JMIR Medical Informatics - Vol 9, No 8 (2021): August

Decision Support for Health Professionals

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Usage Patterns of Web-Based Stroke Calculators in Clinical Decision Support: Retrospective Analysis

Benjamin Kummer, Lubaina Shakir, Rachel Kwon, Joseph Habboushe, Nathalie Jetté

JMIR Med Inform 2021 (Aug 02); 9(8):e28266

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Machine Learning

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Foodborne Disease Risk Prediction Using Multigraph Structural Long Short-term Memory Networks: Algorithm Design and Validation Study

Yi Du, Hanxue Wang, Wenjuan Cui, Hengshu Zhu, Yunchang Guo, Fayaz Ali Dharejo, Yuanchun Zhou

JMIR Med Inform 2021 (Aug 02); 9(8):e29433

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A Deep Neural Network for Estimating Low-Density Lipoprotein Cholesterol From Electronic Health Records: Real-Time Routine Clinical Application

Sangwon Hwang, Chanwoo Gwon, Dong Min Seo, Jooyoung Cho, Jang-Young Kim, Young Uh

JMIR Med Inform 2021 (Aug 03); 9(8):e29331

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Ranking Rule-Based Automatic Explanations for Machine Learning Predictions on Asthma Hospital Encounters in Patients With Asthma: Retrospective Cohort Study

Xiaoyi Zhang, Gang Luo

JMIR Med Inform 2021 (Aug 11); 9(8):e28287

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Current-Visit and Next-Visit Prediction for Fatty Liver Disease With a Large-Scale Dataset: Model Development and Performance Comparison

Cheng-Tse Wu, Ta-Wei Chu, Jyh-Shing Roger Jang

JMIR Med Inform 2021 (Aug 12); 9(8):e26398

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Development and Validation of an Arterial Pressure-Based Cardiac Output Algorithm Using a Convolutional Neural Network: Retrospective Study Based on Prospective Registry Data

Hyun-Lim Yang, Chul-Woo Jung, Seong Mi Yang, Min-Soo Kim, Sungho Shim, Kook Hyun Lee, Hyung-Chul Lee

JMIR Med Inform 2021 (Aug 16); 9(8):e24762

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Using a Convolutional Neural Network to Predict Remission of Diabetes After Gastric Bypass Surgery: Machine Learning Study From the Scandinavian Obesity Surgery Register

Yang Cao, Ingmar Näslund, Erik Näslund, Johan Ottosson, Scott Montgomery, Erik Stenberg

JMIR Med Inform 2021 (Aug 19); 9(8):e25612

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Adoption and Change Management of eHealth Systems

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Using Electronic Medical Record Data for Research in a Healthcare Information and Management Systems Society (HIMSS) Analytics Electronic Medical Record Adoption Model (EMRAM) Stage 7 Hospital in Beijing: Cross-sectional Study

Rui Li, Yue Niu, Sarah Robbins Scott, Chu Zhou, Lan Lan, Zhigang Liang, Jia Li

JMIR Med Inform 2021 (Aug 03); 9(8):e24405

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Predicting Patients’ Intention to Use a Personal Health Record Using an Adapted Unified Theory of Acceptance and Use of Technology Model: Secondary Data Analysis

Consuela Cheriece Yousef, Teresa M Salgado, Ali Farooq, Keisha Burnett, Laura E McClelland, Abin Thomas, Ahmed O Alenazi, Laila Carolina Abu Esba, Aeshah AlAzmi, Abrar Fahad Alhameed, Ahmed Hattan, Sumaya Elgadi, Saleh Almekhloof, Mohammed A AlShammary, Nazzal Abdullah Alanezi, Hani Solaiman Alhamdan, Sahal Khoshhal, Jonathan P DeShazo

JMIR Med Inform 2021 (Aug 17); 9(8):e30214

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Electronic Health Records

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Quality of Hospital Electronic Health Record (EHR) Data Based on the International Consortium for Health Outcomes Measurement (ICHOM) in Heart Failure: Pilot Data Quality Assessment Study

