AI for Synthetic Data

Articles published in this theme: 11 (scroll down to load remaining articles)

2026

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Iterative Multidisciplinary Development and Evaluation of a Patient-Facing Social Determinants of Health Chatbot Using Synthetic Data Simulation: Mixed Methods Study

Anna M Maw, Alexander Lupi, Rachel Johnson-Koenke, Heather Coats, Li Zhou, Benjamin Li, James Mitchell, Alexander Kotz, Joseph Plasek, Foster Goss

JMIR Form Res 2026 (Aug 07); 10:e89837

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Addressing the Challenges in Using Synthetic Data for Health Research: Application to Cardiology

Louise Baschet, Sebastien Marque, Stéphane Locret, Jens Jenssen, Vanessa Barbet, Patrick Jourdain

JMIR Cardio 2026 (Jul 31); 10:e92930

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Improving Clinical Validity in Synthetic Electronic Health Record Generation Using Best-of-N Sampling: Comparative Evaluation Study

Md Akmol Masud, Mahmud Hasan

JMIR AI 2026 (Jul 30); 5:e90590

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Evaluation of the Applicability of Synthetic Data in the Development of Colorectal Cancer Survival Prediction Models: External Validation of Advanced Machine Learning Models Based on National Cancer Data Center Data

Yujeong Jang, Jae Hoon Kwon, Heeyong Kim, You-Jin Joung, Junho ‍Nang, Chang Hyun Kim

J Med Internet Res 2026 (Jul 07); 28:e86087

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An Evaluation of Pretrained Generative Models for Augmenting Small Health Data: Comparative Modeling Study

Margerie Huet-Dastarac, Fida K Dankar, Dan Liu, Samer El Kababji, Lisa Pilgram, Khaled El Emam

J Med Internet Res 2026 (Jun 15); 28:e88678

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Context-Aware Sentence Classification of Radiology Reports Using Synthetic Data: Development and Validation Study

Tomohiro Kikuchi, Yosuke Yamagishi, Kohei Yamamoto, Toshiaki Akashi, Harushi Mori, Hisaki Makimoto, Takahide Kohro

J Med Internet Res 2026 (Apr 10); 28:e86365

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Balancing Privacy and Utility in Child and Adolescent Mental Health Services Research: Retrospective Cohort Study on Synthetic Data Generation

Mounir Haizoune, Bennett L Leventhal, Dipendra Pant, Øystein Nytrø, Kaban Koochakpour, Roman A Koposov, Lars Ravn Øhlckers, Norbert Skokauskas

JMIR Med Inform 2026 (Feb 26); 14:e71819

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2025

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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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Validation of The Umbrella Collaboration for Tertiary Evidence Synthesis in Geriatrics: Mixed Methods Study

Beltran Carrillo, Marta Rubinos-Cuadrado, Jazmin Parellada, Alejandra Palacios, Beltran Carrillo-Rubinos, Fernando Canillas, Juan José Baztán Cortés, Javier Gómez-Pavón

JMIR Form Res 2025 (Jul 08); 9:e75215

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Evaluation and Bias Analysis of Large Language Models in Generating Synthetic Electronic Health Records: Comparative Study

Ruochen Huang, Honghan Wu, Yuhan Yuan, Yifan Xu, Hao Qian, Changwei Zhang, Xin Wei, Shan Lu, Xin Zhang, Jingbao Kan, Cheng Wan, Yun Liu

J Med Internet Res 2025 (May 12); 27:e65317

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Utility-based Analysis of Statistical Approaches and Deep Learning Models for Synthetic Data Generation With Focus on Correlation Structures: Algorithm Development and Validation

Marko Miletic, Murat Sariyar

JMIR AI 2025 (Mar 20); 4:e65729

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