Natural Language Processing

Machine Learning Approaches for Predicting Psoriatic Arthritis Risk Using Electronic Medical Records: Population-Based Study

Leon Tsung-Ju Lee, Hsuan-Chia Yang, Phung Anh Nguyen, Muhammad Solihuddin Muhtar, Yu-Chuan Jack Li

J Med Internet Res 2023;25:e39972

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Predicting Generalized Anxiety Disorder From Impromptu Speech Transcripts Using Context-Aware Transformer-Based Neural Networks: Model Evaluation Study

Bazen Gashaw Teferra, Jonathan Rose

JMIR Ment Health 2023;10:e44325

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Prediction Models for Sleep Quality Among College Students During the COVID-19 Outbreak: Cross-sectional Study Based on the Internet New Media

Wanyu Zheng, Qingquan Chen, Ling Yao, Jiajing Zhuang, Jiewei Huang, Yiming Hu, Shaoyang Yu, Tebin Chen, Nan Wei, Yifu Zeng, Yixiang Zhang, Chunmei Fan, Youjuan Wang

J Med Internet Res 2023;25:e45721

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Enabling Early Health Care Intervention by Detecting Depression in Users of Web-Based Forums using Language Models: Longitudinal Analysis and Evaluation

David Owen, Dimosthenis Antypas, Athanasios Hassoulas, Antonio F Pardiñas, Luis Espinosa-Anke, Jose Camacho Collados

JMIR AI 2023;2:e41205

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Examining Homophily, Language Coordination, and Analytical Thinking in Web-Based Conversations About Vaccines on Reddit: Study Using Deep Neural Network Language Models and Computer-Assisted Conversational Analyses

Yue Li, William Gee, Kun Jin, Robert Bond

J Med Internet Res 2023;25:e41882

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How Natural Language Processing Can Aid With Pulmonary Oncology Tumor Node Metastasis Staging From Free-Text Radiology Reports: Algorithm Development and Validation

Sander Puts, Martijn Nobel, Catharina Zegers, Iñigo Bermejo, Simon Robben, Andre Dekker

JMIR Form Res 2023;7:e38125

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Calibrating a Transformer-Based Model’s Confidence on Community-Engaged Research Studies: Decision Support Evaluation Study

Brian Ferrell, Sarah E Raskin, Emily B Zimmerman

JMIR Form Res 2023;7:e41516

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The Early Detection of Fraudulent COVID-19 Products From Twitter Chatter: Data Set and Baseline Approach Using Anomaly Detection

Abeed Sarker, Sahithi Lakamana, Ruqi Liao, Aamir Abbas, Yuan-Chi Yang, Mohammed Al-Garadi

JMIR Infodemiology 2023;3:e43694

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Supervised Relation Extraction Between Suicide-Related Entities and Drugs: Development and Usability Study of an Annotated PubMed Corpus

Karina Karapetian, Soo Min Jeon, Jin-Won Kwon, Young-Kyoon Suh

J Med Internet Res 2023;25:e41100

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Developing an Inpatient Electronic Medical Record Phenotype for Hospital-Acquired Pressure Injuries: Case Study Using Natural Language Processing Models

Elvira Nurmambetova, Jie Pan, Zilong Zhang, Guosong Wu, Seungwon Lee, Danielle A Southern, Elliot A Martin, Chester Ho, Yuan Xu, Cathy A Eastwood

JMIR AI 2023;2:e41264

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Extracting Medical Information From Free-Text and Unstructured Patient-Generated Health Data Using Natural Language Processing Methods: Feasibility Study With Real-world Data

Emre Sezgin, Syed-Amad Hussain, Steve Rust, Yungui Huang

JMIR Form Res 2023;7:e43014

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Trends in Language Use During the COVID-19 Pandemic and Relationship Between Language Use and Mental Health: Text Analysis Based on Free Responses From a Longitudinal Study

Rachel Weger, Juan Antonio Lossio-Ventura, Margaret Rose-McCandlish, Jacob S Shaw, Stephen Sinclair, Francisco Pereira, Joyce Y Chung, Lauren Yvette Atlas

JMIR Ment Health 2023;10:e40899

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German Medical Named Entity Recognition Model and Data Set Creation Using Machine Translation and Word Alignment: Algorithm Development and Validation

Johann Frei, Frank Kramer

JMIR Form Res 2023;7:e39077

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Near Real-time Natural Language Processing for the Extraction of Abdominal Aortic Aneurysm Diagnoses From Radiology Reports: Algorithm Development and Validation Study

Simon Gaviria-Valencia, Sean P Murphy, Vinod C Kaggal, Robert D McBane II, Thom W Rooke, Rajeev Chaudhry, Mateo Alzate-Aguirre, Adelaide M Arruda-Olson

JMIR Med Inform 2023;11:e40964

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Examining Rural and Urban Sentiment Difference in COVID-19–Related Topics on Twitter: Word Embedding–Based Retrospective Study

Yongtai Liu, Zhijun Yin, Congning Ni, Chao Yan, Zhiyu Wan, Bradley Malin

J Med Internet Res 2023;25:e42985

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Social Media Data Mining of Antitobacco Campaign Messages: Machine Learning Analysis of Facebook Posts

Shuo-Yu Lin, Xiaolu Cheng, Jun Zhang, Jaya Sindhu Yannam, Andrew J Barnes, J Randy Koch, Rashelle Hayes, Gilbert Gimm, Xiaoquan Zhao, Hemant Purohit, Hong Xue

J Med Internet Res 2023;25:e42863

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Pregex: Rule-Based Detection and Extraction of Twitter Data in Pregnancy

Ari Z Klein, Shriya Kunatharaju, Karen O'Connor, Graciela Gonzalez-Hernandez

J Med Internet Res 2023;25:e40569

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How Does ChatGPT Perform on the United States Medical Licensing Examination? The Implications of Large Language Models for Medical Education and Knowledge Assessment

Aidan Gilson, Conrad W Safranek, Thomas Huang, Vimig Socrates, Ling Chi, Richard Andrew Taylor, David Chartash

JMIR Med Educ 2023;9:e45312

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Fine-tuning Strategies for Classifying Community-Engaged Research Studies Using Transformer-Based Models: Algorithm Development and Improvement Study

Brian J Ferrell

JMIR Form Res 2023;7:e41137

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A Communication Partner Training Program Delivered via Telehealth for People Living With Parkinson's (Better Conversations With Parkinson's): Protocol for a Feasibility Study

Philippa Clay, Suzanne Beeke, Anna Volkmer, Lynn Dangerfield, Steven Bloch

JMIR Res Protoc 2023;12:e41416

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