Hannelore Aerts, Dipak Kalra, Carlos Sáez, Juan Manuel Ramírez-Anguita, Miguel-Angel Mayer, Juan M Garcia-Gomez, Marta Durà-Hernández, Geert Thienpont, Pascal Coorevits

JMIR Med Inform 2021 (Aug 04); 9(8):e27842

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Communicating the Implementation of Open Notes to Health Care Professionals: Mixed Methods Study

Karin Jonnergård, Lena Petersson, Gudbjörg Erlingsdóttir

JMIR Med Inform 2021 (Aug 16); 9(8):e22391

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eHealth Infrastructures

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A Worker-Centered Personal Health Record App for Workplace Health Promotion Using National Health Care Data Sets: Design and Development Study

Hyun Sang Park, Kwang Il Kim, Ho-Young Chung, Sungmoon Jeong, Jae Young Soh, Young Ho Hyun, Hwa Sun Kim

JMIR Med Inform 2021 (Aug 04); 9(8):e29184

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Theme Issue 2021: Health Natural Language Processing and Applications

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Improving Human Happiness Analysis Based on Transfer Learning: Algorithm Development and Validation

Lele Yu, Shaowu Zhang, Yijia Zhang, Hongfei Lin

JMIR Med Inform 2021 (Aug 06); 9(8):e28292

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Matching Biomedical Ontologies: Construction of Matching Clues and Systematic Evaluation of Different Combinations of Matchers

Peng Wang, Yunyan Hu, Shaochen Bai, Shiyi Zou

JMIR Med Inform 2021 (Aug 19); 9(8):e28212

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Discretionary Corrigenda

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Correction: Predicting Antituberculosis Drug–Induced Liver Injury Using an Interpretable Machine Learning Method: Model Development and Validation Study

Tao Zhong, Zian Zhuang, Xiaoli Dong, Ka Hing Wong, Wing Tak Wong, Jian Wang, Daihai He, Shengyuan Liu

JMIR Med Inform 2021 (Aug 13); 9(8):e32415

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Clinical Communication, Electronic Consultation and Telehealth

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Team Dynamics in Hospital Workflows: An Exploratory Study of a Smartphone Task Manager

Danula Hettiachchi, Lachie Hayes, Jorge Goncalves, Vassilis Kostakos

JMIR Med Inform 2021 (Aug 16); 9(8):e28245

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Advanced Data Analytics in eHealth

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Gender Prediction for a Multiethnic Population via Deep Learning Across Different Retinal Fundus Photograph Fields: Retrospective Cross-sectional Study

Bjorn Kaijun Betzler, Henrik Hee Seung Yang, Sahil Thakur, Marco Yu, Ten Cheer Quek, Zhi Da Soh, Geunyoung Lee, Yih-Chung Tham, Tien Yin Wong, Tyler Hyungtaek Rim, Ching-Yu Cheng

JMIR Med Inform 2021 (Aug 17); 9(8):e25165

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Corrigenda and Addenda

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Correction: The Fast Health Interoperability Resources (FHIR) Standard: Systematic Literature Review of Implementations, Applications, Challenges and Opportunities

Muhammad Ayaz, Muhammad F Pasha, Mohammed Y Alzahrani, Rahmat Budiarto, Deris Stiawan

JMIR Med Inform 2021 (Aug 17); 9(8):e32869

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Viewpoints on and Experiences with Digital Technologies in Health

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Potential Uses of Blockchain Technology for Outcomes Research on Opioids

Aldren Gonzales, Scott R Smith, Prashila Dullabh, Lauren Hovey, Krysta Heaney-Huls, Meagan Robichaud, Roger Boodoo

JMIR Med Inform 2021 (Aug 27); 9(8):e16293

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Ontologies, Classifications, and Coding

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