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ArticlesPeer ReviewedFull Text
Robust performance of deep learning for distinguishing glioblastoma from single brain metastasis using radiomic features: model development and validation
Author / Creator:Bae, Sohi ; An, Chansik ; Ahn, Sung Soo ; Kim, Hwiyoung ; Han, Kyunghwa ; Kim, Sang Wook ; Park, Ji Eun ; Kim, Ho Sung ; Lee, Seung-Koo
Publisher:London: Nature Publishing Group UK
Journal title:Scientific reports, 2020-07, Vol.10 (1), p.12110, Article 12110
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ArticlesPeer ReviewedFull Text
Radiomics machine learning study with a small sample size: Single random training-test set split may lead to unreliable results
Author / Creator:An, Chansik ; Park, Yae Won ; Ahn, Sung Soo ; Han, Kyunghwa ; Kim, Hwiyoung ; Lee, Seung-Koo
Publisher:United States: Public Library of Science
Journal title:PloS one, 2021-08, Vol.16 (8), p.e0256152-e0256152
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ArticlesPeer ReviewedFull Text
Differentiation of recurrent glioblastoma from radiation necrosis using diffusion radiomics with machine learning model development and external validation
Author / Creator:Park, Yae Won ; Choi, Dongmin ; Park, Ji Eun ; Ahn, Sung Soo ; Kim, Hwiyoung ; Chang, Jong Hee ; Kim, Se Hoon ; Kim, Ho Sung ; Lee, Seung-Koo
Publisher:London: Nature Publishing Group UK
Journal title:Scientific reports, 2021-02, Vol.11 (1), p.2913-2913, Article 2913
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ArticlesPeer ReviewedFull Text
Using deep learning to predict temporomandibular joint disc perforation based on magnetic resonance imaging
Author / Creator:Kim, Jae-Young ; Kim, Dongwook ; Jeon, Kug Jin ; Kim, Hwiyoung ; Huh, Jong-Ki
Publisher:London: Nature Publishing Group UK
Journal title:Scientific reports, 2021-03, Vol.11 (1), p.6680-6680, Article 6680
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ArticlesPeer ReviewedFull Text
Diffusion tensor and postcontrast T1-weighted imaging radiomics to differentiate the epidermal growth factor receptor mutation status of brain metastases from non-small cell lung cancer
Author / Creator:Park, Yae Won ; An, Chansik ; Lee, JaeSeong ; Han, Kyunghwa ; Choi, Dongmin ; Ahn, Sung Soo ; Kim, Hwiyoung ; Ahn, Sung Jun ; Chang, Jong Hee ; Kim, Se Hoon ; Lee, Seung-Koo
Publisher:Berlin/Heidelberg: Springer Berlin Heidelberg
Journal title:Neuroradiology, 2021-03, Vol.63 (3), p.343-352
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ArticlesPeer ReviewedFull Text
Radiomics features of hippocampal regions in magnetic resonance imaging can differentiate medial temporal lobe epilepsy patients from healthy controls
Author / Creator:Park, Yae Won ; Choi, Yun Seo ; Kim, Song E. ; Choi, Dongmin ; Han, Kyunghwa ; Kim, Hwiyoung ; Ahn, Sung Soo ; Kim, Sol-Ah ; Kim, Hyeon Jin ; Lee, Seung-Koo ; Lee, Hyang Woon
Publisher:London: Nature Publishing Group UK
Journal title:Scientific reports, 2020-11, Vol.10 (1), p.19567-19567, Article 19567
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ArticlesPeer ReviewedFull Text
Development of a deep learning based image processing tool for enhanced organoid analysis
Author / Creator:Park, Taeyun ; Kim, Taeyul K. ; Han, Yoon Dae ; Kim, Kyung-A ; Kim, Hwiyoung ; Kim, Han Sang
Publisher:London: Nature Publishing Group UK
Journal title:Scientific reports, 2023-11, Vol.13 (1), p.19841-19841, Article 19841
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ArticlesPeer ReviewedFull Text
Identifying major predictors for parenting stress in a caregiver of autism spectrum disorder using machine learning models
Author / Creator:Choi, Hangnyoung ; Kim, Jae Han ; Kim, Hwiyoung ; Cheon, Keun-Ah
Publisher:Lausanne: Frontiers Research Foundation
Journal title:Frontiers in neuroscience, 2023-08, Vol.17, p.1229155-1229155
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ArticlesPeer ReviewedFull Text
Deep Learning for Automated Detection of Cyst and Tumors of the Jaw in Panoramic Radiographs
Author / Creator:Yang, Hyunwoo ; Jo, Eun ; Kim, Hyung Jun ; Cha, In-ho ; Jung, Young-Soo ; Nam, Woong ; Kim, Jun-Young ; Kim, Jin-Kyu ; Kim, Yoon Hyeon ; Oh, Tae Gyeong ; Han, Sang-Sun ; Kim, Hwiyoung ; Kim, Dongwook
