JMIR Medical Informatics - Vol 9, No 5 (2021): May

Corrigenda and Addenda

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Correction: Extracting Family History Information From Electronic Health Records: Natural Language Processing Analysis

Maciej Rybinski, Xiang Dai, Sonit Singh, Sarvnaz Karimi, Anthony Nguyen

JMIR Med Inform 2021 (May 03); 9(5):e30153

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Correction: A Patient Journey Map to Improve the Home Isolation Experience of Persons With Mild COVID-19: Design Research for Service Touchpoints of Artificial Intelligence in eHealth

Qian He, Fei Du, Lianne W L Simonse

JMIR Med Inform 2021 (May 04); 9(5):e29794

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Natural Language Processing

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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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Extracting Drug Names and Associated Attributes From Discharge Summaries: Text Mining Study

Ghada Alfattni, Maksim Belousov, Niels Peek, Goran Nenadic

JMIR Med Inform 2021 (May 05); 9(5):e24678

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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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Machine Learning

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Predicting Intensive Care Unit Length of Stay and Mortality Using Patient Vital Signs: Machine Learning Model Development and Validation

Khalid Alghatani, Nariman Ammar, Abdelmounaam Rezgui, Arash Shaban-Nejad

JMIR Med Inform 2021 (May 05); 9(5):e21347

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Automated Generation of Personalized Shock Wave Lithotripsy Protocols: Treatment Planning Using Deep Learning

Zhipeng Chen, Daniel D Zeng, Ryan G N Seltzer, Blake D Hamilton

JMIR Med Inform 2021 (May 11); 9(5):e24721

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Deciphering the Efficacy and Mechanisms of Chinese Herbal Medicine for Diabetic Kidney Disease by Integrating Web-Based Biochemical Databases and Real-World Clinical Data: Retrospective Cohort Study

Chien-Wei Wu, Hsing-Yu Chen, Ching-Wei Yang, Yu-Chun Chen

JMIR Med Inform 2021 (May 11); 9(5):e27614

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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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Predicting Prolonged Length of Hospital Stay for Peritoneal Dialysis–Treated Patients Using Stacked Generalization: Model Development and Validation Study

Guilan Kong, Jingyi Wu, Hong Chu, Chao Yang, Yu Lin, Ke Lin, Ying Shi, Haibo Wang, Luxia Zhang

JMIR Med Inform 2021 (May 19); 9(5):e17886

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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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Improving Current Glycated Hemoglobin Prediction in Adults: Use of Machine Learning Algorithms With Electronic Health Records

Zakhriya Alhassan, Matthew Watson, David Budgen, Riyad Alshammari, Ali Alessa, Noura Al Moubayed

JMIR Med Inform 2021 (May 24); 9(5):e25237

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Theme Issue 2021: Health Natural Language Processing and Applications

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Use of Machine Learning Algorithms to Predict the Understandability of Health Education Materials: Development and Evaluation Study

Meng Ji, Yanmeng Liu, Mengdan Zhao, Ziqing Lyu, Boren Zhang, Xin Luo, Yanlin Li, Yin Zhong

JMIR Med Inform 2021 (May 06); 9(5):e28413

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Tools, Programs and Algorithms

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Anomaly Detection Algorithm for Real-World Data and Evidence in Clinical Research: Implementation, Evaluation, and Validation Study

Vendula Churová, Roman Vyškovský, Kateřina Maršálová, David Kudláček, Daniel Schwarz

JMIR Med Inform 2021 (May 07); 9(5):e27172

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Decision Support for Health Professionals

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Combining External Medical Knowledge for Improving Obstetric Intelligent Diagnosis: Model Development and Validation

Kunli Zhang, Linkun Cai, Yu Song, Tao Liu, Yueshu Zhao

JMIR Med Inform 2021 (May 10); 9(5):e25304

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Secondary Use of Clinical Data for Research and Surveillance

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Transforming a Patient Registry Into a Customized Data Set for the Advanced Statistical Analysis of Health Risk Factors and for Medication-Related Hospitalization Research: Retrospective Hospital Patient Registry Study

Zhivko Taushanov, Henk Verloo, Boris Wernli, Saviana Di Giovanni, Armin von Gunten, Filipa Pereira

JMIR Med Inform 2021 (May 11); 9(5):e24205

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Theme Issue 2020: Medical Artificial Intelligence Applications in China

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Application of Intelligent Computer-Assisted Taylor 3D External Fixation in the Treatment of Tibiofibular Fracture: Retrospective Case Study

Hongfeng Sheng, Weixing Xu, Bin Xu, Hongpu Song, Di Lu, Weiguo Ding, Henry Mildredl

JMIR Med Inform 2021 (May 14); 9(5):e21455

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Clinical Communication, Electronic Consultation and Telehealth

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Pathway-Driven Coordinated Telehealth System for Management of Patients With Single or Multiple Chronic Diseases in China: System Development and Retrospective Study

Zheyu Wang, Jiye An, Hui Lin, Jiaqiang Zhou, Fang Liu, Juan Chen, Huilong Duan, Ning Deng

JMIR Med Inform 2021 (May 17); 9(5):e27228

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Telemedicine for Follow-up Management of Patients After Liver Transplantation: Cohort Study

Min Tian, Bo Wang, Zhao Xue, Dinghui Dong, Xuemin Liu, Rongqian Wu, Liang Yu, Junxi Xiang, Xiaogang Zhang, Xufeng Zhang, Yi Lv

JMIR Med Inform 2021 (May 17); 9(5):e27175

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Imaging Informatics

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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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