📰 Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2020: all accepted papers

33 papers · the most cited first · ← Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2020

1. Pretrained Language Models for Biomedical and Clinical Tasks: Understanding and Extending the State-of-the-ArtPatrick Lewis, Myle Ott, Jingfei Du et al.167 citations · our summary
2. BioBERTpt - A Portuguese Neural Language Model for Clinical Named Entity Recognition ↗Elisa Terumi Rubel Schneider, João Vitor Andrioli de Souza, Julien Knafou et al.94 citations
3. BERT-XML: Large Scale Automated ICD Coding Using BERT Pretraining ↗Zachariah Zhang, Jingshu Liu, Narges Razavian76 citations
4. Clinical XLNet: Modeling Sequential Clinical Notes and Predicting Prolonged Mechanical Ventilation ↗Kexin Huang, Abhishek Singh, Sitong Chen et al.54 citations
5. The Chilean Waiting List Corpus: a new resource for clinical Named Entity Recognition in Spanish ↗Pablo Báez, Fabián Villena, Matías Rojas et al.35 citations
6. MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining ↗Zhi Wen, Xing Han Lu, Siva Reddy28 citations
7. Assessment of DistilBERT performance on Named Entity Recognition task for the detection of Protected Health Information and medical concepts ↗Macarious Abadeer20 citations
8. Learning from Unlabelled Data for Clinical Semantic Textual Similarity ↗Yuxia Wang, Karin Verspoor, Timothy Baldwin20 citations
9. Dilated Convolutional Attention Network for Medical Code Assignment from Clinical Text ↗Shaoxiong Ji, Erik Cambria, Pekka Marttinen19 citations
10. Joint Learning with Pre-trained Transformer on Named Entity Recognition and Relation Extraction Tasks for Clinical Analytics ↗Miao Chen, Ganhui Lan, Fang Du et al.19 citations
11. Evaluation of Transfer Learning for Adverse Drug Event (ADE) and Medication Entity Extraction ↗Sankaran Narayanan, Kaivalya Mannam, Sreeranga P Rajan et al.18 citations
12. Exploring Text Specific and Blackbox Fairness Algorithms in Multimodal Clinical NLP ↗John Chen, Ian Berlot-Attwell, Xindi Wang et al.14 citations
13. Multiple Sclerosis Severity Classification From Clinical Text ↗Alister D'Costa, Stefan Denkovski, Michal Malyska et al.11 citations
14. PHICON: Improving Generalization of Clinical Text De-identification Models via Data Augmentation ↗Xiang Yue, Shuang Zhou10 citations
15. Utilizing Multimodal Feature Consistency to Detect Adversarial Examples on Clinical Summaries ↗Wenjie Wang, Youngja Park, Taesung Lee et al.10 citations
16. Weakly Supervised Medication Regimen Extraction from Medical Conversations ↗Dhruvesh Patel, Sandeep Konam, Sai Prabhakar9 citations
17. Automatic recognition of abdominal lymph nodes from clinical text ↗Yifan Peng, Sungwon Lee, Daniel C. Elton et al.6 citations
18. Extracting Relations between Radiotherapy Treatment Details ↗Danielle Bitterman, Timothy Miller, David Harris et al.6 citations
19. How You Ask Matters: The Effect of Paraphrastic Questions to BERT Performance on a Clinical SQuAD Dataset ↗Sungrim (Riea) Moon, Jungwei Fan6 citations
20. Knowledge Grounded Conversational Symptom Detection with Graph Memory Networks ↗Hongyin Luo, Shang-Wen Li, James Glass5 citations
21. Incorporating Risk Factor Embeddings in Pre-trained Transformers Improves Sentiment Prediction in Psychiatric Discharge Summaries ↗Xiyu Ding, Mei-Hua Hall, Timothy Miller4 citations
22. Advancing Seq2seq with Joint Paraphrase Learning ↗So Yeon Min, Preethi Raghavan, Peter Szolovits3 citations
23. An Ensemble Approach for Automatic Structuring of Radiology Reports ↗Morteza Pourreza Shahri, Amir Tahmasebi, Bingyang Ye et al.3 citations
24. Classification of Syncope Cases in Norwegian Medical Records ↗Ildiko Pilan, Pål H. Brekke, Fredrik A. Dahl et al.3 citations
25. Comparison of Machine Learning Methods for Multi-label Classification of Nursing Education and Licensure Exam Questions ↗John Langton, Krishna Srihasam, Junlin Jiang3 citations
26. Distinguishing between Dementia with Lewy bodies (DLB) and Alzheimer's Disease (AD) using Mental Health Records: a Classification Approach ↗Zixu Wang, Julia Ive, Sinead Moylett et al.3 citations
27. Various Approaches for Predicting Stroke Prognosis using Magnetic Resonance Imaging Text Records ↗Tak-Sung Heo, Chulho Kim, Jeong-Myeong Choi et al.3 citations
28. Cancer Registry Information Extraction via Transfer Learning ↗Yan-Jie Lin, Hong-Jie Dai, You-Chen Zhang et al.2 citations
29. On the diminishing return of labeling clinical reports ↗Jean-Baptiste Lamare, Oloruntobiloba Olatunji, Li Yao2 citations
30. Relative and Incomplete Time Expression Anchoring for Clinical Text ↗Louise Dupuis, Nicol Bergou, Hegler Tissot et al.2 citations
31. Where's the Question? A Multi-channel Deep Convolutional Neural Network for Question Identification in Textual Data ↗George Michalopoulos, Helen Chen, Alexander Wong2 citations
32. Extracting Semantic Aspects for Structured Representation of Clinical Trial Eligibility Criteria ↗Tirthankar Dasgupta, Ishani Mondal, Abir Naskar et al.1 citation
33. Information Extraction from Swedish Medical Prescriptions with Sig-Transformer Encoder ↗John Pougué Biyong, Bo Wang, Terry Lyons et al.

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