Artificial Intelligence, Machine Learning, and Natural Language Processing for Public Health

Understanding Patient Perceptions of Bacterial Vaginosis Treatments: Mixed Methods Sentiment Analysis Study of Online Drug Review Forums

Eren Watkins, Andrea N Cimino, Curtis Culbertson, Juliana Raymaker, Jennifer R Amico

Online J Public Health Inform 2025 (Oct 10); 17:e71720

Download Citation: END BibTex RIS

Mentalizing Without a Mind: Psychotherapeutic Potential of Generative AI

Karen Yirmiya, Peter Fonagy

J Med Internet Res 2025 (Oct 10); 27:e79156

Download Citation: END BibTex RIS

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 (Oct 07); 13:e77837

Download Citation: END BibTex RIS

Author's Reply: Critical Limitations in Systematic Reviews of Large Language Models in Health Care

Andre Python, HongYi Li, Jun-Fen Fu

J Med Internet Res 2025 (Sep 24); 27:e82729

Download Citation: END BibTex RIS

Critical Limitations in Systematic Reviews of Large Language Models in Health Care

Zvi Weizman

J Med Internet Res 2025 (Sep 24); 27:e81769

Download Citation: END BibTex RIS

Diabetic Foot Ulcer Classification Models Using Artificial Intelligence and Machine Learning Techniques: Systematic Review

Manuel Alberto Silva, Emma J Hamilton, David A Russell, Fran Game, Sheila C Wang, Sofia Baptista, Matilde Monteiro-Soares

J Med Internet Res 2025 (Sep 24); 27:e69408

Download Citation: END BibTex RIS

Understanding Cancer Survivorship Care Needs Using Amazon Reviews: Content Analysis, Algorithm Development, and Validation Study

Liwei Wang, Qiuhao Lu, Rui Li, Taylor B Harrison, Heling Jia, Ming Huang, Heidi Dowst, Rui Zhang, Hoda Badr, Jungwei W Fan, Hongfang Liu

JMIR Cancer 2025 (Sep 23); 11:e71102

Download Citation: END BibTex RIS

Comparative Evaluation of a Medical Large Language Model in Answering Real-World Radiation Oncology Questions: Multicenter Observational Study

Fabio Dennstädt, Max Schmerder, Elena Riggenbach, Lucas Mose, Katarina Bryjova, Nicolas Bachmann, Paul-Henry Mackeprang, Maiwand Ahmadsei, Dubravko Sinovcic, Paul Windisch, Daniel Zwahlen, Susanne Rogers, Oliver Riesterer, Martin Maffei, Eleni Gkika, Hathal Haddad, Jan Peeken, Paul Martin Putora, Markus Glatzer, Florian Putz, Daniel Hoefler, Sebastian M Christ, Irina Filchenko, Janna Hastings, Roberto Gaio, Lawrence Chiang, Daniel M Aebersold, Nikola Cihoric

J Med Internet Res 2025 (Sep 23); 27:e69752

Download Citation: END BibTex RIS

Large Language Models’ Clinical Decision-Making on When to Perform a Kidney Biopsy: Comparative Study

Michael Toal, Christopher Hill, Michael Quinn, Ciaran O'Neill, Alexander P Maxwell

J Med Internet Res 2025 (Sep 18); 27:e73603

Download Citation: END BibTex RIS

Decoding HIV Discourse on Social Media: Large-Scale Analysis of 191,972 Tweets Using Machine Learning, Topic Modeling, and Temporal Analysis

Xiangming Zhan, Meijia Song, Cho Hee Shrader, Chad E Forbes, Angel B Algarin

J Med Internet Res 2025 (Aug 29); 27:e76745

Download Citation: END BibTex RIS

Forecasting Neonatal Mortality in Ethiopia to Assess Progress Toward National and International Reduction Targets Using Classical Techniques and Deep Learning: Time-Series Forecasting Study

Shimels Derso Kebede

Online J Public Health Inform 2025 (Aug 25); 17:e66798

Download Citation: END BibTex RIS

AI and Machine Learning Terminology in Medicine, Psychology, and Social Sciences: Tutorial and Practical Recommendations

Bo Cao, Russell Greiner, Andrew Greenshaw, Jie Sui

J Med Internet Res 2025 (Aug 18); 27:e66100

Download Citation: END BibTex RIS

Effects of a Theory- and Evidence-Based, Motivational Interviewing–Oriented Artificial Intelligence Digital Assistant on Vaccine Attitudes: A Randomized Controlled Trial

Yan Li, Mengqi Li, Janelle Yorke, Daniel Bressington, Joyce Chung, Yao-Jie Xie, Lin Yang, Mengting He, Tsz-Ching Sun, Angela Y M Leung

J Med Internet Res 2025 (Aug 08); 27:e72637

Download Citation: END BibTex RIS

Public Medical Appeals and Government Online Responses: Big Data Analysis Based on Chinese Digital Governance Platforms

Hebin Li, Zhihan Liu, Ziyan Zhang, Lu Ping, Wenxin Gu, Yuan Yao

J Med Internet Res 2025 (Aug 06); 27:e70087

Download Citation: END BibTex RIS

Artificial Intelligence in Health Promotion and Disease Reduction: Rapid Review

Farzaneh Yousefi, Florian Naye, Steven Ouellet, Achille-Roghemrazangba Yameogo, Maxime Sasseville, Frédéric Bergeron, Marianne Ozkan, Martin Cousineau, Samira Amil, Caroline Rhéaume, Marie-Pierre Gagnon

J Med Internet Res 2025 (Aug 01); 27:e70381

Download Citation: END BibTex RIS

Harm Reduction Strategies for Thoughtful Use of Large Language Models in the Medical Domain: Perspectives for Patients and Clinicians

Birger Moëll, Fredrik Sand Aronsson

J Med Internet Res 2025 (Jul 25); 27:e75849

Download Citation: END BibTex RIS

Large Language Model Synergy for Ensemble Learning in Medical Question Answering: Design and Evaluation Study

Han Yang, Mingchen Li, Huixue Zhou, Yongkang Xiao, Qian Fang, Shuang Zhou, Rui Zhang

J Med Internet Res 2025 (Jul 14); 27:e70080

Download Citation: END BibTex RIS

Implementing Large Language Models in Health Care: Clinician-Focused Review With Interactive Guideline

HongYi Li, Jun-Fen Fu, Andre Python

J Med Internet Res 2025 (Jul 11); 27:e71916

Download Citation: END BibTex RIS

Psychometric Evaluation of Large Language Model Embeddings for Personality Trait Prediction

Julina Maharjan, Ruoming Jin, Jianfeng Zhu, Deric Kenne

J Med Internet Res 2025 (Jul 08); 27:e75347

Download Citation: END BibTex RIS

Generative AI in Medicine: Pioneering Progress or Perpetuating Historical Inaccuracies? Cross-Sectional Study Evaluating Implicit Bias

Philip Sutera, Rohini Bhatia, Timothy Lin, Leslie Chang, Andrea Brown, Reshma Jagsi

JMIR AI 2025 (Jun 24); 4:e56891

Download Citation: END BibTex RIS