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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