Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI)

Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor 2022-12 Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) text conference publication louhi-2022-international 10.18653/v1/2022.louhi-1.0 https://aclanthology.org/2022.louhi-1.0/ Exploring the Influence of Dialog Input Format for Unsupervised Clinical Questionnaire Filling Farnaz Ghassemi Toudeshki author Anna Liednikova author Philippe Jolivet author Claire Gardent author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication ghassemi-toudeshki-etal-2022-exploring 10.18653/v1/2022.louhi-1.1 https://aclanthology.org/2022.louhi-1.1/ 2022-12 1 13 Assessing the Limits of Straightforward Models for Nested Named Entity Recognition in Spanish Clinical Narratives Matias Rojas author Casimiro Pio Carrino author Aitor Gonzalez-Agirre author Jocelyn Dunstan author Marta Villegas author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication rojas-etal-2022-assessing 10.18653/v1/2022.louhi-1.2 https://aclanthology.org/2022.louhi-1.2/ 2022-12 14 25 Can Current Explainability Help Provide References in Clinical Notes to Support Humans Annotate Medical Codes? Byung-Hak Kim author Zhongfen Deng author Philip Yu author Varun Ganapathi author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication kim-etal-2022-current 10.18653/v1/2022.louhi-1.3 https://aclanthology.org/2022.louhi-1.3/ 2022-12 26 34 Distinguishing between focus and background entities in biomedical corpora using discourse structure and transformers Antonio Jimeno Yepes author Karin Verspoor author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication jimeno-yepes-verspoor-2022-distinguishing 10.18653/v1/2022.louhi-1.4 https://aclanthology.org/2022.louhi-1.4/ 2022-12 35 40 FrenchMedMCQA: A French Multiple-Choice Question Answering Dataset for Medical domain Yanis Labrak author Adrien Bazoge author Richard Dufour author Beatrice Daille author Pierre-Antoine Gourraud author Emmanuel Morin author Mickael Rouvier author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication labrak-etal-2022-frenchmedmcqa 10.18653/v1/2022.louhi-1.5 https://aclanthology.org/2022.louhi-1.5/ 2022-12 41 46 A Large-Scale Dataset for Biomedical Keyphrase Generation Maël Houbre author Florian Boudin author Beatrice Daille author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication houbre-etal-2022-large 10.18653/v1/2022.louhi-1.6 https://aclanthology.org/2022.louhi-1.6/ 2022-12 47 53 Section Classification in Clinical Notes with Multi-task Transformers Fan Zhang author Itay Laish author Ayelet Benjamini author Amir Feder author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication zhang-etal-2022-section 10.18653/v1/2022.louhi-1.7 https://aclanthology.org/2022.louhi-1.7/ 2022-12 54 59 Building a Clinically-Focused Problem List From Medical Notes Amir Feder author Itay Laish author Shashank Agarwal author Uri Lerner author Avel Atias author Cathy Cheung author Peter Clardy author Alon Peled-Cohen author Rachana Fellinger author Hengrui Liu author Lan Huong Nguyen author Birju Patel author Natan Potikha author Amir Taubenfeld author Liwen Xu author Seung Doo Yang author Ayelet Benjamini author Avinatan Hassidim author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication feder-etal-2022-building 10.18653/v1/2022.louhi-1.8 https://aclanthology.org/2022.louhi-1.8/ 2022-12 60 68 Specializing Static and Contextual Embeddings in the Medical Domain Using Knowledge Graphs: Let’s Keep It Simple Hicham El Boukkouri author Olivier Ferret author Thomas Lavergne author Pierre Zweigenbaum author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication el-boukkouri-etal-2022-specializing 10.18653/v1/2022.louhi-1.9 https://aclanthology.org/2022.louhi-1.9/ 2022-12 69 80 BioSimCSE: BioMedical Sentence Embeddings using Contrastive learning Kamal raj Kanakarajan author Bhuvana Kundumani author Abhijith Abraham author Malaikannan Sankarasubbu author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication kanakarajan-etal-2022-biosimcse 10.18653/v1/2022.louhi-1.10 https://aclanthology.org/2022.louhi-1.10/ 2022-12 81 86 Proxy-based Zero-Shot Entity Linking by Effective Candidate Retrieval Maciej Wiatrak author Eirini Arvaniti author Angus Brayne author Jonas Vetterle author Aaron Sim author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication wiatrak-etal-2022-proxy 10.18653/v1/2022.louhi-1.11 https://aclanthology.org/2022.louhi-1.11/ 2022-12 87 99 BERT for Long Documents: A Case Study of Automated ICD Coding Arash Afkanpour author Shabir Adeel author Hansenclever Bassani author Arkady Epshteyn author Hongbo Fan author Isaac Jones author Mahan Malihi author Adrian Nauth author Raj Sinha author Sanjana Woonna author Shiva Zamani author Elli Kanal author Mikhail Fomitchev author Donny Cheung