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Beyond Comparing Machine Learning and Logistic Regression in Clinical Prediction Modelling: Shifting from Model Debate to Data Quality

Yanan Hu, Xin Zhang, Valerie Slavin, Yitayeh Belsti, Sofonyas Abebaw Tiruneh, Emily Callander, Joanne Enticott

J Med Internet Res 2025;27:e77721

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Social Media Recruitment in Indigenous and Native American Populations: Challenges in the AI Age

Nadia Diamond-Smith, Alison Comfort, Anna Epperson, Alicia R. Riley, Natalie Beylin, Mary Garcia, Sarah Francis, Lucía Abascal Miguel

JMIR Public Health Surveill 2025;11:e76677

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Use of Biometrics for Records Deduplication: Case Study of the National Data Repository in Nigeria

Ademola Oladipo, Ibrahim Dalhatu, Stephen Taiye Balogun, Moyosola Bamidele, Ayodele Fagbemi, Isah Ahmed Abbas, Nannim Nalda, Richard Ugbena, Jude Orjih, Timothy A Efuntoye, Brooke Doman, Sadhna Patel, Herman Tolentino, Daniel Rosen, James Kariuki, Johnson Alonge, Kehinde Balogun, Nnamdi Umeh, Gibril Gomez, Oludare Onimode, Olaposi Olatoregun, Jay Osi Samuels, Adebobola Bashorun

Online J Public Health Inform 2025;17:e67580

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Increasing Rigor in Online Health Surveys Through the Reduction of Fraudulent Data

Wen Zhi Ng, Sundarimaa Erdembileg, Jean C J Liu, Joseph D Tucker, Rayner Kay Jin Tan

J Med Internet Res 2025;27:e68092

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Remote Consultations in England During COVID-19: Challenges in Data Quality, Linkage, and Research Validity

Liliana Hidalgo-Padilla, Massar Dabbous, Kristoffer Halvorsrud, Thomas Beaney, Gideon Gideon, Eoin Gogarty, Geva Greenfield, Benedict Hayhoe, Gabriele Kerr, Rosalind Raine, Nirandeep Rehill, Robert Stewart, Fiona Gaughran, Mariana Pinto da Costa

Online J Public Health Inform 2025;17:e66672

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Advancing Real-World Evidence Through a Federated Health Data Network (EHDEN): Descriptive Study

Clair Blacketer, Martijn J Schuemie, Maxim Moinat, Erica A Voss, Montse Camprubi, Peter R Rijnbeek, Patrick B Ryan

J Med Internet Res 2025;27:e74119

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Proposal for Using AI to Assess Clinical Data Integrity and Generate Metadata: Algorithm Development and Validation

Caroline Bönisch, Christian Schmidt, Dorothea Kesztyüs, Hans A Kestler, Tibor Kesztyüs

JMIR Med Inform 2025;13:e60204

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Strengthening Immunization Data: Protocol for the Evaluation of an Electronic Immunization Register

Meru Sheel, Cyra Patel, Gemma Saravanos, Michelle Lynch, Adeline Tinessia, Niramonh Chanlivong, Mathida Thongseng, Praveena Gunaratnam, Chansay Pathammavong, Kongxay Phounphenghack, Yongjoon Park, Sisouveth Norasingh, Dheeraj Bhatt, Nyambat Batmunkh, Marcela Contreras, M. Carolina Danovaro-Holliday

JMIR Res Protoc 2025;14:e65663

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Implications of Data Extraction and Processing of Electronic Health Records for Epidemiological Research: Observational Study

Melissa H J van Essen, Robin Twickler, Yvette M Weesie, Ilgin G Arslan, Feikje Groenhof, Lilian L Peters, Isabelle Bos, Robert A Verheij

J Med Internet Res 2025;27:e64628

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Challenges for Data Quality in the Clinical Data Life Cycle: Systematic Review

Doyeon An, Minsik Lim, Suehyun Lee

J Med Internet Res 2025;27:e60709

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