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AJNR Awards, New Junior Editors, and more. Read the latest AJNR updates

Research ArticleHead & Neck

Convolutional Neural Network to Stratify the Malignancy Risk of Thyroid Nodules: Diagnostic Performance Compared with the American College of Radiology Thyroid Imaging Reporting and Data System Implemented by Experienced Radiologists

G.R. Kim, E. Lee, H.R. Kim, J.H. Yoon, V.Y. Park and J.Y. Kwak
American Journal of Neuroradiology August 2021, 42 (8) 1513-1519; DOI: https://doi.org/10.3174/ajnr.A7149
G.R. Kim
aFrom the Department of Radiology (G.R.K., J.H.Y., V.Y.P., J.Y.K.), Severance Hospital, Research Institute of Radiological Science, Center for Clinical Imaging Data Science, Yonsei University College of Medicine, Seoul, Korea
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E. Lee
bDepartment of Computational Science and Engineering (E.L.), Yonsei University, Seoul, Korea
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H.R. Kim
cBiostatistics Collaboration Unit (H.R.K.), Department of Biomedical Systems Informatics, Yonsei University College of Medicine, Seoul, Korea
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J.H. Yoon
aFrom the Department of Radiology (G.R.K., J.H.Y., V.Y.P., J.Y.K.), Severance Hospital, Research Institute of Radiological Science, Center for Clinical Imaging Data Science, Yonsei University College of Medicine, Seoul, Korea
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V.Y. Park
aFrom the Department of Radiology (G.R.K., J.H.Y., V.Y.P., J.Y.K.), Severance Hospital, Research Institute of Radiological Science, Center for Clinical Imaging Data Science, Yonsei University College of Medicine, Seoul, Korea
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J.Y. Kwak
aFrom the Department of Radiology (G.R.K., J.H.Y., V.Y.P., J.Y.K.), Severance Hospital, Research Institute of Radiological Science, Center for Clinical Imaging Data Science, Yonsei University College of Medicine, Seoul, Korea
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Article Information

vol. 42 no. 8 1513-1519
DOI 
https://doi.org/10.3174/ajnr.A7149
PubMed 
33985947

Published By 
American Journal of Neuroradiology
Print ISSN 
0195-6108
Online ISSN 
1936-959X
History 
  • Received August 5, 2020
  • Accepted after revision March 6, 2021
  • Published online August 11, 2021.

Article Versions

  • Latest version (May 13, 2021 - 06:52).
  • You are viewing the most recent version of this article.
Copyright & Usage 
© 2021 by American Journal of Neuroradiology

Author Information

  1. G.R. Kima,
  2. E. Leeb,
  3. H.R. Kimc,
  4. J.H. Yoona,
  5. V.Y. Parka and
  6. J.Y. Kwaka
  1. aFrom the Department of Radiology (G.R.K., J.H.Y., V.Y.P., J.Y.K.), Severance Hospital, Research Institute of Radiological Science, Center for Clinical Imaging Data Science, Yonsei University College of Medicine, Seoul, Korea
  2. bDepartment of Computational Science and Engineering (E.L.), Yonsei University, Seoul, Korea
  3. cBiostatistics Collaboration Unit (H.R.K.), Department of Biomedical Systems Informatics, Yonsei University College of Medicine, Seoul, Korea
  1. Please address correspondence to Jin Young Kwak, MD, PhD, Department of Radiology, Research Institute of Radiological Science, Center for Clinical Imaging Data Science, Yonsei University College of Medicine, 50 Yonsei-ro, Seodaemun-gu, Seoul, Republic of Korea, 120-752; e-mail: docjin{at}yuhs.ac
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Funding

  • National Research Foundation of Korea

    2019R1A2C1002375
  • CMB-Yuhan research grant of Yonsei University College of Medicine

    6-2017-0170

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Cite this article
G.R. Kim, E. Lee, H.R. Kim, J.H. Yoon, V.Y. Park, J.Y. Kwak
Convolutional Neural Network to Stratify the Malignancy Risk of Thyroid Nodules: Diagnostic Performance Compared with the American College of Radiology Thyroid Imaging Reporting and Data System Implemented by Experienced Radiologists
American Journal of Neuroradiology Aug 2021, 42 (8) 1513-1519; DOI: 10.3174/ajnr.A7149

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Convolutional Neural Network to Stratify the Malignancy Risk of Thyroid Nodules: Diagnostic Performance Compared with the American College of Radiology Thyroid Imaging Reporting and Data System Implemented by Experienced Radiologists
G.R. Kim, E. Lee, H.R. Kim, J.H. Yoon, V.Y. Park, J.Y. Kwak
American Journal of Neuroradiology Aug 2021, 42 (8) 1513-1519; DOI: 10.3174/ajnr.A7149
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This article has been cited by the following articles in journals that are participating in Crossref Cited-by Linking.

