Imaging Informatics

mHealth App for Pressure Ulcer Wound Assessment in Patients With Spinal Cord Injury: Clinical Validation Study

Ariane Do Khac, Claire Jourdan, Sylvain Fazilleau, Claire Palayer, Isabelle Laffont, Arnaud Dupeyron, Stéphane Verdun, Anthony Gelis

JMIR Mhealth Uhealth 2021 (Feb 23); 9(2):e26443

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Digital Pathology During the COVID-19 Outbreak in Italy: Survey Study

Simone Giaretto, Salvatore Lorenzo Renne, Daoud Rahal, Paola Bossi, Piergiuseppe Colombo, Paola Spaggiari, Sofia Manara, Mauro Sollai, Barbara Fiamengo, Tatiana Brambilla, Bethania Fernandes, Stefania Rao, Abubaker Elamin, Marina Valeri, Camilla De Carlo, Vincenzo Belsito, Cesare Lancellotti, Miriam Cieri, Angelo Cagini, Luigi Terracciano, Massimo Roncalli, Luca Di Tommaso

J Med Internet Res 2021 (Feb 22); 23(2):e24266

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Automated Computer Vision Assessment of Hypomimia in Parkinson Disease: Proof-of-Principle Pilot Study

Avner Abrami, Steven Gunzler, Camilla Kilbane, Rachel Ostrand, Bryan Ho, Guillermo Cecchi

J Med Internet Res 2021 (Feb 22); 23(2):e21037

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Development and Validation of a Machine Learning Approach for Automated Severity Assessment of COVID-19 Based on Clinical and Imaging Data: Retrospective Study

Juan Carlos Quiroz, You-Zhen Feng, Zhong-Yuan Cheng, Dana Rezazadegan, Ping-Kang Chen, Qi-Ting Lin, Long Qian, Xiao-Fang Liu, Shlomo Berkovsky, Enrico Coiera, Lei Song, Xiaoming Qiu, Sidong Liu, Xiang-Ran Cai

JMIR Med Inform 2021 (Feb 11); 9(2):e24572

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Fast and Accurate Detection of COVID-19 Along With 14 Other Chest Pathologies Using a Multi-Level Classification: Algorithm Development and Validation Study

Saleh Albahli, Ghulam Nabi Ahmad Hassan Yar

J Med Internet Res 2021 (Feb 10); 23(2):e23693

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Identifying Myocardial Infarction Using Hierarchical Template Matching–Based Myocardial Strain: Algorithm Development and Usability Study

Jayendra Maganbhai Bhalodiya, Arnab Palit, Gerard Giblin, Manoj Kumar Tiwari, Sanjay K Prasad, Sunil K Bhudia, Theodoros N Arvanitis, Mark A Williams

JMIR Med Inform 2021 (Feb 10); 9(2):e22164

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Hidden Variables in Deep Learning Digital Pathology and Their Potential to Cause Batch Effects: Prediction Model Study

Max Schmitt, Roman Christoph Maron, Achim Hekler, Albrecht Stenzinger, Axel Hauschild, Michael Weichenthal, Markus Tiemann, Dieter Krahl, Heinz Kutzner, Jochen Sven Utikal, Sebastian Haferkamp, Jakob Nikolas Kather, Frederick Klauschen, Eva Krieghoff-Henning, Stefan Fröhling, Christof von Kalle, Titus Josef Brinker

J Med Internet Res 2021 (Feb 02); 23(2):e23436

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Deep Learning Models for Predicting Severe Progression in COVID-19-Infected Patients: Retrospective Study

Thao Thi Ho, Jongmin Park, Taewoo Kim, Byunggeon Park, Jaehee Lee, Jin Young Kim, Ki Beom Kim, Sooyoung Choi, Young Hwan Kim, Jae-Kwang Lim, Sanghun Choi

JMIR Med Inform 2021 (Jan 28); 9(1):e24973

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Deep Learning–Based Multimodal Data Fusion: Case Study in Food Intake Episodes Detection Using Wearable Sensors

Nooshin Bahador, Denzil Ferreira, Satu Tamminen, Jukka Kortelainen

JMIR Mhealth Uhealth 2021 (Jan 28); 9(1):e21926

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Utilization of Smartphone Depth Mapping Cameras for App-Based Grading of Facial Movement Disorders: Development and Feasibility Study

