Program
Proceedings on ACL anthology: http://aclweb.org/anthology/W18-56
October 31, 2018
9:00–10:30 Session 1 (chair: Yoshinobu Kano)
9:00 Introduction
9:05 Detecting Diabetes Risk from Social Media Activity
Dane Bell, Egoitz Laparra, Aditya Kousik, Terron Ishihara, Mihai Surdeanu and Stephen Kobourov
9:30 Treatment Side Effect Prediction from Online User-generated Content
Hoang Nguyen, Kazunari Sugiyama, Min-Yen Kan and Kishaloy Halder
9:55 Poster booster
10:15 Poster session
Revisiting neural relation classification in clinical notes with external information
Simon Suster, Madhumita Sushil and Walter Daelemans
Supervised Machine Learning for Extractive Query Based Summarisation of Biomedical Data
Mandeep Kaur and Diego Molla
Comparing CNN and LSTM character-level embeddings in BiLSTM-CRF models for chemical and disease named entity recognition
Zenan Zhai, Dat Quoc Nguyen and Karin Verspoor
Deep learning for language understanding of mental health concepts derived from Cognitive Behavioural Therapy
Lina M. Rojas Barahona, Bo-Hsiang Tseng, Yinpei Dai, Clare Mansfield, Osman Ramadan, Stefan Ultes, Michael Crawford and Milica Gasic
Investigating the Challenges of Temporal Relation Extraction from Clinical Text
Diana Galvan, Naoaki Okazaki, Koji Matsuda and Kentaro Inui
De-identifying Free Text of Japanese Dummy Electronic Health Records
Kohei Kajiyama, Hiromasa Horiguchi, Takashi Okumura, Mizuki Morita and Yoshinobu Kano
Unsupervised Identification of Study Descriptors in Toxicology Research: An Experimental Study
Drahomira Herrmannova, Steven Young, Robert Patton, Christopher Stahl, Nicole Kleinstreuer and Mary Wolfe
Identification of Parallel Sentences in Comparable Monolingual Corpora from Different Registers
Rémi Cardon and Natalia Grabar
Evaluation of a Prototype System that Automatically Assigns Subject Headings to Nursing Narratives Using Recurrent Neural Network
Hans Moen, Kai Hakala, Laura-Maria Peltonen, Henry Suhonen, Petri Loukasmäki, Tapio Salakoski, Filip Ginter and Sanna Salanterä
Automatically Detecting the Position and Type of Psychiatric Evaluation Report Sections
Deya Banisakher, Naphtali Rishe and Mark A. Finlayson
10:30–11:00 Break
11:00–12:30 Session 2 (chair: Timothy Miller)
11:00 Iterative development of family history annotation guidelines using a synthetic corpus of clinical text
Taraka Rama, Pål Brekke, Øystein Nytrø and Lilja Øvrelid
11:25 CAS: French Corpus with Clinical Cases
Natalia Grabar, Vincent Claveau and Clément Dalloux
11:40 Analysis of Risk Factor Domains in Psychosis Patient Health Records
Eben Holderness, Nicholas Miller, Kirsten Bolton, Philip Cawkwell, Marie Meteer, James Pustejovsky and Mei Hua-Hall
12:05 Patient Risk Assessment and Warning Symptom Detection Using Deep Attention-Based Neural Networks
Ivan Girardi, Pengfei Ji, An-phi Nguyen, Nora Hollenstein, Adam Ivankay, Lorenz Kuhn, Chiara Marchiori and Ce Zhang
12:30–14:00 Lunch
14:00–15:30 Session 3 (chair: Julien Tourille)
14:00 Invited Talk - Distributed text mining in healthcare: linking data, methods and people
Goran Nenadic
14:50 Syntax-based Transfer Learning for the Task of Biomedical Relation Extraction
Joël Legrand, Yannick Toussaint, Chedy Raïssi and Adrien Coulet
15:15 In-domain Context-aware Token Embeddings Improve Biomedical Named Entity Recognition
Golnar Sheikhshabbafghi, Inanc Birol and Anoop Sarkar
15:30–16:00 Break
16:00–17:30 Session 4 (chair: Diego Molla)
16:00 Self-training improves Recurrent Neural Networks performance for Temporal Relation Extraction
Chen Lin, Timothy Miller, Dmitriy Dligach, Hadi Amiri, Steven Bethard and Guergana Savova
16:25 Listwise temporal ordering of events in clinical notes
Serena Jeblee and Graeme Hirst
16:40 Time Expressions in Mental Health Records for Symptom Onset Extraction
Natalia Viani, Lucia Yin, Joyce Kam, Ayunni Alawi, André Bittar, Rina Dutta, Rashmi Patel, Robert Stewart and Sumithra Velupillai
16:55 Evaluation of a Sequence Tagging Tool for Biomedical Texts
Julien Tourille, Matthieu Doutreligne, Olivier Ferret, Aurélie Névéol, Nicolas Paris and Xavier Tannier
17:10 Learning to Summarize Radiology Findings
Yuhao Zhang, Daisy Yi Ding, Tianpei Qian, Christopher D. Manning and Curtis P. Langlotz