Data Science

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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Crowdsourced Perceptions of Human Behavior to Improve Computational Forecasts of US National Incident Cases of COVID-19: Survey Study

David Braun, Daniel Ingram, David Ingram, Bilal Khan, Jessecae Marsh, Thomas McAndrew

JMIR Public Health Surveill 2022 (Dec 30); 8(12):e39336

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Clinical Source Data Production and Quality Control in Real-world Studies: Proposal for Development of the eSource Record System

Bin Wang, Junkai Lai, Feifei Jin, Xiwen Liao, Huan Zhu, Chen Yao

JMIR Res Protoc 2022 (Dec 23); 11(12):e42754

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Identifying Patterns of Clinical Interest in Clinicians’ Treatment Preferences: Hypothesis-free Data Science Approach to Prioritizing Prescribing Outliers for Clinical Review

Brian MacKenna, Helen J Curtis, Lisa E M Hopcroft, Alex J Walker, Richard Croker, Orla Macdonald, Stephen J W Evans, Peter Inglesby, David Evans, Jessica Morley, Sebastian C J Bacon, Ben Goldacre

JMIR Med Inform 2022 (Dec 20); 10(12):e41200

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State-of-the-Art Evidence Retriever for Precision Medicine: Algorithm Development and Validation

Qiao Jin, Chuanqi Tan, Mosha Chen, Ming Yan, Ningyu Zhang, Songfang Huang, Xiaozhong Liu

JMIR Med Inform 2022 (Dec 15); 10(12):e40743

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A Framework for Modeling and Interpreting Patient Subgroups Applied to Hospital Readmission: Visual Analytical Approach

Suresh K Bhavnani, Weibin Zhang, Shyam Visweswaran, Mukaila Raji, Yong-Fang Kuo

JMIR Med Inform 2022 (Dec 07); 10(12):e37239

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Artificial Intelligence in Intensive Care Medicine: Bibliometric Analysis

Ri Tang, Shuyi Zhang, Chenling Ding, Mingli Zhu, Yuan Gao

J Med Internet Res 2022 (Nov 30); 24(11):e42185

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Uncovering the Reasons Behind COVID-19 Vaccine Hesitancy in Serbia: Sentiment-Based Topic Modeling

Adela Ljajić, Nikola Prodanović, Darija Medvecki, Bojana Bašaragin, Jelena Mitrović

J Med Internet Res 2022 (Nov 17); 24(11):e42261

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Prediction of COVID-19 Infections for Municipalities in the Netherlands: Algorithm Development and Interpretation

Tjeerd van der Ploeg, Robbert J J Gobbens

JMIR Public Health Surveill 2022 (Oct 20); 8(10):e38450

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Mental Illness Concordance Between Hospital Clinical Records and Mentions in Domestic Violence Police Narratives: Data Linkage Study

George Karystianis, Rina Carines Cabral, Armita Adily, Wilson Lukmanjaya, Peter Schofield, Iain Buchan, Goran Nenadic, Tony Butler

JMIR Form Res 2022 (Oct 20); 6(10):e39373

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Next-Generation Capabilities in Trusted Research Environments: Interview Study

Sanaz Kavianpour, James Sutherland, Esma Mansouri-Benssassi, Natalie Coull, Emily Jefferson

J Med Internet Res 2022 (Sep 20); 24(9):e33720

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Assessing Social Media Data as a Resource for Firearm Research: Analysis of Tweets Pertaining to Firearm Deaths

Lisa Singh, Carole Roan Gresenz, Yanchen Wang, Sonya Hu

J Med Internet Res 2022 (Aug 25); 24(8):e38319

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