  • AI in Thyroid Cancer Diagnosis: Techniques, Trends, and Future Directions
    Yassine Habchi, Yassine Himeur, Hamza Kheddar, Abdelkrim Boukabou, Shadi Atalla, Ammar Chouchane, Abdelmalik Ouamane, Wathiq Mansoor
    Systems 2023 11 10
  • Artificial Intelligence in Thyroid Field—A Comprehensive Review
    Fabiano Bini, Andrada Pica, Laura Azzimonti, Alessandro Giusti, Lorenzo Ruinelli, Franco Marinozzi, Pierpaolo Trimboli
    Cancers 2021 13 19
  • Accuracy of Ultrasound Diagnosis of Thyroid Nodules Based on Artificial Intelligence-Assisted Diagnostic Technology: A Systematic Review and Meta-Analysis
    Yu Xue, Ying Zhou, Tingrui Wang, Huijuan Chen, Lingling Wu, Huayun Ling, Hong Wang, Lijuan Qiu, Dongqing Ye, Bin Wang, Claudio Casella
    International Journal of Endocrinology 2022 2022
  • Deep Learning and Minimally Invasive Endoscopy: Automatic Classification of Pleomorphic Gastric Lesions in Capsule Endoscopy
    Miguel Mascarenhas, Francisco Mendes, Tiago Ribeiro, João Afonso, Pedro Cardoso, Miguel Martins, Hélder Cardoso, Patrícia Andrade, João Ferreira, Miguel Mascarenhas Saraiva, Guilherme Macedo
    Clinical and Translational Gastroenterology 2023 14 10
  • Diagnosing thyroid nodules with atypia of undetermined significance/follicular lesion of undetermined significance cytology with the deep convolutional neural network
    Inyoung Youn, Eunjung Lee, Jung Hyun Yoon, Hye Sun Lee, Mi-Ri Kwon, Juhee Moon, Sunyoung Kang, Seul Ki Kwon, Kyong Yeun Jung, Young Joo Park, Do Joon Park, Sun Wook Cho, Jin Young Kwak
    Scientific Reports 2021 11 1
  • Diagnostic Performance of ACR and Kwak TI-RADS for Benign and Malignant Thyroid Nodules: An Update Systematic Review and Meta-Analysis
    Yun Jin Kang, Gulnaz Stybayeya, Ju Eun Lee, Se Hwan Hwang
    Cancers 2022 14 23
  • Application of Artificial Intelligence to Evaluate Thyroid Nodules
    Jungmin Ahn, Myung-Chul Lee
    Journal of Clinical Otolaryngology Head and Neck Surgery 2023 34 2
  • Diagnostic efficiency among Eu-/C-/ACR-TIRADS and S-Detect for thyroid nodules: a systematic review and network meta-analysis
    Longtao Yang, Cong Li, Zhe Chen, Shaqi He, Zhiyuan Wang, Jun Liu
    Frontiers in Endocrinology 2023 14
  • Graphical user interface-based convolutional neural network models for detecting nasopalatine duct cysts using panoramic radiography
    Kotaro Ito, Naohisa Hirahara, Hirotaka Muraoka, Eri Sawada, Satoshi Tokunaga, Tomohiro Komatsu, Takashi Kaneda
    Scientific Reports 2024 14 1
  • Personalized Diagnosis in Differentiated Thyroid Cancers by Molecular and Functional Imaging Biomarkers: Present and Future
    Laura Teodoriu, Letitia Leustean, Maria-Christina Ungureanu, Stefana Bilha, Irena Grierosu, Mioara Matei, Cristina Preda, Cipriana Stefanescu
    Diagnostics 2022 12 4

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