Data Science

Traceable Research Data Sharing in a German Medical Data Integration Center With FAIR (Findability, Accessibility, Interoperability, and Reusability)-Geared Provenance Implementation: Proof-of-Concept Study

Kerstin Gierend, Dagmar Waltemath, Thomas Ganslandt, Fabian Siegel

JMIR Form Res 2023 (Dec 07); 7:e50027

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Patient Information Summarization in Clinical Settings: Scoping Review

Daniel Keszthelyi, Christophe Gaudet-Blavignac, Mina Bjelogrlic, Christian Lovis

JMIR Med Inform 2023 (Nov 28); 11:e44639

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Synthetic Tabular Data Based on Generative Adversarial Networks in Health Care: Generation and Validation Using the Divide-and-Conquer Strategy

Ha Ye Jin Kang, Erdenebileg Batbaatar, Dong-Woo Choi, Kui Son Choi, Minsam Ko, Kwang Sun Ryu

JMIR Med Inform 2023 (Nov 24); 11:e47859

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A Conference (Missingness in Action) to Address Missingness in Data and AI in Health Care: Qualitative Thematic Analysis

Christian Rose, Rachel Barber, Carl Preiksaitis, Ireh Kim, Nikesh Mishra, Kristen Kayser, Italo Brown, Michael Gisondi

J Med Internet Res 2023 (Nov 23); 25:e49314

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Public Preferences for Digital Health Data Sharing: Discrete Choice Experiment Study in 12 European Countries

Roberta Biasiotto, Jennifer Viberg Johansson, Melaku Birhanu Alemu, Virginia Romano, Heidi Beate Bentzen, Jane Kaye, Mirko Ancillotti, Johanna Maria Catharina Blom, Gauthier Chassang, Dara Hallinan, Guðbjörg Andrea Jónsdóttir, Aníbal Monasterio Astobiza, Emmanuelle Rial-Sebbag, David Rodríguez-Arias, Nisha Shah, Lea Skovgaard, Ciara Staunton, Katharina Tschigg, Jorien Veldwijk, Deborah Mascalzoni

J Med Internet Res 2023 (Nov 23); 25:e47066

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Potential Schizophrenia Disease-Related Genes Prediction Using Metagraph Representations Based on a Protein-Protein Interaction Keyword Network: Framework Development and Validation

Shirui Yu, Ziyang Wang, Jiale Nan, Aihua Li, Xuemei Yang, Xiaoli Tang

JMIR Form Res 2023 (Nov 15); 7:e50998

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The Journey of Data Within a Global Data Sharing Initiative: A Federated 3-Layer Data Analysis Pipeline to Scale Up Multiple Sclerosis Research

Ashkan Pirmani, Edward De Brouwer, Lotte Geys, Tina Parciak, Yves Moreau, Liesbet M Peeters

JMIR Med Inform 2023 (Nov 09); 11:e48030

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The Status of Data Management Practices Across German Medical Data Integration Centers: Mixed Methods Study

Kerstin Gierend, Sherry Freiesleben, Dennis Kadioglu, Fabian Siegel, Thomas Ganslandt, Dagmar Waltemath

J Med Internet Res 2023 (Nov 08); 25:e48809

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Assessing the Use of German Claims Data Vocabularies for Research in the Observational Medical Outcomes Partnership Common Data Model: Development and Evaluation Study

Elisa Henke, Michéle Zoch, Michael Kallfelz, Thomas Ruhnke, Liz Annika Leutner, Melissa Spoden, Christian Günster, Martin Sedlmayr, Franziska Bathelt

JMIR Med Inform 2023 (Nov 07); 11:e47959

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Data Quality in Health Research: Integrative Literature Review

Filipe Andrade Bernardi, Domingos Alves, Nathalia Crepaldi, Diego Bettiol Yamada, Vinícius Costa Lima, Rui Rijo

J Med Internet Res 2023 (Oct 31); 25:e41446

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Potential Target Discovery and Drug Repurposing for Coronaviruses: Study Involving a Knowledge Graph–Based Approach

Pei Lou, An Fang, Wanqing Zhao, Kuanda Yao, Yusheng Yang, Jiahui Hu

J Med Internet Res 2023 (Oct 20); 25:e45225

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The BioRef Infrastructure, a Framework for Real-Time, Federated, Privacy-Preserving, and Personalized Reference Intervals: Design, Development, and Application

Tobias Ueli Blatter, Harald Witte, Jules Fasquelle-Lopez, Christos Theodoros Nakas, Jean Louis Raisaro, Alexander Benedikt Leichtle

J Med Internet Res 2023 (Oct 18); 25:e47254

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A Multilabel Text Classifier of Cancer Literature at the Publication Level: Methods Study of Medical Text Classification

Ying Zhang, Xiaoying Li, Yi Liu, Aihua Li, Xuemei Yang, Xiaoli Tang

JMIR Med Inform 2023 (Oct 05); 11:e44892

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Normal Workflow and Key Strategies for Data Cleaning Toward Real-World Data: Viewpoint

Manping Guo, Yiming Wang, Qiaoning Yang, Rui Li, Yang Zhao, Chenfei Li, Mingbo Zhu, Yao Cui, Xin Jiang, Song Sheng, Qingna Li, Rui Gao

Interact J Med Res 2023 (Sep 21); 12:e44310

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Large-Scale Biomedical Relation Extraction Across Diverse Relation Types: Model Development and Usability Study on COVID-19

Zeyu Zhang, Meng Fang, Rebecca Wu, Hui Zong, Honglian Huang, Yuantao Tong, Yujia Xie, Shiyang Cheng, Ziyi Wei, M James C Crabbe, Xiaoyan Zhang, Ying Wang

J Med Internet Res 2023 (Sep 20); 25:e48115

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The Australian Genetic Heart Disease Registry: Protocol for a Data Linkage Study

Alexandra Butters, Bianca Blanch, Anna Kemp-Casey, Judy Do, Laura Yeates, Felicity Leslie, Christopher Semsarian, Lee Nedkoff, Tom Briffa, Jodie Ingles, Joanna Sweeting

JMIR Res Protoc 2023 (Sep 20); 12:e48636

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Sharing Data With Shared Benefits: Artificial Intelligence Perspective

Mohammad Tajabadi, Linus Grabenhenrich, Adèle Ribeiro, Michael Leyer, Dominik Heider

J Med Internet Res 2023 (Aug 29); 25:e47540

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Initiatives, Concepts, and Implementation Practices of the Findable, Accessible, Interoperable, and Reusable Data Principles in Health Data Stewardship: Scoping Review

Esther Thea Inau, Jean Sack, Dagmar Waltemath, Atinkut Alamirrew Zeleke

J Med Internet Res 2023 (Aug 28); 25:e45013

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Predicting Undesired Treatment Outcomes With Machine Learning in Mental Health Care: Multisite Study

Kasper Van Mens, Joran Lokkerbol, Ben Wijnen, Richard Janssen, Robert de Lange, Bea Tiemens

JMIR Med Inform 2023 (Aug 23); 11:e44322

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Visual Analytics of Multidimensional Oral Health Surveys: Data Mining Study

Ting Xu, Yuming Ma, Tianya Pan, Yifei Chen, Yuhua Liu, Fudong Zhu, Zhiguang Zhou, Qianming Chen

JMIR Med Inform 2023 (Aug 01); 11:e46275

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