Collection
Health Natural Language Processing
- Submission status
- Closed
Natural Language Processing (NLP) technologies have received significant attention in the medical domain and have demonstrated numerous successful uses in healthcare applications. Recently, deep learning models, especially transformer-based architectures, have become state-of-the-art for many clinical NLP tasks. There is an increasing interest in applying NLP methods to fill the gap of using clinical narratives in healthcare applications. The goal of this special issue is to gather original research works contributing to NLP over health data such as clinical notes, social media, and biomedical literature. This special issue welcomes original research work from the research community contributing to health NLP methods, tools, and applications.
Editors
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Yonghui Wu, PhD
Assistant Professor, College of Medicine, Department of Health Outcomes & Biomedical Informatics, University of Florida, Gainesville, FL, US. Email: Yonghui.wu@ufl.edu
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Hua Xu, PhD
Professor, School of Biomedical Informatics, University of Texas Health Science Center at Houston, Houston, TX, US. Email: Hua.Xu@uth.tmc.edu
Articles (9 in this collection)
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NeighBERT: Medical Entity Linking Using Relation-Induced Dense Retrieval
Authors
- Ayush Singh
- Saranya Krishnamoorthy
- John E. Ortega
- Content type: Research Article
- Published: 18 January 2024
- Pages: 353 - 369
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Neural Models for Generating Natural Language Summaries from Temporal Personal Health Data
Authors
- Jonathan Harris
- Mohammed J. Zaki
- Content type: Research Article
- Published: 16 January 2024
- Pages: 370 - 399
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BioBERTurk: Exploring Turkish Biomedical Language Model Development Strategies in Low-Resource Setting
Authors (first, second and last of 5)
- Hazal Türkmen
- OÄŸuz Dikenelli
- Süha Süreyya Özbek
- Content type: Research Article
- Published: 19 September 2023
- Pages: 433 - 446
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Finding the Best Match — a Case Study on the (Text-)Feature and Model Choice in Digital Mental Health Interventions
Authors (first, second and last of 5)
- Kirsten Zantvoort
- Jonas Scharfenberger
- Burkhardt Funk
- Content type: Research Article
- Open Access
- Published: 18 September 2023
- Pages: 447 - 479
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Natural Language Processing to Classify Caregiver Strategies Supporting Participation Among Children and Youth with Craniofacial Microsomia and Other Childhood-Onset Disabilities
Authors (first, second and last of 5)
- Vera C. Kaelin
- Andrew D. Boyd
- Mary A. Khetani
- Content type: Research Article
- Open Access
- Published: 18 September 2023
- Pages: 480 - 500
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Sequence Labeling for Disambiguating Medical Abbreviations
Authors (first, second and last of 4)
- Mucahit Cevik
- Sanaz Mohammad Jafari
- Savas Yildirim
- Content type: Research Article
- Published: 14 September 2023
- Pages: 501 - 526
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Towards More Generalizable and Accurate Sentence Classification in Medical Abstracts with Less Data
Authors
- Yan Hu
- Yong Chen
- Hua Xu
- Content type: Research Article
- Published: 30 August 2023
- Pages: 542 - 556
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Extracting Complementary and Integrative Health Approaches in Electronic Health Records
Authors (first, second and last of 7)
- Huixue Zhou
- Greg Silverman
- Rui Zhang
- Content type: Research Article
- Published: 17 August 2023
- Pages: 277 - 290