Data Science

Federated Machine Learning, Privacy-Enhancing Technologies, and Data Protection Laws in Medical Research: Scoping Review

Alissa Brauneck , Louisa Schmalhorst , Mohammad Mahdi Kazemi Majdabadi , Mohammad Bakhtiari , Uwe Völker , Jan Baumbach , Linda Baumbach , Gabriele Buchholtz

J Med Internet Res 2023;25:e41588

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mHealth Systems Need a Privacy-by-Design Approach: Commentary on “Federated Machine Learning, Privacy-Enhancing Technologies, and Data Protection Laws in Medical Research: Scoping Review”

Ambuj Tewari

J Med Internet Res 2023;25:e46700

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Examining Homophily, Language Coordination, and Analytical Thinking in Web-Based Conversations About Vaccines on Reddit: Study Using Deep Neural Network Language Models and Computer-Assisted Conversational Analyses

Yue Li , William Gee , Kun Jin , Robert Bond

J Med Internet Res 2023;25:e41882

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Automating Quality Assessment of Medical Evidence in Systematic Reviews: Model Development and Validation Study

Simon Šuster , Timothy Baldwin , Jey Han Lau , Antonio Jimeno Yepes , David Martinez Iraola , Yulia Otmakhova , Karin Verspoor

J Med Internet Res 2023;25:e35568

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A Data Transformation Methodology to Create Findable, Accessible, Interoperable, and Reusable Health Data: Software Design, Development, and Evaluation Study

A Anil Sinaci , Mert Gencturk , Huseyin Alper Teoman , Gokce Banu Laleci Erturkmen , Celia Alvarez-Romero , Alicia Martinez-Garcia , Beatriz Poblador-Plou , Jonás Carmona-Pírez , Matthias Löbe , Carlos Luis Parra-Calderon

J Med Internet Res 2023;25:e42822

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Supervised Relation Extraction Between Suicide-Related Entities and Drugs: Development and Usability Study of an Annotated PubMed Corpus

Karina Karapetian , Soo Min Jeon , Jin-Won Kwon , Young-Kyoon Suh

J Med Internet Res 2023;25:e41100

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Safety Concerns in Mobility-Assistive Products for Older Adults: Content Analysis of Online Reviews

Namrata Mali , Felipe Restrepo , Alan Abrahams , Laura Sands , David M Goldberg , Richard Gruss , Nohel Zaman , Wendy Shields , Elise Omaki , Johnathon Ehsani , Peter Ractham , Laddawan Kaewkitipong

J Med Internet Res 2023;25:e42231

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A Machine Learning Approach to Support Urgent Stroke Triage Using Administrative Data and Social Determinants of Health at Hospital Presentation: Retrospective Study

Min Chen , Xuan Tan , Rema Padman

J Med Internet Res 2023;25:e36477

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Artificial Intelligence and Precision Health Through Lenses of Ethics and Social Determinants of Health: Protocol for a State-of-the-Art Literature Review

Sarah Wamala-Andersson , Matt X Richardson , Sara Landerdahl Stridsberg , Jillian Ryan , Felix Sukums , Yong-Shian Goh

JMIR Res Protoc 2023;12:e40565

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Dealing With Missing, Imbalanced, and Sparse Features During the Development of a Prediction Model for Sudden Death Using Emergency Medicine Data: Machine Learning Approach

Xiaojie Chen , Han Chen , Shan Nan , Xiangtian Kong , Huilong Duan , Haiyan Zhu

JMIR Med Inform 2023;11:e38590

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An Exploratory Study of Medical Journal’s Twitter Use: Metadata, Networks, and Content Analyses

Donghun Kim , Woojin Jung , Ting Jiang , Yongjun Zhu

J Med Internet Res 2023;25:e43521

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