Imaging Informatics

Diagnostic Accuracy of Artificial Intelligence and Computer-Aided Diagnosis for the Detection and Characterization of Colorectal Polyps: Systematic Review and Meta-analysis

Scarlet Nazarian, Ben Glover, Hutan Ashrafian, Ara Darzi, Julian Teare

J Med Internet Res 2021 (Jul 14); 23(7):e27370

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Application of an Anomaly Detection Model to Screen for Ocular Diseases Using Color Retinal Fundus Images: Design and Evaluation Study

Yong Han, Weiming Li, Mengmeng Liu, Zhiyuan Wu, Feng Zhang, Xiangtong Liu, Lixin Tao, Xia Li, Xiuhua Guo

J Med Internet Res 2021 (Jul 13); 23(7):e27822

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Clinically Applicable Segmentation of Head and Neck Anatomy for Radiotherapy: Deep Learning Algorithm Development and Validation Study

Stanislav Nikolov, Sam Blackwell, Alexei Zverovitch, Ruheena Mendes, Michelle Livne, Jeffrey De Fauw, Yojan Patel, Clemens Meyer, Harry Askham, Bernadino Romera-Paredes, Christopher Kelly, Alan Karthikesalingam, Carlton Chu, Dawn Carnell, Cheng Boon, Derek D'Souza, Syed Ali Moinuddin, Bethany Garie, Yasmin McQuinlan, Sarah Ireland, Kiarna Hampton, Krystle Fuller, Hugh Montgomery, Geraint Rees, Mustafa Suleyman, Trevor Back, Cían Owen Hughes, Joseph R Ledsam, Olaf Ronneberger

J Med Internet Res 2021 (Jul 12); 23(7):e26151

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Performance and Limitation of Machine Learning Algorithms for Diabetic Retinopathy Screening: Meta-analysis

Jo-Hsuan Wu, T Y Alvin Liu, Wan-Ting Hsu, Jennifer Hui-Chun Ho, Chien-Chang Lee

J Med Internet Res 2021 (Jul 05); 23(7):e23863

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Integrating Patient Data Into Skin Cancer Classification Using Convolutional Neural Networks: Systematic Review

Julia Höhn, Achim Hekler, Eva Krieghoff-Henning, Jakob Nikolas Kather, Jochen Sven Utikal, Friedegund Meier, Frank Friedrich Gellrich, Axel Hauschild, Lars French, Justin Gabriel Schlager, Kamran Ghoreschi, Tabea Wilhelm, Heinz Kutzner, Markus Heppt, Sebastian Haferkamp, Wiebke Sondermann, Dirk Schadendorf, Bastian Schilling, Roman C Maron, Max Schmitt, Tanja Jutzi, Stefan Fröhling, Daniel B Lipka, Titus Josef Brinker

J Med Internet Res 2021 (Jul 02); 23(7):e20708

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The Impact of a Novel Mimicry Task for Increasing Emotion Recognition in Adults with Autism Spectrum Disorder and Alexithymia: Protocol for a Randomized Controlled Trial

Joshua A Caine, Britt Klein, Stephen L Edwards

JMIR Res Protoc 2021 (Jun 25); 10(6):e24543

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A Portable Smartphone-Based Laryngoscope System for High-Speed Vocal Cord Imaging of Patients With Throat Disorders: Instrument Validation Study

Youngkyu Kim, Jeongmin Oh, Seung-Ho Choi, Ahra Jung, June-Goo Lee, Yoon Se Lee, Jun Ki Kim

JMIR Mhealth Uhealth 2021 (Jun 18); 9(6):e25816

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Hyperpolarized Magnetic Resonance and Artificial Intelligence: Frontiers of Imaging in Pancreatic Cancer

José S Enriquez, Yan Chu, Shivanand Pudakalakatti, Kang Lin Hsieh, Duncan Salmon, Prasanta Dutta, Niki Zacharias Millward, Eugene Lurie, Steven Millward, Florencia McAllister, Anirban Maitra, Subrata Sen, Ann Killary, Jian Zhang, Xiaoqian Jiang, Pratip K Bhattacharya, Shayan Shams

JMIR Med Inform 2021 (Jun 17); 9(6):e26601

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Neural Network Pattern Recognition of Ultrasound Image Gray Scale Intensity Histograms of Breast Lesions to Differentiate Between Benign and Malignant Lesions: Analytical Study

