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Large Language Models in Medical Diagnostics: Scoping Review With Bibliometric Analysis

Hankun Su, Yuanyuan Sun, Ruiting Li, Aozhe Zhang, Yuemeng Yang, Fen Xiao, Zhiying Duan, Jingjing Chen, Qin Hu, Tianli Yang, Bin Xu, Qiong Zhang, Jing Zhao, Yanping Li, Hui Li

J Med Internet Res 2025;27:e72062

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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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High-Throughput Phenotyping of the Symptoms of Alzheimer Disease and Related Dementias Using Large Language Models: Cross-Sectional Study

You Cheng, Mrunal Malekar, Yingnan He, Apoorva Bommareddy, Colin Magdamo, Arjun Singh, Brandon Westover, Shibani S Mukerji, John Dickson, Sudeshna Das

JMIR AI 2025;4:e66926

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Enhancing the Accuracy of Human Phenotype Ontology Identification: Comparative Evaluation of Multimodal Large Language Models

Wei Zhong, Mingyue Sun, Shun Yao, YiFan Liu, Dingchuan Peng, Yan Liu, Kai Yang, HuiMin Gao, HuiHui Yan, WenJing Hao, YouSheng Yan, ChengHong Yin

J Med Internet Res 2025;27:e73233

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Using Large Language Models to Enhance Exercise Recommendations and Physical Activity in Clinical and Healthy Populations: Scoping Review

Xiangxun Lai, Jiacheng Chen, Yue Lai, Shengqi Huang, Yongdong Cai, Zhifeng Sun, Xueding Wang, Kaijiang Pan, Qi Gao, Caihua Huang

JMIR Med Inform 2025;13:e59309

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Identifying Kidney Stone Risk Factors Through Patient Experiences With a Large Language Model: Text Analysis and Empirical Study

Chao Mao, Jiaxuan Li, Patrick Cheong-Iao Pang, Quanjing Zhu, Rong Chen

J Med Internet Res 2025;27:e66365

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A Comparison of Responses from Human Therapists and Large Language Model–Based Chatbots to Assess Therapeutic Communication: Mixed Methods Study

Till Scholich, Maya Barr, Shannon Wiltsey Stirman, Shriti Raj

JMIR Ment Health 2025;12:e69709

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Benchmarking the Confidence of Large Language Models in Answering Clinical Questions: Cross-Sectional Evaluation Study

Mahmud Omar, Reem Agbareia, Benjamin S Glicksberg, Girish N Nadkarni, Eyal Klang

JMIR Med Inform 2025;13:e66917

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Breaking Digital Health Barriers Through a Large Language Model–Based Tool for Automated Observational Medical Outcomes Partnership Mapping: Development and Validation Study

Meredith CB Adams, Matthew L Perkins, Cody Hudson, Vithal Madhira, Oguz Akbilgic, Da Ma, Robert W Hurley, Umit Topaloglu

J Med Internet Res 2025;27:e69004

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Extracting Multifaceted Characteristics of Patients With Chronic Disease Comorbidity: Framework Development Using Large Language Models

Junyan Zhang, Junchen Zhou, Liqin Zhou, Zhichao Ba

JMIR Med Inform 2025;13:e70096

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