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

Articles published in 2025 in this theme: 53 (scroll down to load remaining articles)

2025

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Effectiveness of Digital Interventions for Low-Income, Food-Insecure Populations: Natural Language Processing Study of WIC Smartphone App User Reviews, 2013-2024

Jihye Lee

J Med Internet Res 2025 (Dec 31); 27:e78984

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Aligning a Household-Level Service Array Through a Jurisdiction-Wide Child Maltreatment Prevention Effort: Protocol for a Geospatial and Counterfactual Modeling Study

Jamaal Green, Brian Glass, Jordan Purdy, Dyann Daley

JMIR Res Protoc 2025 (Dec 30); 14:e71997

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Fostering Multidisciplinary Collaboration in Artificial Intelligence and Machine Learning Education: Tutorial Based on the AI-READI Bootcamp

Taiki W Nishihara, Fritz Gerald P Kalaw, Adelle Engmann, Aya Motoyoshi, Paapa Mensah-Kane, Deepa Gupta, Victoria Patronilo, Linda M Zangwill, Shahin Hallaj, Amirhossein Panahi, Garrison W Cottrell, Bradley Voytek, Virginia R de Sa, Sally L Baxter

JMIR Med Educ 2025 (Dec 29); 11:e83154

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Forging Online Community Among People in Recovery From Substance Use: Natural Language Processing and Deep-Learning Analysis of The Phoenix App User-Generated Data

Danny Valdez, Katie M Heinrich, Beth Collinson, Aspen Streetman, Zach Sloan

JMIR Mhealth Uhealth 2025 (Dec 19); 13:e68438

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Application of Machine Learning to Auto-Code Injury Data in the e-CHIRPP System: Development and Evaluation Study

Shamir N Mukhi, Steven R McFaull, Wendy Thompson, Tim Beattie

Online J Public Health Inform 2025 (Dec 17); 17:e69143

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Clinical Large Language Model Evaluation by Expert Review (CLEVER): Framework Development and Validation

Veysel Kocaman, Mustafa Aytuğ Kaya, Andrei Marian Feier, David Talby

JMIR AI 2025 (Dec 04); 4:e72153

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Exploring Body Image Awareness With a Large Language Model–Based Conversational Agent: Qualitative Study With Young Adults

Xuan Zhang, Ahmed Zayed, Josefin Rehn Hamrin, Arzu Güneysu, Sanna Kuoppamäki

J Med Internet Res 2025 (Nov 17); 27:e78829

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Multimodal Multitask Learning for Predicting Depression Severity and Suicide Risk Using Pretrained Audio and Text Embeddings: Methodology Development and Application

Ya-Han Hu, Ruei-Yan Wu, Min-Yi Su, I-Li Lin, Cheng-Che Shen

JMIR Med Inform 2025 (Oct 30); 13:e66907

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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

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Mentalizing Without a Mind: Psychotherapeutic Potential of Generative AI

Karen Yirmiya, Peter Fonagy

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

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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 (Oct 07); 13:e77837

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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

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

Zvi Weizman

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

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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

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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

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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

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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

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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

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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

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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

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