Natural Language Processing

Chinese-Named Entity Recognition From Adverse Drug Event Records: Radical Embedding-Combined Dynamic Embedding–Based BERT in a Bidirectional Long Short-term Conditional Random Field (Bi-LSTM-CRF) Model

Hong Wu, Jiatong Ji, Haimei Tian, Yao Chen, Weihong Ge, Haixia Zhang, Feng Yu, Jianjun Zou, Mitsuhiro Nakamura, Jun Liao

JMIR Med Inform 2021 (Dec 01); 9(12):e26407

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A Pipeline to Understand Emerging Illness Via Social Media Data Analysis: Case Study on Breast Implant Illness

Vishal Dey, Peter Krasniak, Minh Nguyen, Clara Lee, Xia Ning

JMIR Med Inform 2021 (Nov 29); 9(11):e29768

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Mild Adverse Events of Sputnik V Vaccine in Russia: Social Media Content Analysis of Telegram via Deep Learning

Andrzej Jarynowski, Alexander Semenov, Mikołaj Kamiński, Vitaly Belik

J Med Internet Res 2021 (Nov 29); 23(11):e30529

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A Deep Learning Approach to Refine the Identification of High-Quality Clinical Research Articles From the Biomedical Literature: Protocol for Algorithm Development and Validation

Wael Abdelkader, Tamara Navarro, Rick Parrish, Chris Cotoi, Federico Germini, Lori-Ann Linkins, Alfonso Iorio, R Brian Haynes, Sophia Ananiadou, Lingyang Chu, Cynthia Lokker

JMIR Res Protoc 2021 (Nov 29); 10(11):e29398

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Active Annotation in Evaluating the Credibility of Web-Based Medical Information: Guidelines for Creating Training Data Sets for Machine Learning

Aleksandra Nabożny, Bartłomiej Balcerzak, Adam Wierzbicki, Mikołaj Morzy, Małgorzata Chlabicz

JMIR Med Inform 2021 (Nov 26); 9(11):e26065

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Incorporating Domain Knowledge Into Language Models by Using Graph Convolutional Networks for Assessing Semantic Textual Similarity: Model Development and Performance Comparison

David Chang, Eric Lin, Cynthia Brandt, Richard Andrew Taylor

JMIR Med Inform 2021 (Nov 26); 9(11):e23101

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Assessing the Value of Unsupervised Clustering in Predicting Persistent High Health Care Utilizers: Retrospective Analysis of Insurance Claims Data

Raghav Ramachandran, Michael J McShea, Stephanie N Howson, Howard S Burkom, Hsien-Yen Chang, Jonathan P Weiner, Hadi Kharrazi

JMIR Med Inform 2021 (Nov 25); 9(11):e31442

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Contemporary English Pain Descriptors as Detected on Social Media Using Artificial Intelligence and Emotion Analytics Algorithms: Cross-sectional Study

Ming Yi Tan, Charlene Enhui Goh, Hee Hon Tan

JMIR Form Res 2021 (Nov 25); 5(11):e31366

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The Evolution of Rumors on a Closed Social Networking Platform During COVID-19: Algorithm Development and Content Study

Andrea W Wang, Jo-Yu Lan, Ming-Hung Wang, Chihhao Yu

JMIR Med Inform 2021 (Nov 23); 9(11):e30467

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Prevalence and Temporal Trends Analysis of Screening and Diagnostic Instruments in Posttraumatic Stress Disorder: Text Mining Study

Hui Zong, Binyang Hu, Yang Han, Zuofeng Li, Xiaoyan Zhang

JMIR Ment Health 2021 (Nov 17); 8(11):e33599

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A Semiautomated Chart Review for Assessing the Development of Radiation Pneumonitis Using Natural Language Processing: Diagnostic Accuracy and Feasibility Study

Jordan McKenzie, Rasika Rajapakshe, Hua Shen, Shan Rajapakshe, Angela Lin

JMIR Med Inform 2021 (Nov 12); 9(11):e29241

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A Neural Network Approach for Understanding Patient Experiences of Chronic Obstructive Pulmonary Disease (COPD): Retrospective, Cross-sectional Study of Social Media Content

Tobe Che Benjamin Freeman, Raul Rodriguez-Esteban, Juergen Gottowik, Xing Yang, Veit Johannes Erpenbeck, Mathias Leddin

JMIR Med Inform 2021 (Nov 11); 9(11):e26272

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Using Artificial Intelligence With Natural Language Processing to Combine Electronic Health Record’s Structured and Free Text Data to Identify Nonvalvular Atrial Fibrillation to Decrease Strokes and Death: Evaluation and Case-Control Study

Peter L Elkin, Sarah Mullin, Jack Mardekian, Christopher Crowner, Sylvester Sakilay, Shyamashree Sinha, Gary Brady, Marcia Wright, Kimberly Nolen, JoAnn Trainer, Ross Koppel, Daniel Schlegel, Sashank Kaushik, Jane Zhao, Buer Song, Edwin Anand

J Med Internet Res 2021 (Nov 09); 23(11):e28946

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A Fully Collaborative, Noteless Electronic Medical Record Designed to Minimize Information Chaos: Software Design and Feasibility Study

Jackson Steinkamp, Abhinav Sharma, Wasif Bala, Jacob J Kantrowitz

JMIR Form Res 2021 (Nov 09); 5(11):e23789

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Social Media Sharing of Articles About Measles in a European Context: Text Analysis Study

Dominik Wawrzuta, Mariusz Jaworski, Joanna Gotlib, Mariusz Panczyk

J Med Internet Res 2021 (Nov 08); 23(11):e30150

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Risk Factors Associated With Nonfatal Opioid Overdose Leading to Intensive Care Unit Admission: A Cross-sectional Study

Avijit Mitra, Hiba Ahsan, Wenjun Li, Weisong Liu, Robert D Kerns, Jack Tsai, William Becker, David A Smelson, Hong Yu

JMIR Med Inform 2021 (Nov 08); 9(11):e32851

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A Virtual Community for Disability Advocacy: Development of a Searchable Artificial Intelligence–Supported Platform

Christo El Morr, Pierre Maret, Fabrice Muhlenbach, Dhayananth Dharmalingam, Rediet Tadesse, Alexandra Creighton, Bushra Kundi, Alexis Buettgen, Thumeka Mgwigwi, Serban Dinca-Panaitescu, Enakshi Dua, Rachel Gorman

JMIR Form Res 2021 (Nov 05); 5(11):e33335

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Artificial Intelligence in Rehabilitation Targeting the Participation of Children and Youth With Disabilities: Scoping Review

Vera C Kaelin, Mina Valizadeh, Zurisadai Salgado, Natalie Parde, Mary A Khetani

J Med Internet Res 2021 (Nov 04); 23(11):e25745

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Natural Language Processing and Machine Learning Methods to Characterize Unstructured Patient-Reported Outcomes: Validation Study

Zhaohua Lu, Jin-ah Sim, Jade X Wang, Christopher B Forrest, Kevin R Krull, Deokumar Srivastava, Melissa M Hudson, Leslie L Robison, Justin N Baker, I-Chan Huang

J Med Internet Res 2021 (Nov 03); 23(11):e26777

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Examining the Utility of Social Media in COVID-19 Vaccination: Unsupervised Learning of 672,133 Twitter Posts

Tau Ming Liew, Cia Sin Lee

JMIR Public Health Surveill 2021 (Nov 03); 7(11):e29789

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