Publisher:Basel: MDPI AG
Journal title:Journal of clinical medicine, 2020-06, Vol.9 (6), p.1839
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ArticlesPeer ReviewedFull Text
Radiomics risk score may be a potential imaging biomarker for predicting survival in isocitrate dehydrogenase wild-type lower-grade gliomas
Author / Creator:Park Chae Jung ; Han Kyunghwa ; Kim Hwiyoung ; Ahn, Sung Soo ; Choi, Yoon Seong ; Park Yae Won ; Chang, Jong Hee ; Kim, Se Hoon ; Jain, Rajan ; Seung-Koo, Lee
Publisher:Heidelberg: Springer Nature B.V
Journal title:European radiology, 2020-12, Vol.30 (12), p.6464-6474
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ArticlesFull Text
2023 Survey on User Experience of Artificial Intelligence Software in Radiology by the Korean Society of Radiology
Author / Creator:Hwang, Eui Jin ; Park, Ji Eun ; Song, Kyoung Doo ; Yang, Dong Hyun ; Kim, Kyung Won ; Lee, June-Goo ; Yoon, Jung Hyun ; Han, Kyunghwa ; Kim, Dong Hyun ; Kim, Hwiyoung ; Park, Chang Min
Publisher:Korea (South): The Korean Society of Radiology
Journal title:Korean Journal of Radiology, 2024, 25(7), , pp.613-622
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ArticlesPeer ReviewedFull Text
Development and Validation of a Deep Learning–Based Synthetic Bone-Suppressed Model for Pulmonary Nodule Detection in Chest Radiographs
Author / Creator:Kim, Hwiyoung ; Lee, Kye Ho ; Han, Kyunghwa ; Lee, Ji Won ; Kim, Jin Young ; Im, Dong Jin ; Hong, Yoo Jin ; Choi, Byoung Wook ; Hur, Jin
Publisher:United States: American Medical Association
Journal title:JAMA network open, 2023-01, Vol.6 (1), p.e2253820-e2253820
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ArticlesPeer ReviewedFull Text
Automatic Grading of Ankle Osteoarthritis Based on Takakura Staging System: A Deep Learning- Based Approach
Author / Creator:Kim, Hwiyoung ; Choi, Jiyun ; Jang, Chul-Young ; Lee, Jin Woo ; Kim, Sungjun ; Han, Seung Hwan
Publisher:Los Angeles, CA: SAGE Publications
Journal title:Foot & ankle orthopaedics, 2019-10, Vol.4 (4)
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ArticlesPeer ReviewedFull Text
Development of real‐time motion verification system using in‐room optical images for respiratory‐gated radiotherapy
Author / Creator:Park, Yang‐Kyun ; Son, Tae‐geun ; Kim, Hwiyoung ; Lee, Jaegi ; Sung, Wonmo ; Kim, Il Han ; Lee, Kunwoo ; Bang, Young‐bong ; Ye, Sung‐Joon
Publisher:United States: John Wiley & Sons, Inc
Journal title:Journal of applied clinical medical physics, 2013-09, Vol.14 (5), p.25-42
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ArticlesFull Text
T1 Map-Based Radiomics for Prediction of Left Ventricular Reverse Remodeling in Patients With Nonischemic Dilated Cardiomyopathy
Author / Creator:Chang, Suyon ; Han, Kyunghwa ; Kwon, Yonghan ; Kim, Lina ; Hwang, Seunghyun ; Kim, Hwiyoung ; Choi, Byoung Wook
Publisher:Korea (South): The Korean Society of Radiology
Journal title:Korean journal of radiology, 2023-05, Vol.24 (5), p.395-405
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ArticlesPeer ReviewedFull Text
Radiomics With Ensemble Machine Learning Predicts Dopamine Agonist Response in Patients With Prolactinoma
Author / Creator:Park, Yae Won ; Eom, Jihwan ; Kim, Sooyon ; Kim, Hwiyoung ; Ahn, Sung Soo ; Ku, Cheol Ryong ; Kim, Eui Hyun ; Lee, Eun Jig ; Kim, Sun Ho ; Lee, Seung-Koo
Publisher:US: Oxford University Press
Journal title:The journal of clinical endocrinology and metabolism, 2021-08, Vol.106 (8), p.e3069-e3077
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ArticlesPeer ReviewedFull Text
Detection of Pacemaker and Identification of MRI-conditional Pacemaker Based on Deep-learning Convolutional Neural Networks to Improve Patient Safety
Author / Creator:Do, Yoonah ; Ahn, Soo Ho ; Kim, Sungjun ; Kim, Jin Kyem ; Choi, Byoung Wook ; Kim, Hwiyoung ; Lee, Young Han
Publisher:New York: Springer US
Journal title:Journal of medical systems, 2023-07, Vol.47 (1), p.80-80, Article 80
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Robust performance of deep learning for distinguishing glioblastoma from single brain metastasis using radiomic features: model development and validation

