Data Science

Patient Triage by Topic Modeling of Referral Letters: Feasibility Study

Irena Spasic, Kate Button

JMIR Med Inform 2020 (Nov 06); 8(11):e21252

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Institution-Specific Machine Learning Models for Prehospital Assessment to Predict Hospital Admission: Prediction Model Development Study

Toru Shirakawa, Tomohiro Sonoo, Kentaro Ogura, Ryo Fujimori, Konan Hara, Tadahiro Goto, Hideki Hashimoto, Yuji Takahashi, Hiromu Naraba, Kensuke Nakamura

JMIR Med Inform 2020 (Oct 27); 8(10):e20324

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Application of Big Data Technology for COVID-19 Prevention and Control in China: Lessons and Recommendations

Jun Wu, Jian Wang, Stephen Nicholas, Elizabeth Maitland, Qiuyan Fan

J Med Internet Res 2020 (Oct 09); 22(10):e21980

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Integrating Genomics and Clinical Data for Statistical Analysis by Using GEnome MINIng (GEMINI) and Fast Healthcare Interoperability Resources (FHIR): System Design and Implementation

Julian Gruendner, Nicolas Wolf, Lars Tögel, Florian Haller, Hans-Ulrich Prokosch, Jan Christoph

J Med Internet Res 2020 (Oct 07); 22(10):e19879

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Using Machine Learning and Smartphone and Smartwatch Data to Detect Emotional States and Transitions: Exploratory Study

Madeena Sultana, Majed Al-Jefri, Joon Lee

JMIR Mhealth Uhealth 2020 (Sep 29); 8(9):e17818

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Secure Record Linkage of Large Health Data Sets: Evaluation of a Hybrid Cloud Model

Adrian Paul Brown, Sean M Randall

JMIR Med Inform 2020 (Sep 23); 8(9):e18920

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Information Disclosure During the COVID-19 Epidemic in China: City-Level Observational Study

Guangyu Hu, Peiyi Li, Changzheng Yuan, Chenglin Tao, Hai Wen, Qiannan Liu, Wuqi Qiu

J Med Internet Res 2020 (Aug 27); 22(8):e19572

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Bringing Code to Data: Do Not Forget Governance

Christine Suver, Adrian Thorogood, Megan Doerr, John Wilbanks, Bartha Knoppers

J Med Internet Res 2020 (Jul 28); 22(7):e18087

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Information Loss in Harmonizing Granular Race and Ethnicity Data: Descriptive Study of Standards

Karen Wang, Holly Grossetta Nardini, Lori Post, Todd Edwards, Marcella Nunez-Smith, Cynthia Brandt

J Med Internet Res 2020 (Jul 20); 22(7):e14591

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Accurate Prediction of Coronary Heart Disease for Patients With Hypertension From Electronic Health Records With Big Data and Machine-Learning Methods: Model Development and Performance Evaluation

Zhenzhen Du, Yujie Yang, Jing Zheng, Qi Li, Denan Lin, Ye Li, Jianping Fan, Wen Cheng, Xie-Hui Chen, Yunpeng Cai

JMIR Med Inform 2020 (Jul 06); 8(7):e17257

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A Snapshot of SARS-CoV-2 Genome Availability up to April 2020 and its Implications: Data Analysis

Carla Mavian, Simone Marini, Mattia Prosperi, Marco Salemi

JMIR Public Health Surveill 2020 (Jun 01); 6(2):e19170

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Tracking Social Media Discourse About the COVID-19 Pandemic: Development of a Public Coronavirus Twitter Data Set

Emily Chen, Kristina Lerman, Emilio Ferrara

JMIR Public Health Surveill 2020 (May 29); 6(2):e19273

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Predicting COVID-19 Incidence Through Analysis of Google Trends Data in Iran: Data Mining and Deep Learning Pilot Study

Seyed Mohammad Ayyoubzadeh, Seyed Mehdi Ayyoubzadeh, Hoda Zahedi, Mahnaz Ahmadi, Sharareh R Niakan Kalhori

JMIR Public Health Surveill 2020 (Apr 14); 6(2):e18828

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The Value of Data: Applying a Public Value Model to the English National Health Service

James Wilson, Daniel Herron, Parashkev Nachev, Nick McNally, Bryan Williams, Geraint Rees

J Med Internet Res 2020 (Mar 27); 22(3):e15816

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Insurance Customers’ Expectations for Sharing Health Data: Qualitative Survey Study

Casandra Grundstrom, Olli Korhonen, Karin Väyrynen, Minna Isomursu

JMIR Med Inform 2020 (Mar 26); 8(3):e16102

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Optimizing Antihypertensive Medication Classification in Electronic Health Record-Based Data: Classification System Development and Methodological Comparison

Caitrin W McDonough, Steven M Smith, Rhonda M Cooper-DeHoff, William R Hogan

JMIR Med Inform 2020 (Feb 27); 8(2):e14777

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Explanatory Model of Dry Eye Disease Using Health and Nutrition Examinations: Machine Learning and Network-Based Factor Analysis From a National Survey

Sang Min Nam, Thomas A Peterson, Atul J Butte, Kyoung Yul Seo, Hyun Wook Han

JMIR Med Inform 2020 (Feb 20); 8(2):e16153

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Evaluation of Privacy Risks of Patients’ Data in China: Case Study

Mengchun Gong, Shuang Wang, Lezi Wang, Chao Liu, Jianyang Wang, Qiang Guo, Hao Zheng, Kang Xie, Chenghong Wang, Zhouguang Hui

JMIR Med Inform 2020 (Feb 05); 8(2):e13046

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Systematic Evaluation of Research Progress on Natural Language Processing in Medicine Over the Past 20 Years: Bibliometric Study on PubMed

Jing Wang, Huan Deng, Bangtao Liu, Anbin Hu, Jun Liang, Lingye Fan, Xu Zheng, Tong Wang, Jianbo Lei

J Med Internet Res 2020 (Jan 23); 22(1):e16816

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