Advanced Data Analytics in eHealth

Comparison of Risk Factors, Their Interaction Patterns, and Scoring Systems for Liver Cancer Between Patients With and Those Without Diabetes: Retrospective Cohort Study Using Electronic Health Records and Tree-Structured Algorithms

Sarah Tsz Yui Yau, Chi Tim Hung, Eman Yee Man Leung, Albert Lee, Eng Kiong Yeoh

JMIR Med Inform 2025 (Oct 27); 13:e72239

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Interpretable Machine Learning Model for Predicting and Assessing the Risk of Diabetic Nephropathy: Prediction Model Study

Yili Wen, Zhiqiang Wan, Huiling Ren, Xu Wang, Weijie Wang

JMIR Med Inform 2025 (Oct 22); 13:e64979

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Probing the Relationship Between Perioperative Complications in Patients With Valvular Heart Disease: Network Analysis Based on Bayesian Network

Wenyuan Lu, Kun Zhu, Zhiliang Gao, Yuanming Li, Hanwei Tang, Cheng Sun, Jianfeng Hou

JMIR Form Res 2025 (Oct 07); 9:e68710

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Implementation Mapping to Identify Best Practices for Implementing Population-Wide Genomic Screening Programs: Protocol for the FOCUS (Facilitating the Implementation of Population-Wide Genomic Screening) Study

Megan Roberts, Jarrod Marable, Kimberly Foss, Cason Whitcomb, Deborah Cragun, Adam Buchanan, Miranda Hallquist, Nathaniel Baker, Rebecca Bosch, Derek W Craig, Ingrid Wagner, Maria Fernandez, Chanita Hughes-Halbert, Caitlin Allen

JMIR Res Protoc 2025 (Oct 07); 14:e73718

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Heterogeneous Network With Multiview Path Aggregation: Drug–Target Interaction Prediction Study Design

Haixue Zhao, Kui Yao, Yunjiong Liu, Chao Che, Lin Tang

JMIR Med Inform 2025 (Oct 02); 13:e74974

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Synthetic Tabular Data Generation Under Horizontal Federated Learning Environments in Acute Myeloid Leukemia: Case-Based Simulation Study

Imanol Isasa, Mikel Catalina, Gorka Epelde, Naiara Aginako, Andoni Beristain

JMIR Med Inform 2025 (Sep 29); 13:e74116

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Clinical Performance Evaluation of an Artificial Intelligence–Based Tool for Predicting the Presence of Obstructive Coronary Artery Disease: Protocol for a Cohort Observational Study

Georgios Rampidis, Evangelos Logaras, Athanasios Samaras, Emmanouil S Rigas, Ilias Kyparissidis-Kokkinidis, Styliana Siakopoulou, Panagiotis-Emmanouil Kartsidis, Konstantinos Kouskouras, George Giannakoulas, Panagiotis Bamidis, Antonios Billis

JMIR Res Protoc 2025 (Sep 25); 14:e67697

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Reality Check: The Aspirations of the European Health Data Space Amidst Challenges in Decentralized Data Analysis

Holger Fröhlich, Anne Funck Hansen, Mika Hilvo, Gunther Jansen, Sumit Madan, Sobhan Moazemi, Sanziana Negreanu, Venkata Satagopam, Phil Gribbon, Christian Muehlendyck

J Med Internet Res 2025 (Sep 19); 27:e76491

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The Development and Growth of the English National Real-Time Syndromic Surveillance Program: Key Developments and Lessons Learned From the First Two Decades

Gillian E Smith, Natalia R Jones, Sally E Harcourt, Sue Smith, Paul Loveridge, Roger A Morbey, Helen E Hughes, Obaghe Edeghere, Daniel Todkill, Sue Ibbotson, Duncan Cooper, Brian McCloskey, Alex J Elliot

J Med Internet Res 2025 (Sep 19); 27:e73373

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Fusion of X-Ray Images and Clinical Data for a Multimodal Deep Learning Prediction Model of Osteoporosis: Algorithm Development and Validation Study