author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication afkanpour-etal-2022-bert 10.18653/v1/2022.louhi-1.12 https://aclanthology.org/2022.louhi-1.12/ 2022-12 100 107 Parameter Efficient Transfer Learning for Suicide Attempt and Ideation Detection Bhanu Pratap Singh Rawat author Hong Yu author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication singh-rawat-yu-2022-parameter 10.18653/v1/2022.louhi-1.13 https://aclanthology.org/2022.louhi-1.13/ 2022-12 108 115 Automatic Patient Note Assessment without Strong Supervision Jianing Zhou author Vyom Nayan Thakkar author Rachel Yudkowsky author Suma Bhat author William F Bond author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication zhou-etal-2022-automatic 10.18653/v1/2022.louhi-1.14 https://aclanthology.org/2022.louhi-1.14/ 2022-12 116 126 DDI-MuG: Multi-aspect Graphs for Drug-Drug Interaction Extraction Jie Yang author Yihao Ding author Siqu Long author Josiah Poon author Soyeon Caren Han author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication yang-etal-2022-ddi 10.18653/v1/2022.louhi-1.15 https://aclanthology.org/2022.louhi-1.15/ 2022-12 127 137 Divide and Conquer: An Extreme Multi-Label Classification Approach for Coding Diseases and Procedures in Spanish Jose Barros author Matias Rojas author Jocelyn Dunstan author Andres Abeliuk author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication barros-etal-2022-divide 10.18653/v1/2022.louhi-1.16 https://aclanthology.org/2022.louhi-1.16/ 2022-12 138 147 Curriculum-guided Abstractive Summarization for Mental Health Online Posts Sajad Sotudeh author Nazli Goharian author Hanieh Deilamsalehy author Franck Dernoncourt author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication sotudeh-etal-2022-curriculum 10.18653/v1/2022.louhi-1.17 https://aclanthology.org/2022.louhi-1.17/ 2022-12 148 153 Improving information fusion on multimodal clinical data in classification settings Sneha Jha author Erik Mayer author Mauricio Barahona author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication jha-etal-2022-improving 10.18653/v1/2022.louhi-1.18 https://aclanthology.org/2022.louhi-1.18/ 2022-12 154 159 How Long Is Enough? Exploring the Optimal Intervals of Long-Range Clinical Note Language Modeling Samuel Cahyawijaya author Bryan Wilie author Holy Lovenia author Huan Zhong author MingQian Zhong author Yuk-Yu Nancy Ip author Pascale Fung author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication cahyawijaya-etal-2022-long 10.18653/v1/2022.louhi-1.19 https://aclanthology.org/2022.louhi-1.19/ 2022-12 160 172 A Quantitative and Qualitative Analysis of Schizophrenia Language Amal Alqahtani author Efsun Sarioglu Kayi author Sardar Hamidian author Michael Compton author Mona Diab author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication alqahtani-etal-2022-quantitative 10.18653/v1/2022.louhi-1.20 https://aclanthology.org/2022.louhi-1.20/ 2022-12 173 183 Exploring Hybrid and Ensemble Models for Multiclass Prediction of Mental Health Status on Social Media Sourabh Zanwar author Daniel Wiechmann author Yu Qiao author Elma Kerz author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication zanwar-etal-2022-exploring 10.18653/v1/2022.louhi-1.21 https://aclanthology.org/2022.louhi-1.21/ 2022-12 184 196 A Knowledge-Graph-Based Intrinsic Test for Benchmarking Medical Concept Embeddings and Pretrained Language Models Claudio Aracena author Fabián Villena author Matias Rojas author Jocelyn Dunstan author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication aracena-etal-2022-knowledge 10.18653/v1/2022.louhi-1.22 https://aclanthology.org/2022.louhi-1.22/ 2022-12 197 206 Enriching Deep Learning with Frame Semantics for Empathy Classification in Medical Narrative Essays Priyanka Dey author Roxana Girju author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication dey-girju-2022-enriching 10.18653/v1/2022.louhi-1.23 https://aclanthology.org/2022.louhi-1.23/ 2022-12 207 217 Condition-Treatment Relation Extraction on Disease-related Social Media Data Sichang Tu author Stephen Doogan author Jinho D Choi author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication tu-etal-2022-condition 10.18653/v1/2022.louhi-1.24 https://aclanthology.org/2022.louhi-1.24/ 2022-12 218 228 Integration of Heterogeneous Knowledge Sources for Biomedical Text Processing Parsa Bagherzadeh author Sabine Bergler author 2022-12 text Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI) Alberto Lavelli editor Eben Holderness editor Antonio Jimeno Yepes editor Anne-Lyse Minard editor James Pustejovsky editor Fabio Rinaldi editor Association for Computational Linguistics Abu Dhabi, United Arab Emirates (Hybrid) conference publication bagherzadeh-bergler-2022-integration 10.18653/v1/2022.louhi-1.25 https://aclanthology.org/2022.louhi-1.25/ 2022-12 229 238