Improvement in the Prediction of Ventilator Weaning Outcomes by an Artificial Neural Network in a Medical ICU

Hung-Ju Kuo; Hung-Wen Chiu; Chun-Nin Lee; Tzu-Tao Chen; Chih-Cheng Chang; Mauo-Ying Bien

doi:10.4187/respcare.03648

Research ArticleOriginal Research

Improvement in the Prediction of Ventilator Weaning Outcomes by an Artificial Neural Network in a Medical ICU

Hung-Ju Kuo, Hung-Wen Chiu, Chun-Nin Lee, Tzu-Tao Chen, Chih-Cheng Chang and Mauo-Ying Bien

Respiratory Care November 2015, 60 (11) 1560-1569; DOI: https://doi.org/10.4187/respcare.03648

Hung-Ju Kuo

Division of Pulmonary Medicine, Department of Internal Medicine, Shuang Ho Hospital, New Taipei City, Taiwan.

Graduate Institute of Biomedical Informatics

MSc

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Hung-Wen Chiu

Graduate Institute of Biomedical Informatics

PhD

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Chun-Nin Lee

Division of Pulmonary Medicine, Department of Internal Medicine, Shuang Ho Hospital, New Taipei City, Taiwan.

School of Respiratory Therapy, College of Medicine, Taipei Medical University, Taipei, Taiwan.

MD MSc

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Tzu-Tao Chen

Division of Pulmonary Medicine, Department of Internal Medicine, Shuang Ho Hospital, New Taipei City, Taiwan.

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Chih-Cheng Chang

Division of Pulmonary Medicine, Department of Internal Medicine, Shuang Ho Hospital, New Taipei City, Taiwan.

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Mauo-Ying Bien

School of Respiratory Therapy, College of Medicine, Taipei Medical University, Taipei, Taiwan.

Division of Pulmonary Medicine, Department of Internal Medicine, Taipei Medical University Hospital, Taipei, Taiwan.

PhD PT CRT

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For correspondence: mybien@tmu.edu.tw

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1 Nov 2015

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Improvement in the Prediction of Ventilator Weaning Outcomes by an Artificial Neural Network in a Medical ICU

Hung-Ju Kuo, Hung-Wen Chiu, Chun-Nin Lee, Tzu-Tao Chen, Chih-Cheng Chang, Mauo-Ying Bien

Respiratory Care Nov 2015, 60 (11) 1560-1569; DOI: 10.4187/respcare.03648

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Improvement in the Prediction of Ventilator Weaning Outcomes by an Artificial Neural Network in a Medical ICU

Hung-Ju Kuo, Hung-Wen Chiu, Chun-Nin Lee, Tzu-Tao Chen, Chih-Cheng Chang, Mauo-Ying Bien

Respiratory Care Nov 2015, 60 (11) 1560-1569; DOI: 10.4187/respcare.03648

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Keywords

artificial neural network
weaning prediction
rapid shallow breathing index
spontaneous breathing trial
airway extubation
receiver operating characteristic curve

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