Johannes Taeger, Stefanie Bischoff, Rudolf Hagen, Kristen Rak

JMIR Mhealth Uhealth 2021 (Jan 26); 9(1):e19346

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De-Identification of Facial Features in Magnetic Resonance Images: Software Development Using Deep Learning Technology

Yeon Uk Jeong, Soyoung Yoo, Young-Hak Kim, Woo Hyun Shim

J Med Internet Res 2020 (Dec 10); 22(12):e22739

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A Novel Virtual Reality Medical Image Display System for Group Discussions of Congenital Heart Disease: Development and Usability Testing

Byeol Kim, Yue-Hin Loke, Paige Mass, Matthew R Irwin, Conrad Capeland, Laura Olivieri, Axel Krieger

JMIR Cardio 2020 (Dec 08); 4(1):e20633

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Comprehensive Computer-Aided Decision Support Framework to Diagnose Tuberculosis From Chest X-Ray Images: Data Mining Study

Muhammad Owais, Muhammad Arsalan, Tahir Mahmood, Yu Hwan Kim, Kang Ryoung Park

JMIR Med Inform 2020 (Dec 07); 8(12):e21790

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Influence of Scanner Precision and Analysis Software in Quantifying Three-Dimensional Intraoral Changes: Two-Factor Factorial Experimental Design

Saoirse O'Toole, David Bartlett, Andrew Keeling, John McBride, Eduardo Bernabe, Luuk Crins, Bas Loomans

J Med Internet Res 2020 (Nov 27); 22(11):e17150

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A Human-Algorithm Integration System for Hip Fracture Detection on Plain Radiography: System Development and Validation Study

Chi-Tung Cheng, Chih-Chi Chen, Fu-Jen Cheng, Huan-Wu Chen, Yi-Siang Su, Chun-Nan Yeh, I-Fang Chung, Chien-Hung Liao

JMIR Med Inform 2020 (Nov 27); 8(11):e19416

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Deep Learning–Based Detection of Early Renal Function Impairment Using Retinal Fundus Images: Model Development and Validation

Eugene Yu-Chuan Kang, Yi-Ting Hsieh, Chien-Hung Li, Yi-Jin Huang, Chang-Fu Kuo, Je-Ho Kang, Kuan-Jen Chen, Chi-Chun Lai, Wei-Chi Wu, Yih-Shiou Hwang

JMIR Med Inform 2020 (Nov 26); 8(11):e23472

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Automated Diagnosis of Various Gastrointestinal Lesions Using a Deep Learning–Based Classification and Retrieval Framework With a Large Endoscopic Database: Model Development and Validation

Muhammad Owais, Muhammad Arsalan, Tahir Mahmood, Jin Kyu Kang, Kang Ryoung Park

J Med Internet Res 2020 (Nov 26); 22(11):e18563

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Web- and Artificial Intelligence–Based Image Recognition For Sperm Motility Analysis: Verification Study

Vincent FS Tsai, Bin Zhuang, Yuan-Hung Pong, Ju-Ton Hsieh, Hong-Chiang Chang

JMIR Med Inform 2020 (Nov 19); 8(11):e20031

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Prediction of COVID-19 Severity Using Chest Computed Tomography and Laboratory Measurements: Evaluation Using a Machine Learning Approach

Daowei Li, Qiang Zhang, Yue Tan, Xinghuo Feng, Yuanyi Yue, Yuhan Bai, Jimeng Li, Jiahang Li, Youjun Xu, Shiyu Chen, Si-Yu Xiao, Muyan Sun, Xiaona Li, Fang Zhu

JMIR Med Inform 2020 (Nov 17); 8(11):e21604

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Deep Learning Methodology for Differentiating Glioma Recurrence From Radiation Necrosis Using Multimodal Magnetic Resonance Imaging: Algorithm Development and Validation

Yang Gao, Xiong Xiao, Bangcheng Han, Guilin Li, Xiaolin Ning, Defeng Wang, Weidong Cai, Ron Kikinis, Shlomo Berkovsky, Antonio Di Ieva, Liwei Zhang, Nan Ji, Sidong Liu

JMIR Med Inform 2020 (Nov 17); 8(11):e19805

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