JMIR Medical Informatics - Vol 9, No 7 (2021): July

Machine Learning

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Relation Classification for Bleeding Events From Electronic Health Records Using Deep Learning Systems: An Empirical Study

Avijit Mitra, Bhanu Pratap Singh Rawat, David D McManus, Hong Yu

JMIR Med Inform 2021 (Jul 02); 9(7):e27527

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Machine Learning Methods for the Diagnosis of Chronic Obstructive Pulmonary Disease in Healthy Subjects: Retrospective Observational Cohort Study

Shigeo Muro, Masato Ishida, Yoshiharu Horie, Wataru Takeuchi, Shunki Nakagawa, Hideyuki Ban, Tohru Nakagawa, Tetsuhisa Kitamura

JMIR Med Inform 2021 (Jul 06); 9(7):e24796

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Ambulatory Risk Models for the Long-Term Prevention of Sepsis: Retrospective Study

Jewel Y Lee, Sevda Molani, Chen Fang, Kathleen Jade, D Shane O'Mahony, Sergey A Kornilov, Lindsay T Mico, Jennifer J Hadlock

JMIR Med Inform 2021 (Jul 08); 9(7):e29986

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Digital Medical Device Companion (MyIUS) for New Users of Intrauterine Systems: App Development Study

Toeresin Karakoyun, Hans-Peter Podhaisky, Ann-Kathrin Frenz, Gabriele Schuhmann-Giampieri, Thais Ushikusa, Daniel Schröder, Michal Zvolanek, Agnaldo Lopes Da Silva Filho

JMIR Med Inform 2021 (Jul 13); 9(7):e24633

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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 (Jul 20); 9(7):e29226

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Predicting Writing Styles of Web-Based Materials for Children’s Health Education Using the Selection of Semantic Features: Machine Learning Approach

Wenxiu Xie, Meng Ji, Yanmeng Liu, Tianyong Hao, Chi-Yin Chow

JMIR Med Inform 2021 (Jul 22); 9(7):e30115

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Secondary Use of Clinical Data for Research and Surveillance

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Preferences of the Public for Sharing Health Data: Discrete Choice Experiment

Jennifer Viberg Johansson, Heidi Beate Bentzen, Nisha Shah, Eik Haraldsdóttir, Guðbjörg Andrea Jónsdóttir, Jane Kaye, Deborah Mascalzoni, Jorien Veldwijk

JMIR Med Inform 2021 (Jul 05); 9(7):e29614

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Adoption and Change Management of eHealth Systems

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Measuring the Interactions Between Health Demand, Informatics Supply, and Technological Applications in Digital Medical Innovation for China: Content Mapping and Analysis

Jian Du, Ting Chen, Luxia Zhang

JMIR Med Inform 2021 (Jul 06); 9(7):e26393

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Electronic Health Records

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The Association Between Using a Mobile Version of an Electronic Health Record and the Well-Being of Nurses: Cross-sectional Survey Study

Tarja Heponiemi, Anu-Marja Kaihlanen, Kia Gluschkoff, Kaija Saranto, Sari Nissinen, Elina Laukka, Tuulikki Vehko

JMIR Med Inform 2021 (Jul 06); 9(7):e28729

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Theme Issue 2021: Health Natural Language Processing and Applications

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Multifeature Fusion Attention Network for Suicide Risk Assessment Based on Social Media: Algorithm Development and Validation

Jiacheng Li, Shaowu Zhang, Yijia Zhang, Hongfei Lin, Jian Wang

JMIR Med Inform 2021 (Jul 09); 9(7):e28227

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Depression Detection on Reddit With an Emotion-Based Attention Network: Algorithm Development and Validation

Lu Ren, Hongfei Lin, Bo Xu, Shaowu Zhang, Liang Yang, Shichang Sun

JMIR Med Inform 2021 (Jul 16); 9(7):e28754

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Automatic Extraction of Lung Cancer Staging Information From Computed Tomography Reports: Deep Learning Approach

Danqing Hu, Huanyao Zhang, Shaolei Li, Yuhong Wang, Nan Wu, Xudong Lu

JMIR Med Inform 2021 (Jul 21); 9(7):e27955

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Head and Tail Entity Fusion Model in Medical Knowledge Graph Construction: Case Study for Pituitary Adenoma

An Fang, Pei Lou, Jiahui Hu, Wanqing Zhao, Ming Feng, Huiling Ren, Xianlai Chen

JMIR Med Inform 2021 (Jul 22); 9(7):e28218

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Quality Improvement

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Frequency of Participation in External Quality Assessment Programs Focused on Rare Diseases: Belgian Guidelines for Human Genetics Centers

Joséphine Lantoine, Anne Brysse, Vinciane Dideberg, Kathleen Claes, Sofie Symoens, Wim Coucke, Valérie Benoit, Sonia Rombout, Martine De Rycke, Sara Seneca, Lut Van Laer, Wim Wuyts, Anniek Corveleyn, Kris Van Den Bogaert, Catherine Rydlewski, Françoise Wilkin, Marie Ravoet, Elodie Fastré, Arnaud Capron, Nathalie Monique Vandevelde

JMIR Med Inform 2021 (Jul 12); 9(7):e27980

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Decision Support for Health Professionals

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A Tool for Evaluating Medication Alerting Systems: Development and Initial Assessment

Wu Yi Zheng, Bethany Van Dort, Romaric Marcilly, Richard Day, Rosemary Burke, Sepehr Shakib, Young Ku, Hannah Reid-Anderson, Melissa Baysari

JMIR Med Inform 2021 (Jul 16); 9(7):e24022

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Reviews in Medical Informatics

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Effect of Interventions With a Clinical Decision Support System for Hospitalized Older Patients: Systematic Review Mapping Implementation and Design Factors

Birgit A Damoiseaux-Volman, Nathalie van der Velde, Sil G Ruige, Johannes A Romijn, Ameen Abu-Hanna, Stephanie Medlock

JMIR Med Inform 2021 (Jul 16); 9(7):e28023

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Big Data

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Social Media Insights During the COVID-19 Pandemic: Infodemiology Study Using Big Data

Huyen Thi Thanh Tran, Shih-Hao Lu, Ha Thi Thu Tran, Bien Van Nguyen

JMIR Med Inform 2021 (Jul 16); 9(7):e27116

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Viewpoints on and Experiences with Digital Technologies in Health

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Contact Tracing Apps: Lessons Learned on Privacy, Autonomy, and the Need for Detailed and Thoughtful Implementation

Katie Hogan, Briana Macedo, Venkata Macha, Arko Barman, Xiaoqian Jiang

JMIR Med Inform 2021 (Jul 19); 9(7):e27449

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Ontologies, Classifications, and Coding

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A Biomedical Knowledge Graph System to Propose Mechanistic Hypotheses for Real-World Environmental Health Observations: Cohort Study and Informatics Application

Karamarie Fecho, Chris Bizon, Frederick Miller, Shepherd Schurman, Charles Schmitt, William Xue, Kenneth Morton, Patrick Wang, Alexander Tropsha

JMIR Med Inform 2021 (Jul 20); 9(7):e26714

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Tools, Programs and Algorithms

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