2025

Vol. 13 (2025)

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AI Language Models in Health Care

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The Transformative Potential of Large Language Models in Mining Electronic Health Records Data: Content Analysis

Amadeo Jesus Wals Zurita, Hector Miras del Rio, Nerea Ugarte Ruiz de Aguirre, Cristina Nebrera Navarro, Maria Rubio Jimenez, David Muñoz Carmona, Carlos Miguez Sanchez

JMIR Med Inform 2025 (Jan 02); 13:e58457

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Development and Evaluation of a Mental Health Chatbot Using ChatGPT 4.0: Mixed Methods User Experience Study With Korean Users

Boyoung Kang, Munpyo Hong

JMIR Med Inform 2025 (Jan 03); 13:e63538

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Qwen-2.5 Outperforms Other Large Language Models in the Chinese National Nursing Licensing Examination: Retrospective Cross-Sectional Comparative Study

Shiben Zhu, Wanqin Hu, Zhi Yang, Jiani Yan, Fang Zhang

JMIR Med Inform 2025 (Jan 10); 13:e63731

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Evaluating and Enhancing Japanese Large Language Models for Genetic Counseling Support: Comparative Study of Domain Adaptation and the Development of an Expert-Evaluated Dataset

Takuya Fukushima, Masae Manabe, Shuntaro Yada, Shoko Wakamiya, Akiko Yoshida, Yusaku Urakawa, Akiko Maeda, Shigeyuki Kan, Masayo Takahashi, Eiji Aramaki

JMIR Med Inform 2025 (Jan 16); 13:e65047

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Classifying Unstructured Text in Electronic Health Records for Mental Health Prediction Models: Large Language Model Evaluation Study

Nicholas C Cardamone, Mark Olfson, Timothy Schmutte, Lyle Ungar, Tony Liu, Sara W Cullen, Nathaniel J Williams, Steven C Marcus

JMIR Med Inform 2025 (Jan 21); 13:e65454

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Computer-Aided Diagnosis

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Autonomous International Classification of Diseases Coding Using Pretrained Language Models and Advanced Prompt Learning Techniques: Evaluation of an Automated Analysis System Using Medical Text

Yan Zhuang, Junyan Zhang, Xiuxing Li, Chao Liu, Yue Yu, Wei Dong, Kunlun He

JMIR Med Inform 2025 (Jan 06); 13:e63020

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Methods and Instruments in Medical Informatics

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Patients’ Experienced Usability and Satisfaction With Digital Health Solutions in a Home Setting: Instrument Validation Study

Susan J Oudbier, Ellen M A Smets, Pythia T Nieuwkerk, David P Neal, S Azam Nurmohamed, Hans J Meij, Linda W Dusseljee-Peute

JMIR Med Inform 2025 (Jan 08); 13:e63703

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Use of the FHTHWA Index as a Novel Approach for Predicting the Incidence of Diabetes in a Japanese Population Without Diabetes: Data Analysis Study

Jiao Wang, Jianrong Chen, Ying Liu, Jixiong Xu

JMIR Med Inform 2025 (Jan 28); 13:e64992

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Machine Learning

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Performance of Artificial Intelligence Chatbots on Ultrasound Examinations: Cross-Sectional Comparative Analysis

Yong Zhang, Xiao Lu, Yan Luo, Ying Zhu, Wenwu Ling

JMIR Med Inform 2025 (Jan 09); 13:e63924

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Development and Validation of a Machine Learning Method Using Vocal Biomarkers for Identifying Frailty in Community-Dwelling Older Adults: Cross-Sectional Study

Taehwan Kim, Jung-Yeon Choi, Myung Jin Ko, Kwang-il Kim

JMIR Med Inform 2025 (Jan 16); 13:e57298

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Interpretable Machine Learning Model for Predicting Postpartum Depression: Retrospective Study

Ren Zhang, Yi Liu, Zhiwei Zhang, Rui Luo, Bin Lv

JMIR Med Inform 2025 (Jan 20); 13:e58649

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Robust Automated Harmonization of Heterogeneous Data Through Ensemble Machine Learning: Algorithm Development and Validation Study

Doris Yang, Doudou Zhou, Steven Cai, Ziming Gan, Michael Pencina, Paul Avillach, Tianxi Cai, Chuan Hong

JMIR Med Inform 2025 (Jan 22); 13:e54133

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The Social Construction of Categorical Data: Mixed Methods Approach to Assessing Data Features in Publicly Available Datasets

Theresa Willem, Alessandro Wollek, Theodor Cheslerean-Boghiu, Martha Kenney, Alena Buyx

JMIR Med Inform 2025 (Jan 28); 13:e59452

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Health Information Exchange

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Effectiveness of the Facility for Elderly Surveillance System (FESSy) in Two Public Health Center Jurisdictions in Japan: Prospective Observational Study

Junko Kurita, Motomi Hori, Sumiyo Yamaguchi, Aiko Ogiwara, Yurina Saito, Minako Sugiyama, Asami Sunadori, Tomoko Hayashi, Akane Hara, Yukari Kawana, Youichi Itoi, Tamie Sugawara, Yoshiyuki Sugishita, Fujiko Irie, Naomi Sakurai

JMIR Med Inform 2025 (Jan 10); 13:e58509

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The Impact of Data Control and Delayed Discounting on the Public’s Willingness to Share Different Types of Health Care Data: Empirical Study

Dongle Wei, Pan Gao, Yunkai Zhai

JMIR Med Inform 2025 (Jan 22); 13:e66444

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Tools, Programs and Algorithms

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Retracted: A Dynamic Adaptive Ensemble Learning Framework for Noninvasive Mild Cognitive Impairment Detection: Development and Validation Study

Aoyu Li, Jingwen Li, Yishan Hu, Yan Geng, Yan Qiang, Juanjuan Zhao

JMIR Med Inform 2025 (Jan 20); 13:e60250

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Decision Support for Health Professionals

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Performance of an Electronic Health Record–Based Automated Pulmonary Embolism Severity Index Score Calculator: Cohort Study in the Emergency Department

Elizabeth Joyce, James McMullen, Xiaowen Kong, Connor O'Hare, Valerie Gavrila, Anthony Cuttitta, Geoffrey D Barnes, Colin F Greineder

JMIR Med Inform 2025 (Jan 20); 13:e58800

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Viewpoints on and Experiences with Digital Technologies in Health

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Digital Health Innovations to Catalyze the Transition to Value-Based Health Care

Lan Zhang, Christopher Bullen, Jinsong Chen

JMIR Med Inform 2025 (Jan 20); 13:e57385

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Digital Representation of Patients as Medical Digital Twins: Data-Centric Viewpoint

Stanislas Demuth, Jérôme De Sèze, Gilles Edan, Tjalf Ziemssen, Françoise Simon, Pierre-Antoine Gourraud

JMIR Med Inform 2025 (Jan 28); 13:e53542

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Reviews in Medical Informatics

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Preclinical Cognitive Markers of Alzheimer Disease and Early Diagnosis Using Virtual Reality and Artificial Intelligence: Literature Review

María de la Paz Scribano Parada, Fátima González Palau, Sonia Valladares Rodríguez, Mariano Rincon, Maria José Rico Barroeta, Marta García Rodriguez, Yolanda Bueno Aguado, Ana Herrero Blanco, Estela Díaz-López, Margarita Bachiller Mayoral, Raquel Losada Durán

JMIR Med Inform 2025 (Jan 28); 13:e62914

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