Research Methodology - AI

Leveraging Smart Bed Technology to Detect COVID-19 Symptoms: Case Study

Gary Garcia-Molina, Dmytro Guzenko, Susan DeFranco, Mark Aloia, Rajasi Mills, Faisal Mushtaq, Virend K Somers

JMIR AI 2025 (Sep 17); 4:e64018

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Critical Assessment of Large Language Models’ (ChatGPT) Performance in Data Extraction for Systematic Reviews: Exploratory Study

Hesam Mahmoudi, Doris Chang, Hannah Lee, Navid Ghaffarzadegan, Mohammad S Jalali

JMIR AI 2025 (Sep 11); 4:e68097

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Identifying Adverse Drug Events in Clinical Text Using Fine-Tuned Clinical Language Models: Machine Learning Study

Elizaveta Kopacheva, Aron Henriksson, Hercules Dalianis, Tora Hammar, Alisa Lincke

JMIR Form Res 2025 (Sep 11); 9:e71949

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Evaluation of AI Tools Versus the PRISMA Method for Literature Search, Data Extraction, and Study Composition in Glaucoma Systematic Reviews: Content Analysis

Laura Antonia Meliante, Giulia Coco, Alessandro Rabiolo, Stefano De Cillà, Gianluca Manni

JMIR AI 2025 (Sep 05); 4:e68592

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Deep Learning Multi-Modal Melanoma Detection: Algorithm Development and Validation

Nithika Vivek, Karthik Ramesh

JMIR AI 2025 (Aug 13); 4:e66561

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Stacked Deep Learning Ensemble for Multiomics Cancer Type Classification: Development and Validation Study

Amani Ameen, Nofe Alganmi, Nada Bajnaid

JMIR Bioinform Biotech 2025 (Aug 12); 6:e70709

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Evaluating a Customized Version of ChatGPT for Systematic Review Data Extraction in Health Research: Development and Usability Study

Jayden Sercombe, Zachary Bryant, Jack Wilson

JMIR Form Res 2025 (Aug 11); 9:e68666

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Training Language Models for Estimating Priority Levels in Ultrasound Examination Waitlists: Algorithm Development and Validation

Kanato Masayoshi, Masahiro Hashimoto, Naoki Toda, Hirozumi Mori, Goh Kobayashi, Hasnine Haque, Mizuki So, Masahiro Jinzaki

JMIR AI 2025 (Jul 22); 4:e68020

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Exploring the Dilemma of AI Use in Medical Research and Knowledge Synthesis: A Perspective on Deep Research Tools

Ariel Yuhan Ong, David A Merle, Siegfried K Wagner, Pearse A Keane

J Med Internet Res 2025 (Jul 15); 27:e75666

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Identifying New Risk Associations Between Chronic Physical Illness and Mental Health Disorders in China: Machine Learning Approach to a Retrospective Population Analysis

Lizhong Liang, Tianci Liu, William Ollier, Yonghong Peng, Yao Lu, Chao Che

JMIR AI 2025 (Jun 30); 4:e72599

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Large-Scale Deep Learning–Enabled Infodemiological Analysis of Substance Use Patterns on Social Media: Insights From the COVID-19 Pandemic

Julina Maharjan, Jianfeng Zhu, Jennifer King, NhatHai Phan, Deric Kenne, Ruoming Jin

JMIR Infodemiology 2025 (Apr 17); 5:e59076

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GPT-3.5 Turbo and GPT-4 Turbo in Title and Abstract Screening for Systematic Reviews

Takehiko Oami, Yohei Okada, Taka-aki Nakada

JMIR Med Inform 2025 (Mar 12); 13:e64682

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Leveraging Medical Knowledge Graphs Into Large Language Models for Diagnosis Prediction: Design and Application Study

Yanjun Gao, Ruizhe Li, Emma Croxford, John Caskey, Brian W Patterson, Matthew Churpek, Timothy Miller, Dmitriy Dligach, Majid Afshar

JMIR AI 2025 (Feb 24); 4:e58670

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