Development and external validation of a deep learning-based computed tomography classification system for COVID-19-Reference-Cited by-同舟云学术

Development and external validation of a deep learning-based computed tomography classification system for COVID-19

Published:2022 Issue:4 Volume:4 Page:110-119
ISSN:2434-4338
Container-title:Annals of Clinical Epidemiology
language:en
Short-container-title:Ann Clin Epidemiol

Author:

Kataoka Yuki¹,Baba Tomohisa²,Ikenoue Tatsuyoshi³,Matsuoka Yoshinori⁴,Matsumoto Junichi⁵,Kumasawa Junji³,Tochitani Kentaro⁶,Funakoshi Hiraku⁷,Hosoda Tomohiro⁸,Kugimiya Aiko⁹,Shirano Michinori¹⁰,Hamabe Fumiko¹¹,Iwata Sachiyo¹²,Kitamura Yoshiro¹³,Goto Tsubasa¹³,Hamaguchi Shingo⁷,Haraguchi Takafumi¹⁴,Yamamoto Shungo⁶,Sumikawa Hiromitsu¹⁵,Nishida Koji¹⁶,Nishida Haruka⁴,Ariyoshi Koichi⁴,Sugiura Hiroaki¹¹,Nakagawa Hidenori¹⁰,Asaoka Tomohiro¹⁰,Yoshida Naofumi¹⁷,Oda Rentaro¹⁸,Koyama Takashi¹⁹,Iwai Yui¹⁹,Miyashita Yoshihiro⁹,Okazaki Koya²⁰,Tanizawa Kiminobu²¹,Handa Tomohiro²²,Kido Shoji²³,Fukuma Shingo³,Tomiyama Noriyuki²⁴,Hirai Toyohiro²¹,Ogura Takashi²

Affiliation:

1. Department of Internal Medicine, Kyoto Min-Iren Asukai Hospital

2. Department of Respiratory Medicine, Kanagawa Cardiovascular and Respiratory Center

3. Human Health Sciences, Kyoto University Graduate School of Medicine

4. Department of Emergency Medicine, Kobe City Medical Center General Hospital

5. Department of Emergency and Critical Care Medicine, St. Marianna University School of Medicine

6. Department of Infectious Diseases, Kyoto City Hospital

7. Department of Emergency and Critical Care Medicine Department of Interventional Radiology, Tokyo Bay Urayasu Ichikawa Medical Center

8. Department of Infectious Disease, Kawasaki Municipal Kawasaki Hospital

9. Department of Respiratory Medicine, Yamanashi Prefectural Central Hospital

10. Department of Infectious Diseases, Osaka City General Hospital

11. Department of Radiology, National Defense Medical College

12. Division of Cardiovascular Medicine, Hyogo Prefectural Kakogawa Medical Center

13. Imaging Technology Center, Fujifilm Corporation

14. Department of Radiology, St. Marianna University School of Medicine

15. Department of Diagnostic Radiology, Sakai City Medical Center

16. Department of Respiratory Medicine, Sakai City Medical Center

17. Division of Cardiovascular Medicine, Department of Internal Medicine, Kobe University Graduate School of Medicine

18. Department of Infectious Diseases, Tokyo Bay Urayasu Ichikawa Medical Center

19. Department of Infectious Diseases, Hyogo Prefectural Amagasaki General Medical Center

20. Department of Respiratory Medicine, Hyogo Prefectural Amgasaki General Medical Center

21. Department of Respiratory Medicine, Graduate School of Medicine, Kyoto University

22. Department of Advanced Medicine for Respiratory Failure, Graduate School of Medicine, Kyoto University

23. Department of Artificial Intelligence Diagnostic Radiology, Graduate School of Medicine, Osaka University

24. Department of Diagnostic and Interventional Radiology, Osaka University Graduate School of Medicine

Publisher

Society for Clinical Epidemiology

Subject

General Medicine

Link

https://www.jstage.jst.go.jp/article/ace/4/4/4_22014/_pdf

Reference34 articles.

1. 1. Ai T, Yang Z, Hou H, Zhan C, Chen C, Lv W, et al. Correlation of Chest CT and RT-PCR Testing for Coronavirus Disease 2019 (COVID-19) in China: A Report of 1014 Cases. Radiology 2020;296:E32–40. https://doi.org/10.1148/radiol.2020200642.

2. 2. Kohli A, Joshi A, Shah A, Jain RD, Gorlawar A, Dhapare A, et al. Does CT help in reducing RT-PCR false negative rate for COVID-19? Indian J Radiol Imaging 2021;31:S80–86. https://doi.org/10.4103/ijri.IJRI_739_20.

3. 3. Zhang K, Liu X, Shen J, Li Z, Sang Y, Wu X, et al. Clinically Applicable AI System for Accurate Diagnosis, Quantitative Measurements, and Prognosis of COVID-19 Pneumonia Using Computed Tomography. Cell 2020;181:1423–1433.e11. https://doi.org/10.1016/j.cell.2020.04.045.

4. 4. Zhao W, Jiang W, Qiu X. Deep learning for COVID-19 detection based on CT images. Sci Rep 2021;11:14353. https://doi.org/10.1038/s41598-021-93832-2.

5. 5. Silva P, Luz E, Silva G, Moreira G, Silva R, Lucio D, et al. COVID-19 detection in CT images with deep learning: A voting-based scheme and cross-datasets analysis. Informatics Med Unlocked 2020;20:100427. https://doi.org/10.1016/j.imu.2020.100427.

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