Big Data

Building a Semantic Health Data Warehouse in the Context of Clinical Trials: Development and Usability Study

Romain Lelong, Lina F Soualmia, Julien Grosjean, Mehdi Taalba, Stéfan J Darmoni

JMIR Med Inform 2019 (Dec 20); 7(4):e13917

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Unlocking the Power of Artificial Intelligence and Big Data in Medicine

Christian Lovis

J Med Internet Res 2019 (Nov 08); 21(11):e16607

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Developing a Standardization Algorithm for Categorical Laboratory Tests for Clinical Big Data Research: Retrospective Study

Mina Kim, Soo-Yong Shin, Mira Kang, Byoung-Kee Yi, Dong Kyung Chang

JMIR Med Inform 2019 (Aug 29); 7(3):e14083

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Why Do Data Users Say Health Care Data Are Difficult to Use? A Cross-Sectional Survey Study

Ho Heon Kim, Bora Kim, Segyeong Joo, Soo-Yong Shin, Hyo Soung Cha, Yu Rang Park

J Med Internet Res 2019 (Aug 06); 21(8):e14126

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Deep Learning Intervention for Health Care Challenges: Some Biomedical Domain Considerations

Igbe Tobore, Jingzhen Li, Liu Yuhang, Yousef Al-Handarish, Abhishek Kandwal, Zedong Nie, Lei Wang

JMIR Mhealth Uhealth 2019 (Aug 02); 7(8):e11966

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Identifying Behavioral Phenotypes of Loneliness and Social Isolation with Passive Sensing: Statistical Analysis, Data Mining and Machine Learning of Smartphone and Fitbit Data

Afsaneh Doryab, Daniella K Villalba, Prerna Chikersal, Janine M Dutcher, Michael Tumminia, Xinwen Liu, Sheldon Cohen, Kasey Creswell, Jennifer Mankoff, John D Creswell, Anind K Dey

JMIR Mhealth Uhealth 2019 (Jul 24); 7(7):e13209

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Mining of Textual Health Information from Reddit: Analysis of Chronic Diseases With Extracted Entities and Their Relations

Vasiliki Foufi, Tatsawan Timakum, Christophe Gaudet-Blavignac, Christian Lovis, Min Song

J Med Internet Res 2019 (Jun 13); 21(6):e12876

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Accelerating Health Data Sharing: A Solution Based on the Internet of Things and Distributed Ledger Technologies

Xiaochen Zheng, Shengjing Sun, Raghava Rao Mukkamala, Ravi Vatrapu, Joaquín Ordieres-Meré

J Med Internet Res 2019 (Jun 06); 21(6):e13583

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Use of Big Data and Machine Learning Methods in the Monitoring and Evaluation of Digital Health Programs in India: An Exploratory Protocol

Diwakar Mohan, Jean Juste Harrisson Bashingwa, Pierre Dane, Sara Chamberlain, Nicki Tiffin, Amnesty Lefevre

JMIR Res Protoc 2019 (May 24); 8(5):e11456

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Privacy-Preserving Analysis of Distributed Biomedical Data: Designing Efficient and Secure Multiparty Computations Using Distributed Statistical Learning Theory

Fida K Dankar, Nisha Madathil, Samar K Dankar, Sabri Boughorbel

JMIR Med Inform 2019 (Apr 29); 7(2):e12702

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Health Care and Precision Medicine Research: Analysis of a Scalable Data Science Platform

Jacob McPadden, Thomas JS Durant, Dustin R Bunch, Andreas Coppi, Nathaniel Price, Kris Rodgerson, Charles J Torre Jr, William Byron, Allen L Hsiao, Harlan M Krumholz, Wade L Schulz

J Med Internet Res 2019 (Apr 09); 21(4):e13043

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Medication Use for Childhood Pneumonia at a Children’s Hospital in Shanghai, China: Analysis of Pattern Mining Algorithms

Chunlei Tang, Huajun Sun, Yun Xiong, Jiahong Yang, Christopher Vitale, Lu Ruan, Angela Ai, Guangjun Yu, Jing Ma, David Bates

JMIR Med Inform 2019 (Mar 22); 7(1):e12577

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A Human(e) Factor in Clinical Decision Support Systems

Tim Bezemer, Mark C H de Groot, Enja Blasse, Maarten J ten Berg, Teus H Kappen, Annelien L Bredenoord, Wouter W van Solinge, Imo E Hoefer, Saskia Haitjema

J Med Internet Res 2019 (Mar 19); 21(3):e11732

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Application of Efficient Data Cleaning Using Text Clustering for Semistructured Medical Reports to Large-Scale Stool Examination Reports: Methodology Study

Hyunki Woo, Kyunga Kim, KyeongMin Cha, Jin-Young Lee, Hansong Mun, Soo Jin Cho, Ji In Chung, Jeung Hui Pyo, Kun-Chul Lee, Mira Kang

J Med Internet Res 2019 (Jan 08); 21(1):e10013

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