Arivan Ramachandran, Shivabalan Kathavarayan Ramu

JMIR Biomed Eng 2021 (Jun 02); 6(2):e23808

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A Multimodal Imaging–Based Deep Learning Model for Detecting Treatment-Requiring Retinal Vascular Diseases: Model Development and Validation Study

Eugene Yu-Chuan Kang, Ling Yeung, Yi-Lun Lee, Cheng-Hsiu Wu, Shu-Yen Peng, Yueh-Peng Chen, Quan-Ze Gao, Chihung Lin, Chang-Fu Kuo, Chi-Chun Lai

JMIR Med Inform 2021 (May 31); 9(5):e28868

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Assessing Sunscreen Protection Using UV Photography: Descriptive Study

Caitlin Horsham, Helen Ford, Jeremy Herbert, Alexander Wall, Sebastian Walpole, Elke Hacker

JMIR Dermatol 2021 (May 26); 4(1):e24653

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Automatically Diagnosing Disk Bulge and Disk Herniation With Lumbar Magnetic Resonance Images by Using Deep Convolutional Neural Networks: Method Development Study

Qiong Pan, Kai Zhang, Lin He, Zhou Dong, Lei Zhang, Xiaohang Wu, Yi Wu, Yanjun Gao

JMIR Med Inform 2021 (May 21); 9(5):e14755

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Neural Network–Based Retinal Nerve Fiber Layer Profile Compensation for Glaucoma Diagnosis in Myopia: Model Development and Validation

Lei Li, Haogang Zhu, Zhenyu Zhang, Liang Zhao, Liang Xu, Rahul A Jonas, David F Garway-Heath, Jost B Jonas, Ya Xing Wang

JMIR Med Inform 2021 (May 18); 9(5):e22664

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Federated Learning for Thyroid Ultrasound Image Analysis to Protect Personal Information: Validation Study in a Real Health Care Environment

Haeyun Lee, Young Jun Chai, Hyunjin Joo, Kyungsu Lee, Jae Youn Hwang, Seok-Mo Kim, Kwangsoon Kim, Inn-Chul Nam, June Young Choi, Hyeong Won Yu, Myung-Chul Lee, Hiroo Masuoka, Akira Miyauchi, Kyu Eun Lee, Sungwan Kim, Hyoun-Joong Kong

JMIR Med Inform 2021 (May 18); 9(5):e25869

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An Attention Model With Transfer Embeddings to Classify Pneumonia-Related Bilingual Imaging Reports: Algorithm Development and Validation

Hyung Park, Min Song, Eun Byul Lee, Bo Kyung Seo, Chang Min Choi

JMIR Med Inform 2021 (May 17); 9(5):e24803

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Automating Stroke Data Extraction From Free-Text Radiology Reports Using Natural Language Processing: Instrument Validation Study

Amy Y X Yu, Zhongyu A Liu, Chloe Pou-Prom, Kaitlyn Lopes, Moira K Kapral, Richard I Aviv, Muhammad Mamdani

JMIR Med Inform 2021 (May 04); 9(5):e24381

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Application of Artificial Intelligence for Screening COVID-19 Patients Using Digital Images: Meta-analysis

Tahmina Nasrin Poly, Md Mohaimenul Islam, Yu-Chuan Jack Li, Belal Alsinglawi, Min-Huei Hsu, Wen Shan Jian, Hsuan-Chia Yang

JMIR Med Inform 2021 (Apr 29); 9(4):e21394

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Deep Convolutional Neural Network–Based Computer-Aided Detection System for COVID-19 Using Multiple Lung Scans: Design and Implementation Study

Mustafa Ghaderzadeh, Farkhondeh Asadi, Ramezan Jafari, Davood Bashash, Hassan Abolghasemi, Mehrad Aria

J Med Internet Res 2021 (Apr 26); 23(4):e27468

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Machine Learning Models for Image-Based Diagnosis and Prognosis of COVID-19: Systematic Review

Mahdieh Montazeri, Roxana ZahediNasab, Ali Farahani, Hadis Mohseni, Fahimeh Ghasemian

JMIR Med Inform 2021 (Apr 23); 9(4):e25181

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Use of Endoscopic Images in the Prediction of Submucosal Invasion of Gastric Neoplasms: Automated Deep Learning Model Development and Usability Study

Chang Seok Bang, Hyun Lim, Hae Min Jeong, Sung Hyeon Hwang

J Med Internet Res 2021 (Apr 15); 23(4):e25167

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