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

Evaluation of the Accuracy of Probabilistic Record Linkage Across Sociodemographic Categories in 4 Databases: Exploratory Study

Cristina Barboi, Fangqian Ouyang, Lauren Lembcke, Andrew Martin, Ashley Griffith, Katie S Allen, Xiaochun Li, Huiping Xu, Shaun J Grannis

JMIR Form Res 2026 (Feb 26); 10:e78622

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Leveraging AI to Advance Age-Friendly Care in the Veterans Health Administration

Elizabeth Fine Smilovich, Megha Kalsy, Kimberly Wozneak, Quratulain Syed, Laurence M Solberg

JMIR Aging 2026 (Feb 23); 9:e75686

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Cardiorespiratory Markers of Type 2 Diabetes: Machine Learning–Based Analysis

Flavia Maria G S A Oliveira, Sandro Muniz Cavalcanti, Michael C K Khoo

JMIR Diabetes 2026 (Feb 23); 11:e82084

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Examining Artificial Intelligence Chatbots’ Responses in Providing Human Papillomavirus Vaccine Information for Young Adults: Qualitative Content Analysis

Alfu Laily, Laura M Schwab-Reese, Megan Davish, Emily Cahue, Kathryn J LaRoche, Natalia M Rodriguez, Robert J Duncan, Randolph D Hubach, Monica L Kasting

JMIR Public Health Surveill 2026 (Feb 18); 12:e79720

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Research on the Prediction of Coal Workers’ Pneumoconiosis Based on Easily Detectable Clinical Data: Machine Learning Model Development and Validation Study

Haiquan Li, Jiaqi Jia, Xu Shi, Yudie Dong, Songquan Wang, Yuming Cui, Wenlu Hang, Dekun Zhang

JMIR Med Inform 2026 (Feb 13); 14:e80156

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Fairness Correction in COVID-19 Predictive Models Using Demographic Optimization: Algorithm Development and Validation Study

Naman Awasthi, Saad Abrar, Daniel Smolyak, Vanessa Frias-Martinez

Online J Public Health Inform 2026 (Feb 03); 18:e78235

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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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