Advanced Data Analytics in eHealth

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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Probability-Based Early Warning for Seasonal Influenza in China: Model Development Study

Jinzhao Cui, Ting Zhang, Yifeng Shen, Xiaoli Wang, Liuyang Yang, Xuefeng Huang, Qiang Huang, Yu Yang, Weizhong Yang, Zhongjie Li

JMIR Med Inform 2025 (Aug 06); 13:e73631

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Monitoring Ovarian Stimulation for Assisted Reproduction With Patient Self-Scans Using a Home Vaginal Ultrasound Device: A Single-Center Interventional, Prospective Study

Yoel Shufaro, Mor Cohen, Avital Wertheimer, Eran Altman, Leor Wolff, Onit Sapir, Avi Ben-Haroush, Alyssa Hochberg

J Med Internet Res 2025 (Aug 06); 27:e72607

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Analyzing Disparity in Geographical Accessibility to Home Medical Care Using a Claims Database and Geographical Information System: Simulation Study

Yasuhiro Morii, Yasuhiro Nakanishi, Yuichi Nishioka, Yukio Tsugihashi, Tatsuya Noda, Tomoya Myojin, Tomoaki Imamura, Manabu Akahane

JMIR Aging 2025 (Aug 06); 8:e70040

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Students’ Perceptions of Learning Analytics for Mental Health Support: Qualitative Study

Aglaia Freccero, Miriam Onwunle, Jordan Elliott, Nathalie Podder, Julia Purrinos De Oliveira, Lindsay H Dewa

JMIR Form Res 2025 (Aug 01); 9:e70327

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Enhancing Clinical Data Infrastructure for AI Research: Comparative Evaluation of Data Management Architectures

Richard Gebler, Ines Reinecke, Martin Sedlmayr, Miriam Goldammer

J Med Internet Res 2025 (Aug 01); 27:e74976

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Estimating Nurse Workload Using a Predictive Model From Routine Hospital Data: Algorithm Development and Validation

Paul Meredith, Christina Saville, Chiara Dall’Ora, Tom Weeks, Sue Wierzbicki, Peter Griffiths

JMIR Med Inform 2025 (Jul 31); 13:e71666

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Federated Analysis With Differential Privacy in Oncology Research: Longitudinal Observational Study Across Hospital Data Warehouses

Théo Ryffel, Perrine Créquit, Maëlle Baillet, Jason Paumier, Yasmine Marfoq, Olivier Girardot, Thierry Chanet, Ronan Sy, Louise Bayssat, Julien Mazières, Vincent Vuiblet, Julien Ancel, Maxime Dewolf, François Margraff, Camille Bachot, Jacek Chmiel

JMIR Med Inform 2025 (Jul 31); 13:e59685

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Authors’ Reply: Foundation Models for Generative AI in Time-Series Forecasting

Rosemary He, Jeffrey Chiang

J Med Internet Res 2025 (Jul 25); 27:e79772

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Foundation Models for Generative AI in Time-Series Forecasting

Diva Beltramin, Cedric Bousquet

J Med Internet Res 2025 (Jul 25); 27:e76964

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Autoencoder-Based Representation Learning for Similar Patients Retrieval From Electronic Health Records: Comparative Study

Deyi Li, Aditi Shukla, Sravani Chandaka, Bradley Taylor, Jie Xu, Mei Liu

JMIR Med Inform 2025 (Jul 24); 13:e68830

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Predicting In-Hospital Mortality in Intensive Care Unit Patients Using Causal SurvivalNet With Serum Chloride and Other Causal Factors: Cross-Country Study

Jing Wang, Qixiu Li, Can Xie, Xiaofei Li, Huikao Wang, Wei Xu, Ruyan Lv, Xiaobing Zhai, Ping Xu, Kefeng Li, Xi-Cheng Song

J Med Internet Res 2025 (Jul 24); 27:e70118

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Improving the Predictive Accuracy of the National Early Warning Score 2: Protocol for Algorithm Refinement

Chris Plummer, Cen Cong, Madison Milne-Ives, Lynsey Threlfall, Peta Le Roux, Edward Meinert

JMIR Res Protoc 2025 (Jul 21); 14:e70303

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Leveraging Large Language Models for Accurate Retrieval of Patient Information From Medical Reports: Systematic Evaluation Study

Angel Manuel Garcia-Carmona, Maria-Lorena Prieto, Enrique Puertas, Juan-Jose Beunza

JMIR AI 2025 (Jul 03); 4:e68776

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Feasibility of Collecting and Linking Digital Phenotyping, Clinical, and Genetics Data for Mental Health Research: Pilot Observational Study

Joanne R Beames, Omar Dabash, Michael J Spoelma, Artur Shvetcov, Wu Yi Zheng, Aimy Slade, Jin Han, Leonard Hoon, Joost Funke Kupper, Richard Parker, Brittany Mitchell, Nicholas G Martin, Jill M Newby, Alexis E Whitton, Helen Christensen

JMIR Form Res 2025 (Jun 23); 9:e71377

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A Deep Learning Model for Identifying the Risk of Mesenteric Malperfusion in Acute Aortic Dissection Using Initial Diagnostic Data: Algorithm Development and Validation

Zhechuan Jin, Jiale Dong, Chengxiang Li, Yi Jiang, Jian Yang, Lei Xu, Ping Li, Zhun Xie, Yulin Li, Dongjin Wang, Zhili Ji

J Med Internet Res 2025 (Jun 10); 27:e72649

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Exploring Generative Pre-Trained Transformer-4-Vision for Nystagmus Classification: Development and Validation of a Pupil-Tracking Process

Masao Noda, Ryota Koshu, Reiko Tsunoda, Hirofumi Ogihara, Tomohiko Kamo, Makoto Ito, Hiroaki Fushiki

JMIR Form Res 2025 (Jun 06); 9:e70070

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Toward Real-Time Discharge Volume Predictions in Multisite Health Care Systems: Longitudinal Observational Study

Fernando Acosta-Perez, Justin Boutilier, Gabriel Zayas-Caban, Sabrina Adelaine, Frank Liao, Brian Patterson

J Med Internet Res 2025 (Apr 30); 27:e63765

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Uncovering Social States in Healthy and Clinical Populations Using Digital Phenotyping and Hidden Markov Models: Observational Study

Imogen E Leaning, Andrea Costanzo, Raj Jagesar, Lianne M Reus, Pieter Jelle Visser, Martien J H Kas, Christian F Beckmann, Henricus G Ruhé, Andre F Marquand

J Med Internet Res 2025 (Apr 28); 27:e64007

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Real-Time, Risk-Based Clinical Trial Quality Management in China: Development of a Digital Monitoring Platform

Min Jiang, Shuhua Zhao, Yun Mei, Zhiying Fu, Yannan Yuan, Jie Ai, Yuan Sheng, Ying Gong, Jingjing Chen

JMIR Med Inform 2025 (Apr 25); 13:e64114

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