Imaging Informatics

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

Download Citation: END BibTex RIS

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

Download Citation: END BibTex RIS

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

Download Citation: END BibTex RIS

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

Download Citation: END BibTex RIS

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

Download Citation: END BibTex RIS

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

Download Citation: END BibTex RIS

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

Download Citation: END BibTex RIS

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

Download Citation: END BibTex RIS

Radiomic and Genomic Machine Learning Method Performance for Prostate Cancer Diagnosis: Systematic Literature Review

Rossana Castaldo, Carlo Cavaliere, Andrea Soricelli, Marco Salvatore, Leandro Pecchia, Monica Franzese

J Med Internet Res 2021 (Apr 01); 23(4):e22394

Download Citation: END BibTex RIS

Reducing the Impact of Confounding Factors on Skin Cancer Classification via Image Segmentation: Technical Model Study

Roman C Maron, Achim Hekler, Eva Krieghoff-Henning, Max Schmitt, Justin G Schlager, Jochen S Utikal, Titus J Brinker

J Med Internet Res 2021 (Mar 25); 23(3):e21695

Download Citation: END BibTex RIS

Realistic High-Resolution Body Computed Tomography Image Synthesis by Using Progressive Growing Generative Adversarial Network: Visual Turing Test

Ho Young Park, Hyun-Jin Bae, Gil-Sun Hong, Minjee Kim, JiHye Yun, Sungwon Park, Won Jung Chung, NamKug Kim

JMIR Med Inform 2021 (Mar 17); 9(3):e23328

Download Citation: END BibTex RIS

A Novel Convolutional Neural Network for the Diagnosis and Classification of Rosacea: Usability Study

Zhixiang Zhao, Che-Ming Wu, Shuping Zhang, Fanping He, Fangfen Liu, Ben Wang, Yingxue Huang, Wei Shi, Dan Jian, Hongfu Xie, Chao-Yuan Yeh, Ji Li

JMIR Med Inform 2021 (Mar 15); 9(3):e23415

Download Citation: END BibTex RIS

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

Download Citation: END BibTex RIS

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

Download Citation: END BibTex RIS

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

Download Citation: END BibTex RIS

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

Download Citation: END BibTex RIS

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

Download Citation: END BibTex RIS

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

Download Citation: END BibTex RIS

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

Download Citation: END BibTex RIS

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

Download Citation: END BibTex RIS