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Identifying Patient-Reported Care Experiences in Free-Text Survey Comments: Topic Modeling Study

Brian Steele, Paul Fairie, Kyle Kemp, Adam G D'Souza, Matthias Wilms, Maria Jose Santana

JMIR Med Inform 2025;13:e63466

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Teenager Substance Use on Reddit: Mixed Methods Computational Analysis of Frames and Emotions

Xinyu Zhang, Jianfeng Zhu, Deric R Kenne, Ruoming Jin

J Med Internet Res 2025;27:e59338

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Developing an ICD-10 Coding Assistant: Pilot Study Using RoBERTa and GPT-4 for Term Extraction and Description-Based Code Selection

Sander Puts, Catharina M L Zegers, Andre Dekker, Iñigo Bermejo

JMIR Form Res 2025;9:e60095

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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;13:e63020

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Large Language Models for Mental Health Applications: Systematic Review

Zhijun Guo, Alvina Lai, Johan H Thygesen, Joseph Farrington, Thomas Keen, Kezhi Li

JMIR Ment Health 2024;11:e57400

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Fine-Tuned Bidirectional Encoder Representations From Transformers Versus ChatGPT for Text-Based Outpatient Department Recommendation: Comparative Study

Eunbeen Jo, Hakje Yoo, Jong-Ho Kim, Young-Min Kim, Sanghoun Song, Hyung Joon Joo

JMIR Form Res 2024;8:e47814

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Exploring Public Emotions on Obesity During the COVID-19 Pandemic Using Sentiment Analysis and Topic Modeling: Cross-Sectional Study

Jorge César Correia, Sarmad Shaharyar Ahmad, Ahmed Waqas, Hafsa Meraj, Zoltan Pataky

J Med Internet Res 2024;26:e52142

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The Most Effective Interventions for Classification Model Development to Predict Chat Outcomes Based on the Conversation Content in Online Suicide Prevention Chats: Machine Learning Approach

Salim Salmi, Saskia Mérelle, Renske Gilissen, Rob van der Mei, Sandjai Bhulai

JMIR Ment Health 2024;11:e57362

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User Dynamics and Thematic Exploration in r/Depression During the COVID-19 Pandemic: Insights From Overlapping r/SuicideWatch Users

Jianfeng Zhu, Ruoming Jin, Deric R Kenne, NhatHai Phan, Wei-Shinn Ku

J Med Internet Res 2024;26:e53968

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The Role of Large Language Models in Transforming Emergency Medicine: Scoping Review

Carl Preiksaitis, Nicholas Ashenburg, Gabrielle Bunney, Andrew Chu, Rana Kabeer, Fran Riley, Ryan Ribeira, Christian Rose

JMIR Med Inform 2024;12:e53787

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