breathing Trials Based on Automated Machine Learning: A Retrospective Study

Respiratory reserve assessed by ventilator parameters during SBTs could predict weaning outcomes for critically ill patients. And they should be analyzed comprehensively rather than in isolation. AutoML is a promising method worthy of consideration. And prospective studies with external validation are needed.

Authors

Qin Yingzhi
Wenjiao Wang (ORCID: https://orcid.org/0000-0001-8675-9007)
Xinjing Gao (ORCID: https://orcid.org/0009-0007-5557-5070)
Kai Zhang (ORCID: https://orcid.org/0000-0003-4242-0866)
Zhibo Li (ORCID: https://orcid.org/0000-0001-9512-1507)
Jie Ren (ORCID: https://orcid.org/0000-0002-4595-3281)

Institutions

Tianjin University (CN)
Tianjin Third Central Hospital (CN)
Tianjin Hospital (CN)
Tianjin Medical University (CN)

Publication Details

Journal: Respiration
Published: 2025-10-17
DOI: https://doi.org/10.1159/000548955
Primary Topic: Delphi Technique in Research
Type: article
Field-Weighted Citation Impact: 0.00

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article

The Predictive Value of Respiratory Reserve for Weaning Assessed by Ventilation Parameters during Spontaneous Breathing Trials Based on Automated Machine Learning: A Retrospective Study

Qin Yingzhi, Wenjiao Wang, Xinjing Gao, Kai Zhang et al.

Oct 17, 2025

Respiration

Delphi Technique in Research

article

The Predictive Value of Respiratory Reserve for Weaning Assessed by Ventilation Parameters during Spontaneous Breathing Trials Based on Automated Machine Learning: A Retrospective Study

Qin Yingzhi, Wenjiao Wang, Xinjing Gao, Kai Zhang, Zhibo Li, Jie Ren

October 17, 2025article en

Abstract

Respiratory reserve assessed by ventilator parameters during SBTs could predict weaning outcomes for critically ill patients. And they should be analyzed comprehensively rather than in isolation. AutoML is a promising method worthy of consideration. And prospective studies with external validation are needed.

RespirationVol. 105(3)

Tianjin University (CN), Tianjin Third Central Hospital (CN), Tianjin Hospital (CN), Tianjin Medical University (CN)

Openalex Percentile: Top 61%

Delphi Technique in Research

DOI Source OpenAlex

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