Jun Tang, Xiang Yin, Jiangyuan Lai, Keyu Luo, Dongdong Wu

JMIR Med Inform 2025 (Sep 18); 13:e70738

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Holistic Influence of Multimodal Medical Crowdfunding Affordances on Charitable Crowdfunding Outcome: Systematic Multimodel Analysis Study

Yuxuan Du, Yujin Yang, Zihe Li, Jiaolong Xue

JMIR Med Inform 2025 (Sep 16); 13:e75563

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Effectiveness and Safety of Lumbar Erector Spinae Plane Block Versus No Locoregional Block in Hip Surgery: Protocol for a Randomized Controlled Trial

Laura García-Reza, Sergio Raposeiras, Javier P Loureiro, Rafael Pita-Romero, Juan Jose Amate Pena, Miguel Angel Pereira Loureiro

JMIR Res Protoc 2025 (Sep 15); 14:e75854

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Cross-Site Predictions of Readmission After Psychiatric Hospitalization With Mood or Psychotic Disorders: Retrospective Study

Boyu Ren, WonJin Yoon, Spencer Thomas, Guergana Savova, Timothy Miller, Mei-Hua Hall

JMIR Ment Health 2025 (Sep 12); 12:e71630

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Leveraging GPT-4o for Automated Extraction and Categorization of CAD-RADS Features From Free-Text Coronary CT Angiography Reports: Diagnostic Study

Youmei Chen, Mengshi Dong, Jie Sun, Zhanao Meng, Yiqing Yang, Abudushalamu Muhetaier, Chao Li, Jie Qin

JMIR Med Inform 2025 (Sep 10); 13:e70967

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Development of a Large-Scale Dataset of Chest Computed Tomography Reports in Japanese and a High-Performance Finding Classification Model: Dataset Development and Validation Study

Yosuke Yamagishi, Yuta Nakamura, Tomohiro Kikuchi, Yuki Sonoda, Hiroshi Hirakawa, Shintaro Kano, Satoshi Nakamura, Shouhei Hanaoka, Takeharu Yoshikawa, Osamu Abe

JMIR Med Inform 2025 (Aug 28); 13:e71137

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Forecasting Neonatal Mortality in Ethiopia to Assess Progress Toward National and International Reduction Targets Using Classical Techniques and Deep Learning: Time-Series Forecasting Study

Shimels Derso Kebede

Online J Public Health Inform 2025 (Aug 25); 17:e66798

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Examining the Impact of Youth Mental Health Services Capacity Growth Trajectories and Digital Interventions on Youth Mental Health Outcomes: System Dynamics Modeling Analysis

Seyed Hossein Hosseini, Nicholas Ho, Samantha Huntley, Sarah Piper, Paul Crosland, Adam Skinner, Catherine Vacher, Kristen Tran, Kim-Huong Nguyen, Yun Ju Christine Song, Victoria Loblay, Olivia Iannelli, Shahana Ferdousi, Sithum Munasinghe, Sujata Rao, Devin Lam, Zoe Waterhouse-Bushnell, Garner Clancey, Ian B Hickie, Jo-An Occhipinti

J Med Internet Res 2025 (Aug 21); 27:e71256

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Data Mining–Based Model for Computer-Aided Diagnosis of Autism and Gelotophobia: Mixed Methods Deep Learning Approach

Mohamed Eldawansy, Hazem El Bakry, Samaa M Shohieb

JMIR Form Res 2025 (Aug 13); 9:e72115

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Using a Diverse Test Suite to Assess Large Language Models on Fast Health Care Interoperability Resources Knowledge: Comparative Analysis

Ahmad Idrissi-Yaghir, Kamyar Arzideh, Henning Schäfer, Bahadir Eryilmaz, Mikel Bahn, Yutong Wen, Katarzyna Borys, Eva Hartmann, Cynthia Schmidt, Obioma Pelka, Johannes Haubold, Christoph M Friedrich, Felix Nensa, René Hosch

J Med Internet Res 2025 (Aug 12); 27:e73540

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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 (Aug 07); 27:e74119

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