Imaging Informatics

Performance of Artificial Intelligence Imaging Models in Detecting Dermatological Manifestations in Higher Fitzpatrick Skin Color Classifications

Pushkar Aggarwal

JMIR Dermatol 2021 (Oct 12); 4(2):e31697

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Smartphone-Based Artificial Intelligence–Assisted Prediction for Eyelid Measurements: Algorithm Development and Observational Validation Study

Hung-Chang Chen, Shin-Shi Tzeng, Yen-Chang Hsiao, Ruei-Feng Chen, Erh-Chien Hung, Oscar K Lee

JMIR Mhealth Uhealth 2021 (Oct 08); 9(10):e32444

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Use of Deep Learning to Predict Acute Kidney Injury After Intravenous Contrast Media Administration: Prediction Model Development Study

Donghwan Yun, Semin Cho, Yong C Kim, Dong K Kim, Kook-Hwan Oh, Kwon W Joo, Yon S Kim, Seung S Han

JMIR Med Inform 2021 (Oct 01); 9(10):e27177

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Radiation Oncologists’ Perceptions of Adopting an Artificial Intelligence–Assisted Contouring Technology: Model Development and Questionnaire Study

Huiwen Zhai, Xin Yang, Jiaolong Xue, Christopher Lavender, Tiantian Ye, Ji-Bin Li, Lanyang Xu, Li Lin, Weiwei Cao, Ying Sun

J Med Internet Res 2021 (Sep 30); 23(9):e27122

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A Fully Automated Analytic System for Measuring Endolymphatic Hydrops Ratios in Patients With Ménière Disease via Magnetic Resonance Imaging: Deep Learning Model Development Study

Chae Jung Park, Young Sang Cho, Myung Jin Chung, Yi-Kyung Kim, Hyung-Jin Kim, Kyunga Kim, Jae-Wook Ko, Won-Ho Chung, Baek Hwan Cho

J Med Internet Res 2021 (Sep 21); 23(9):e29678

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Accuracy of Using Generative Adversarial Networks for Glaucoma Detection: Systematic Review and Bibliometric Analysis

Ali Q Saeed, Siti Norul Huda Sheikh Abdullah, Jemaima Che-Hamzah, Ahmad Tarmizi Abdul Ghani

J Med Internet Res 2021 (Sep 21); 23(9):e27414

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The Classification of Six Common Skin Diseases Based on Xiangya-Derm: Development of a Chinese Database for Artificial Intelligence

Kai Huang, Zixi Jiang, Yixin Li, Zhe Wu, Xian Wu, Wu Zhu, Mingliang Chen, Yu Zhang, Ke Zuo, Yi Li, Nianzhou Yu, Siliang Liu, Xing Huang, Juan Su, Mingzhu Yin, Buyue Qian, Xianggui Wang, Xiang Chen, Shuang Zhao

J Med Internet Res 2021 (Sep 21); 23(9):e26025

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A 3D Hologram With Mixed Reality Techniques to Improve Understanding of Pulmonary Lesions Caused by COVID-19: Randomized Controlled Trial

Songxiang Liu, Mao Xie, Zhicai Zhang, Xinghuo Wu, Fei Gao, Lin Lu, Jiayao Zhang, Yi Xie, Fan Yang, Zhewei Ye

J Med Internet Res 2021 (Sep 10); 23(9):e24081

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Key Technology Considerations in Developing and Deploying Machine Learning Models in Clinical Radiology Practice

Viraj Kulkarni, Manish Gawali, Amit Kharat

JMIR Med Inform 2021 (Sep 09); 9(9):e28776

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Real-Time Respiratory Tumor Motion Prediction Based on a Temporal Convolutional Neural Network: Prediction Model Development Study

Panchun Chang, Jun Dang, Jianrong Dai, Wenzheng Sun

J Med Internet Res 2021 (Aug 27); 23(8):e27235

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Screening Diabetic Retinopathy Using an Automated Retinal Image Analysis System in Independent and Assistive Use Cases in Mexico: Randomized Controlled Trial

Alejandro Noriega, Daniela Meizner, Dalia Camacho, Jennifer Enciso, Hugo Quiroz-Mercado, Virgilio Morales-Canton, Abdullah Almaatouq, Alex Pentland

JMIR Form Res 2021 (Aug 26); 5(8):e25290

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Computer-Aided Diagnosis of Diminutive Colorectal Polyps in Endoscopic Images: Systematic Review and Meta-analysis of Diagnostic Test Accuracy

Chang Seok Bang, Jae Jun Lee, Gwang Ho Baik

J Med Internet Res 2021 (Aug 25); 23(8):e29682

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The Use and Effectiveness of an Online Diagnostic Support System for Blood Film Interpretation: Comparative Observational Study

Claire Hutchinson, Michelle Brereton, Julie Adams, Barbara De La Salle, Jon Sims, Keith Hyde, Richard Chasty, Rachel Brown, Karen Rees-Unwin, John Burthem

J Med Internet Res 2021 (Aug 09); 23(8):e20815

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Wound Image Quality From a Mobile Health Tool for Home-Based Chronic Wound Management With Real-Time Quality Feedback: Randomized Feasibility Study

Jia Zhang, Carina Mihai, Laura Tüshaus, Gaetano Scebba, Oliver Distler, Walter Karlen

JMIR Mhealth Uhealth 2021 (Jul 30); 9(7):e26149

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Effectiveness of a Cloud-Based Telepathology System in China: Large-Sample Observational Study

Xianying He, Linlin Wang, Li Wang, Jinghong Gao, Fangfang Cui, Qianqian Ma, Wenjie Zhang, Lin Wang, Yunkai Zhai, Jie Zhao

J Med Internet Res 2021 (Jul 29); 23(7):e23799

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Effects of Background Colors, Flashes, and Exposure Values on the Accuracy of a Smartphone-Based Pill Recognition System Using a Deep Convolutional Neural Network: Deep Learning and Experimental Approach

KyeongMin Cha, Hyun-Ki Woo, Dohyun Park, Dong Kyung Chang, Mira Kang

JMIR Med Inform 2021 (Jul 28); 9(7):e26000

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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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