Identifying Patient-Ventilator Asynchrony on a Small Dataset Using Image-Based Transfer Learning.

Pan, Qing; Jia, Mengzhe; Liu, Qijie; Zhang, Lingwei; Pan, Jie; Lu, Fei; Zhang, Zhongheng; Fang, Luping; Ge, Huiqing

Pan, Qing; Jia, Mengzhe; Liu, Qijie; Zhang, Lingwei; Pan, Jie; Lu, Fei; Zhang, Zhongheng; Fang, Luping; Ge, Huiqing.

Afiliação

Pan Q; College of Information Engineering, Zhejiang University of Technology, Liuhe Rd. 288, Hangzhou 310023, China.
Jia M; College of Information Engineering, Zhejiang University of Technology, Liuhe Rd. 288, Hangzhou 310023, China.
Liu Q; College of Information Engineering, Zhejiang University of Technology, Liuhe Rd. 288, Hangzhou 310023, China.
Zhang L; College of Information Engineering, Zhejiang University of Technology, Liuhe Rd. 288, Hangzhou 310023, China.
Pan J; College of Information Engineering, Zhejiang University of Technology, Liuhe Rd. 288, Hangzhou 310023, China.
Lu F; College of Information Engineering, Zhejiang University of Technology, Liuhe Rd. 288, Hangzhou 310023, China.
Zhang Z; Department of Emergency Medicine, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Qingchun East Rd. 3, Hangzhou 310016, China.
Fang L; College of Information Engineering, Zhejiang University of Technology, Liuhe Rd. 288, Hangzhou 310023, China.
Ge H; Department of Respiratory Care, Regional Medical Center for National Institute of Respiratory Diseases, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Qingchun East Rd. 3, Hangzhou 310016, China.

Sensors (Basel) ; 21(12)2021 Jun 17.

Article em En | MEDLINE | ID: mdl-34204238

Assuntos

Serviços de Assistência Domiciliar; Redes Neurais de Computação; Humanos; Aprendizado de Máquina; Respiração Artificial; Ventiladores Mecânicos

Palavras-chave

convolutional neural network; deep learning; mechanical ventilation; patientventilator asynchrony; transfer learning

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Redes Neurais de Computação / Serviços de Assistência Domiciliar Tipo de estudo: Prognostic_studies Limite: Humans Idioma: En Revista: Sensors (Basel) Ano de publicação: 2021 Tipo de documento: Article

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