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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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Assessing Revisit Risk in Emergency Department Patients: Machine Learning Approach

Wang-Chuan Juang, Zheng-Xun Cai, Chia-Mei Chen, Zhi-Hong You

JMIR AI 2025;4:e74053

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The Lifecycle of Electronic Health Record Data in HIV-Related Big Data Studies: Qualitative Study of Bias Instances and Potential Opportunities for Minimization

Arielle N'Diaye, Shan Qiao, Camryn Garrett, George Khushf, Jiajia Zhang, Xiaoming Li, Bankole Olatosi

J Med Internet Res 2025;27:e71388

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Explainable Machine Learning Framework for Dynamic Monitoring of Disease Prognostic Risk: Retrospective Cohort Study

Tetsuo Ishikawa, Masahiro Shinoda, Megumi Oya, Koichi Ashizaki, Shinichiro Ota, Kenichi Kamachi, Kazuhiro Sakurada, Eiryo Kawakami, Masaharu Shinkai

JMIR Form Res 2025;9:e65585

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AI Scribes in Health Care: Balancing Transformative Potential With Responsible Integration

Tiffany I Leung, Andrew J Coristine, Arriel Benis

JMIR Med Inform 2025;13:e80898

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Large Language Model Symptom Identification From Clinical Text: Multicenter Study

Andrew J McMurry, Dylan Phelan, Brian E Dixon, Alon Geva, Daniel Gottlieb, James R Jones, Michael Terry, David E Taylor, Hannah Callaway, Sneha Manoharan, Timothy Miller, Karen L Olson, Kenneth D Mandl

J Med Internet Res 2025;27:e72984

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Leveraging Interoperable Electronic Health Record (EHR) Data for Distributed Analyses in Clinical Research: Technical Implementation Report of the HELP Study

Julia Palm, Kutaiba Saleh, André Scherag, Danny Ammon

JMIR Med Inform 2025;13:e68171

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Racial Misclassification of American Indian and Alaska Native People in the Electronic Medical Record: An Unexpected Hurdle in a Retrospective Medical Record Cohort Study

Ann Marie Rusk, Alanna M Chamberlain, Jamie Felzer, Yvonne Bui, Christi A Patten, Christopher C Destephano, Matthew A Rank, Roberto P Benzo, Cassie C Kennedy

J Med Internet Res 2025;27:e73086

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Barriers to Patient Portal Adoption Among a Bilingual Patient Population by Analysis of Survey Findings from English- and Spanish-Speaking Patients: Information Needs Study

Jiahua Yang, Michael Mackert, Daniela De Luca, Sophia Annette Dove

JMIR Form Res 2025;9:e66717

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Concordance Between Survey and Electronic Health Record Data in the COVID-19 Citizen Science Study: Retrospective Cohort Analysis

Elizabeth Crull, Emily C O'Brien, Pavel Antiperovitch, Kirubel Asfaw, Alexis L Beatty, Djeneba Audrey Djibo, Alan F Kaul, John Kornak, Gregory M Marcus, Madelaine Faulkner Modrow, Jeffrey E Olgin, Jaime Orozco, Soo Park, Noah Peyser, Mark J Pletcher, Thomas W Carton

JMIR Form Res 2025;9:e58097

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