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Optimizing Loop Diuretic Treatment for Mortality Reduction in Patients With Acute Dyspnea Using a Practical Offline Reinforcement Learning Pipeline for Health Care: Retrospective Single-Center Simulation Study

Jung Min Lee, Shengpu Tang, Michael Sjoding, Jenna Wiens

JMIR Med Inform 2025;13:e69145

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Reinforcement Learning to Prevent Acute Care Events Among Medicaid Populations: Mixed Methods Study

Sanjay Basu, Bhairavi Muralidharan, Parth Sheth, Dan Wanek, John Morgan, Sadiq Patel

JMIR AI 2025;4:e74264

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Large Language Model–Enhanced Drug Repositioning Knowledge Extraction via Long Chain-of-Thought: Development and Evaluation Study

Hongyu Kang, Jiao Li, Li Hou, Xiaowei Xu, Si Zheng, Qin Li

JMIR Med Inform 2025;13:e77837

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Privacy-Preserving Glycemic Management in Type 1 Diabetes: Development and Validation of a Multiobjective Federated Reinforcement Learning Framework

Fatemeh Sarani Rad, Juan Li

JMIR Diabetes 2025;10:e72874

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Optimizing Vital Signs in Patients With Traumatic Brain Injury: Reinforcement Learning Algorithm Development and Validation

Hongwei Zhang, Mengyuan Diao, Sheng Zhang, Peifeng Ni, Weidong Zhang, Chenxi Wu, Ying Zhu, Wei Hu

J Med Internet Res 2025;27:e63847

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Integrating Nurse Preferences Into AI-Based Scheduling Systems: Qualitative Study

Fabienne Josefine Renggli, Maisa Gerlach, Jannic Stefan Bieri, Christoph Golz, Murat Sariyar

JMIR Form Res 2025;9:e67747

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An Evaluation of the Effect of App-Based Exercise Prescription Using Reinforcement Learning on Satisfaction and Exercise Intensity: Randomized Crossover Trial

Cailbhe Doherty, Rory Lambe, Ben O’Grady, Diarmuid O’Reilly-Morgan, Barry Smyth, Aonghus Lawlor, Neil Hurley, Elias Tragos

JMIR Mhealth Uhealth 2024;12:e49443

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Machine Learning Methods to Personalize Persuasive Strategies in mHealth Interventions That Promote Physical Activity: Scoping Review and Categorization Overview

Annette Brons, Shihan Wang, Bart Visser, Ben Kröse, Sander Bakkes, Remco Veltkamp

J Med Internet Res 2024;26:e47774

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Reinforcement Learning to Optimize Ventilator Settings for Patients on Invasive Mechanical Ventilation: Retrospective Study

Siqi Liu, Qianyi Xu, Zhuoyang Xu, Zhuo Liu, Xingzhi Sun, Guotong Xie, Mengling Feng, Kay Choong See

J Med Internet Res 2024;26:e44494

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Effectiveness of a Digital Health Intervention Leveraging Reinforcement Learning: Results From the Diabetes and Mental Health Adaptive Notification Tracking and Evaluation (DIAMANTE) Randomized Clinical Trial

Adrian Aguilera, Marvyn Arévalo Avalos, Jing Xu, Bibhas Chakraborty, Caroline Figueroa, Faviola Garcia, Karina Rosales, Rosa Hernandez-Ramos, Chris Karr, Joseph Williams, Lisa Ochoa-Frongia, Urmimala Sarkar, Elad Yom-Tov, Courtney Lyles

J Med Internet Res 2024;26:e60834

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