JMIR Medical Informatics - Vol 9, No 10 (2021): October

Machine Learning

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Use of Deep Learning to Predict Acute Kidney Injury After Intravenous Contrast Media Administration: Prediction Model Development Study

Donghwan Yun, Semin Cho, Yong Chul Kim, Dong Ki Kim, Kook-Hwan Oh, Kwon Wook Joo, Yon Su Kim, Seung Seok Han

JMIR Med Inform 2021 (Oct 01); 9(10):e27177

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Predicting the Linguistic Accessibility of Chinese Health Translations: Machine Learning Algorithm Development

Meng Ji, Pierrette Bouillon

JMIR Med Inform 2021 (Oct 07); 9(10):e30588

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Predictability of Mortality in Patients With Myocardial Injury After Noncardiac Surgery Based on Perioperative Factors via Machine Learning: Retrospective Study

Seo Jeong Shin, Jungchan Park, Seung-Hwa Lee, Kwangmo Yang, Rae Woong Park

JMIR Med Inform 2021 (Oct 14); 9(10):e32771

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Ensemble Learning-Based Pulse Signal Recognition: Classification Model Development Study

Jianjun Yan, Xianglei Cai, Songye Chen, Rui Guo, Haixia Yan, Yiqin Wang

JMIR Med Inform 2021 (Oct 21); 9(10):e28039

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Adverse Drug Event Prediction Using Noisy Literature-Derived Knowledge Graphs: Algorithm Development and Validation

Soham Dasgupta, Aishwarya Jayagopal, Abel Lim Jun Hong, Ragunathan Mariappan, Vaibhav Rajan

JMIR Med Inform 2021 (Oct 25); 9(10):e32730

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Predicting the Easiness and Complexity of English Health Materials for International Tertiary Students With Linguistically Enhanced Machine Learning Algorithms: Development and Validation Study

Wenxiu Xie, Christine Ji, Tianyong Hao, Chi-Yin Chow

JMIR Med Inform 2021 (Oct 26); 9(10):e25110

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Ontologies, Classifications, and Coding

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Expressiveness of an International Semantic Standard for Wound Care: Mapping a Standardized Item Set for Leg Ulcers to the Systematized Nomenclature of Medicine–Clinical Terms

Jens Hüsers, Mareike Przysucha, Moritz Esdar, Swen Malte John, Ursula Hertha Hübner

JMIR Med Inform 2021 (Oct 06); 9(10):e31980

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Common Data Elements for Meaningful Stroke Documentation in Routine Care and Clinical Research: Retrospective Data Analysis

Sarah Berenspöhler, Jens Minnerup, Martin Dugas, Julian Varghese

JMIR Med Inform 2021 (Oct 12); 9(10):e27396

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Big Data

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Categorizing Vaccine Confidence With a Transformer-Based Machine Learning Model: Analysis of Nuances of Vaccine Sentiment in Twitter Discourse

Per E Kummervold, Sam Martin, Sara Dada, Eliz Kilich, Chermain Denny, Pauline Paterson, Heidi J Larson

JMIR Med Inform 2021 (Oct 08); 9(10):e29584

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Discretionary Corrigenda

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Correction: Evaluation of Three Feasibility Tools for Identifying Patient Data and Biospecimen Availability: Comparative Usability Study

Christina Schüttler, Hans-Ulrich Prokosch, Martin Sedlmayr, Brita Sedlmayr

JMIR Med Inform 2021 (Oct 08); 9(10):e33105

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Tools, Programs and Algorithms

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An Automated Line-of-Therapy Algorithm for Adults With Metastatic Non–Small Cell Lung Cancer: Validation Study Using Blinded Manual Chart Review

Weilin Meng, Kelly M Mosesso, Kathleen A Lane, Anna R Roberts, Ashley Griffith, Wanmei Ou, Paul R Dexter

JMIR Med Inform 2021 (Oct 12); 9(10):e29017

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Privacy-Preserving Anonymity for Periodical Releases of Spontaneous Adverse Drug Event Reporting Data: Algorithm Development and Validation

Jie-Teng Wang, Wen-Yang Lin

JMIR Med Inform 2021 (Oct 28); 9(10):e28752

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Electronic Health Records

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Building a Shared, Scalable, and Sustainable Source for the Problem-Oriented Medical Record: Developmental Study

Christophe Gaudet-Blavignac, Andrea Rudaz, Christian Lovis

JMIR Med Inform 2021 (Oct 13); 9(10):e29174

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A Patient-Screening Tool for Clinical Research Based on Electronic Health Records Using OpenEHR: Development Study

Mengyang Li, Hailing Cai, Shan Nan, Jialin Li, Xudong Lu, Huilong Duan

JMIR Med Inform 2021 (Oct 21); 9(10):e33192

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Reviews in Medical Informatics

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Data Anonymization for Pervasive Health Care: Systematic Literature Mapping Study

Zheming Zuo, Matthew Watson, David Budgen, Robert Hall, Chris Kennelly, Noura Al Moubayed

JMIR Med Inform 2021 (Oct 15); 9(10):e29871

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Theme Issue: Medical Informatics and COVID-19

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Harnessing the Electronic Health Record and Computerized Provider Order Entry Data for Resource Management During the COVID-19 Pandemic: Development of a Decision Tree

Hung S Luu, Laura M Filkins, Jason Y Park, Dinesh Rakheja, Jefferson Tweed, Christopher Menzies, Vincent J Wang, Vineeta Mittal, Christoph U Lehmann, Michael E Sebert

JMIR Med Inform 2021 (Oct 18); 9(10):e32303

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Research Infrastructures and Registries

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Verifying the Feasibility of Implementing Semantic Interoperability in Different Countries Based on the OpenEHR Approach: Comparative Study of Acute Coronary Syndrome Registries

Lingtong Min, Koray Atalag, Qi Tian, Yani Chen, Xudong Lu

JMIR Med Inform 2021 (Oct 19); 9(10):e31288

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Theme issue 2019: Health Natural Language Processing

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Health Natural Language Processing: Methodology Development and Applications