Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor 2019-08 Association for Computational Linguistics Florence, Italy text conference publication ws-2019-social https://aclanthology.org/W19-3200/ Extracting Kinship from Obituary to Enhance Electronic Health Records for Genetic Research Kai He author Jialun Wu author Xiaoyong Ma author Chong Zhang author Ming Huang author Chen Li author Lixia Yao author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication he-etal-2019-extracting 10.18653/v1/W19-3201 https://aclanthology.org/W19-3201/ 2019-08 1 10 Lexical Normalization of User-Generated Medical Text Anne Dirkson author Suzan Verberne author Wessel Kraaij author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication dirkson-etal-2019-lexical 10.18653/v1/W19-3202 https://aclanthology.org/W19-3202/ 2019-08 11 20 Overview of the Fourth Social Media Mining for Health (SMM4H) Shared Tasks at ACL 2019 Davy Weissenbacher author Abeed Sarker author Arjun Magge author Ashlynn Daughton author Karen O’Connor author Michael J Paul author Graciela Gonzalez-Hernandez author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication weissenbacher-etal-2019-overview 10.18653/v1/W19-3203 https://aclanthology.org/W19-3203/ 2019-08 21 30 MedNorm: A Corpus and Embeddings for Cross-terminology Medical Concept Normalisation Maksim Belousov author William G Dixon author Goran Nenadic author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication belousov-etal-2019-mednorm 10.18653/v1/W19-3204 https://aclanthology.org/W19-3204/ 2019-08 31 39 Passive Diagnosis Incorporating the PHQ-4 for Depression and Anxiety Fionn Delahunty author Robert Johansson author Mihael Arcan author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication delahunty-etal-2019-passive 10.18653/v1/W19-3205 https://aclanthology.org/W19-3205/ 2019-08 40 46 HITSZ-ICRC: A Report for SMM4H Shared Task 2019-Automatic Classification and Extraction of Adverse Effect Mentions in Tweets Shuai Chen author Yuanhang Huang author Xiaowei Huang author Haoming Qin author Jun Yan author Buzhou Tang author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication chen-etal-2019-hitsz 10.18653/v1/W19-3206 https://aclanthology.org/W19-3206/ 2019-08 47 51 KFU NLP Team at SMM4H 2019 Tasks: Want to Extract Adverse Drugs Reactions from Tweets? BERT to The Rescue Zulfat Miftahutdinov author Ilseyar Alimova author Elena Tutubalina author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication miftahutdinov-etal-2019-kfu 10.18653/v1/W19-3207 https://aclanthology.org/W19-3207/ 2019-08 52 57 Approaching SMM4H with Merged Models and Multi-task Learning Tilia Ellendorff author Lenz Furrer author Nicola Colic author Noëmi Aepli author Fabio Rinaldi author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication ellendorff-etal-2019-approaching 10.18653/v1/W19-3208 https://aclanthology.org/W19-3208/ 2019-08 58 61 Identifying Adverse Drug Events Mentions in Tweets Using Attentive, Collocated, and Aggregated Medical Representation Xinyan Zhao author Deahan Yu author V.G.Vinod Vydiswaran author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication zhao-etal-2019-identifying 10.18653/v1/W19-3209 https://aclanthology.org/W19-3209/ 2019-08 62 70 Correlating Twitter Language with Community-Level Health Outcomes Arno Schneuwly author Ralf Grubenmann author Séverine Rion Logean author Mark Cieliebak author Martin Jaggi author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication schneuwly-etal-2019-correlating 10.18653/v1/W19-3210 https://aclanthology.org/W19-3210/ 2019-08 71 78 Affective Behaviour Analysis of On-line User Interactions: Are On-line Support Groups More Therapeutic than Twitter? Giuliano Tortoreto author Evgeny Stepanov author Alessandra Cervone author Mateusz Dubiel author Giuseppe Riccardi author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication tortoreto-etal-2019-affective 10.18653/v1/W19-3211 https://aclanthology.org/W19-3211/ 2019-08 79 88 Transfer Learning for Health-related Twitter Data Anne Dirkson author Suzan Verberne author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication dirkson-verberne-2019-transfer 10.18653/v1/W19-3212 https://aclanthology.org/W19-3212/ 2019-08 89 92 NLP@UNED at SMM4H 2019: Neural Networks Applied to Automatic Classifications of Adverse Effects Mentions in Tweets Javier Cortes-Tejada author Juan Martinez-Romo author Lourdes Araujo