Opening remarks
Zoom

Keynote Talk: Hong Yu
Deep Learning is Conquering Human Tasks. How Far Can it Go in Medicine? Advances, Challenges, and Future Directions
Video

Keynote Q&A
Zoom, Rocket Chat

Oral Session 1

• Various Approaches for Predicting Stroke Prognosis using Magnetic Resonance Imaging Text Records
• Multiple Sclerosis Severity Classification From Clinical Text
• BERT-XML: Large Scale Automated ICD Coding Using BERT Pretraining

Oral Session 1 Q&A
Zoom, Rocket Chat

Coffee Break (Gather.Town room L)

Oral Session 2

• Incorporating Risk Factor Embeddings in Pre-trained Transformers Improves Sentiment Prediction in Psychiatric Discharge Summaries
• Information Extraction from Swedish Medical Prescriptions with Sig-Transformer Encoder
• Evaluation of Transfer Learning for Adverse Drug Event (ADE) and Medication Entity Extraction
• BioBERTpt - A Portuguese Neural Language Model for Clinical Named Entity Recognition

Oral Session 2 Q&A
Zoom, Rocket Chat

Poster Teasers

• Dilated Convolutional Attention Network for Medical Code Assignment from Clinical Text
• Classification of Syncope Cases in Norwegian Medical Records
• Comparison of Machine Learning Methods for Multi-label Classification of Nursing Education and Licensure Exam Questions
• Clinical XLNet: Modeling Sequential Clinical Notes and Predicting Prolonged Mechanical Ventilation
• Automatic recognition of abdominal lymph nodes from clinical text
• How You Ask Matters: The Effect of Paraphrastic Questions to BERT Performance on a Clinical SQuAD Dataset
• Relative and Incomplete Time Expression Anchoring for Clinical Text
• MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining
• Knowledge Grounded Conversational Symptom Detection with Graph Memory Networks
• Pretrained Language Models for Biomedical and Clinical Tasks: Understanding and Extending the State-of-the-Art
• Assessment of DistilBERT performance on Named Entity Recognition task for the detection of Protected Health Information and medical concepts
• Distinguishing between Dementia with Lewy bodies (DLB) and Alzheimer’s Disease (AD) using Mental Health Records: a Classification Approach
• Weakly Supervised Medication Regimen Extraction from Medical Conversations
• Extracting Relations between Radiotherapy Treatment Details
• Cancer Registry Information Extraction via Transfer Learning
• PHICON: Improving Generalization of Clinical Text De-identification Models via Data Augmentation
• Where’s the Question? A Multi-channel Deep Convolutional Neural Network for Question Identification in Textual Data
• Learning from Unlabelled Data for Clinical Semantic Textual Similarity
• Joint Learning with Pre-trained Transformer on Named Entity Recognition and Relation Extraction Tasks for Clinical Analytics

Poster Session & Lunch (Gather.Town rooms L and M)

Oral Session 3

• Extracting Semantic Aspects for Structured Representation of Clinical Trial Eligibility Criteria
• An Ensemble Approach to Automatic Structuring of Radiology Reports
• Utilizing Multimodal Feature Consistency to Detect Adversarial Examples on Clinical Summaries
• Advancing Seq2seq Models with Joint Paraphrase Learning

Oral Session 3 Q&A
Zoom, Rocket Chat

EMNLP Findings Session 1

• Learning to Generate Clinically Coherent Chest X-Ray Reports
• Learning Visual-Semantic Embeddings for Reporting Abnormal Findings on Chest X-rays
• Characterizing the Valuable Information in Medical Notes
• PharmMT: A Neural Machine Translation Approach to Simplify Prescription Directions

EMNLP Findings Session 1 Q&A
Zoom, Rocket Chat

Coffee Break (Gather.Town room L)

EMNLP Findings Session 2

• A Dual-Attention Network for Joint Named Entity Recognition and Sentence Classification of Adverse Drug Events
• Dr. Summarize: Global Summarization of Medical Dialogue by Exploiting Local Structures
• Generating Accurate Electronic Health Assessment from Medical Graph

EMNLP Findings Session 2 Q&A
Zoom, Rocket Chat

Best Paper Session

• On the diminishing return of labeling clinical reports
• The Chilean Waiting List Corpus: a new resource for clinical Named Entity Recognition in Spanish
• Analyzing Text Specific vs Blackbox Fairness Algorithms in Multimodal Clinical NLP

Best Paper Session Q&A
Zoom, Rocket Chat

Concluding Session