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Radiomics machine learning study with a small sample size: Single random training-test set split may lead to unreliable results

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Differentiation of recurrent glioblastoma from radiation necrosis using diffusion radiomics with machine learning model development and external validation

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Using deep learning to predict temporomandibular joint disc perforation based on magnetic resonance imaging

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Diffusion tensor and postcontrast T1-weighted imaging radiomics to differentiate the epidermal growth factor receptor mutation status of brain metastases from non-small cell lung cancer

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Radiomics features of hippocampal regions in magnetic resonance imaging can differentiate medial temporal lobe epilepsy patients from healthy controls

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Development of a deep learning based image processing tool for enhanced organoid analysis

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Identifying major predictors for parenting stress in a caregiver of autism spectrum disorder using machine learning models

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Deep Learning for Automated Detection of Cyst and Tumors of the Jaw in Panoramic Radiographs

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Radiomics risk score may be a potential imaging biomarker for predicting survival in isocitrate dehydrogenase wild-type lower-grade gliomas

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2023 Survey on User Experience of Artificial Intelligence Software in Radiology by the Korean Society of Radiology

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Development and Validation of a Deep Learning–Based Synthetic Bone-Suppressed Model for Pulmonary Nodule Detection in Chest Radiographs

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Automatic Grading of Ankle Osteoarthritis Based on Takakura Staging System: A Deep Learning- Based Approach

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Development of real‐time motion verification system using in‐room optical images for respiratory‐gated radiotherapy

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T1 Map-Based Radiomics for Prediction of Left Ventricular Reverse Remodeling in Patients With Nonischemic Dilated Cardiomyopathy

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Radiomics With Ensemble Machine Learning Predicts Dopamine Agonist Response in Patients With Prolactinoma

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Detection of Pacemaker and Identification of MRI-conditional Pacemaker Based on Deep-learning Convolutional Neural Networks to Improve Patient Safety

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