author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication cortes-tejada-etal-2019-nlp 10.18653/v1/W19-3213 https://aclanthology.org/W19-3213/ 2019-08 93 95 Detecting and Extracting of Adverse Drug Reaction Mentioning Tweets with Multi-Head Self Attention Suyu Ge author Tao Qi author Chuhan Wu author Yongfeng Huang author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication ge-etal-2019-detecting 10.18653/v1/W19-3214 https://aclanthology.org/W19-3214/ 2019-08 96 98 Deep Learning for Identification of Adverse Effect Mentions In Twitter Data Paul Barry author Ozlem Uzuner author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication barry-uzuner-2019-deep 10.18653/v1/W19-3215 https://aclanthology.org/W19-3215/ 2019-08 99 101 Using Machine Learning and Deep Learning Methods to Find Mentions of Adverse Drug Reactions in Social Media Pilar López Úbeda author Manuel Carlos Díaz Galiano author Maite Martin author L Alfonso Urena Lopez author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication lopez-ubeda-etal-2019-using-machine 10.18653/v1/W19-3216 https://aclanthology.org/W19-3216/ 2019-08 102 106 Towards Text Processing Pipelines to Identify Adverse Drug Events-related Tweets: University of Michigan @ SMM4H 2019 Task 1 V.G.Vinod Vydiswaran author Grace Ganzel author Bryan Romas author Deahan Yu author Amy Austin author Neha Bhomia author Socheatha Chan author Stephanie Hall author Van Le author Aaron Miller author Olawunmi Oduyebo author Aulia Song author Radhika Sondhi author Danny Teng author Hao Tseng author Kim Vuong author Stephanie Zimmerman author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication vydiswaran-etal-2019-towards 10.18653/v1/W19-3217 https://aclanthology.org/W19-3217/ 2019-08 107 109 Neural Network to Identify Personal Health Experience Mention in Tweets Using BioBERT Embeddings Shubham Gondane author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication gondane-2019-neural 10.18653/v1/W19-3218 https://aclanthology.org/W19-3218/ 2019-08 110 113 Give It a Shot: Few-shot Learning to Normalize ADR Mentions in Social Media Posts Emmanouil Manousogiannis author Sepideh Mesbah author Alessandro Bozzon author Selene Baez Santamaria author Robert Jan Sips author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication manousogiannis-etal-2019-give 10.18653/v1/W19-3219 https://aclanthology.org/W19-3219/ 2019-08 114 116 BIGODM System in the Social Media Mining for Health Applications Shared Task 2019 Chen-Kai Wang author Hong-Jie Dai author Bo-Hung Wang author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication wang-etal-2019-bigodm 10.18653/v1/W19-3220 https://aclanthology.org/W19-3220/ 2019-08 117 119 Detection of Adverse Drug Reaction Mentions in Tweets Using ELMo Sarah Sarabadani author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication sarabadani-2019-detection 10.18653/v1/W19-3221 https://aclanthology.org/W19-3221/ 2019-08 120 122 Adverse Drug Effect and Personalized Health Mentions, CLaC at SMM4H 2019, Tasks 1 and 4 Parsa Bagherzadeh author Nadia Sheikh author Sabine Bergler author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication bagherzadeh-etal-2019-adverse 10.18653/v1/W19-3222 https://aclanthology.org/W19-3222/ 2019-08 123 126 MIDAS@SMM4H-2019: Identifying Adverse Drug Reactions and Personal Health Experience Mentions from Twitter Debanjan Mahata author Sarthak Anand author Haimin Zhang author Simra Shahid author Laiba Mehnaz author Yaman Kumar author Rajiv Ratn Shah author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication mahata-etal-2019-midas-smm4h 10.18653/v1/W19-3223 https://aclanthology.org/W19-3223/ 2019-08 127 132 Detection of Adverse Drug Reaction in Tweets Using a Combination of Heterogeneous Word Embeddings Segun Taofeek Aroyehun author Alexander Gelbukh author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication aroyehun-gelbukh-2019-detection 10.18653/v1/W19-3224 https://aclanthology.org/W19-3224/ 2019-08 133 135 Identification of Adverse Drug Reaction Mentions in Tweets – SMM4H Shared Task 2019 Samarth Rawal author Siddharth Rawal author Saadat Anwar author Chitta Baral author 2019-08 text Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task Davy Weissenbacher editor Graciela Gonzalez-Hernandez editor Association for Computational Linguistics Florence, Italy conference publication rawal-etal-2019-identification 10.18653/v1/W19-3225 https://aclanthology.org/W19-3225/ 2019-08 136 137