%0 Conference Proceedings %T Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %E Weissenbacher, Davy %E Gonzalez-Hernandez, Graciela %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F ws-2019-social %U https://aclanthology.org/W19-3200 %0 Conference Proceedings %T Extracting Kinship from Obituary to Enhance Electronic Health Records for Genetic Research %A He, Kai %A Wu, Jialun %A Ma, Xiaoyong %A Zhang, Chong %A Huang, Ming %A Li, Chen %A Yao, Lixia %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F he-etal-2019-extracting %R 10.18653/v1/W19-3201 %U https://aclanthology.org/W19-3201 %U https://doi.org/10.18653/v1/W19-3201 %P 1-10 %0 Conference Proceedings %T Lexical Normalization of User-Generated Medical Text %A Dirkson, Anne %A Verberne, Suzan %A Kraaij, Wessel %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F dirkson-etal-2019-lexical %R 10.18653/v1/W19-3202 %U https://aclanthology.org/W19-3202 %U https://doi.org/10.18653/v1/W19-3202 %P 11-20 %0 Conference Proceedings %T Overview of the Fourth Social Media Mining for Health (SMM4H) Shared Tasks at ACL 2019 %A Weissenbacher, Davy %A Sarker, Abeed %A Magge, Arjun %A Daughton, Ashlynn %A O’Connor, Karen %A Paul, Michael J. %A Gonzalez-Hernandez, Graciela %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F weissenbacher-etal-2019-overview %R 10.18653/v1/W19-3203 %U https://aclanthology.org/W19-3203 %U https://doi.org/10.18653/v1/W19-3203 %P 21-30 %0 Conference Proceedings %T MedNorm: A Corpus and Embeddings for Cross-terminology Medical Concept Normalisation %A Belousov, Maksim %A Dixon, William G. %A Nenadic, Goran %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F belousov-etal-2019-mednorm %R 10.18653/v1/W19-3204 %U https://aclanthology.org/W19-3204 %U https://doi.org/10.18653/v1/W19-3204 %P 31-39 %0 Conference Proceedings %T Passive Diagnosis Incorporating the PHQ-4 for Depression and Anxiety %A Delahunty, Fionn %A Johansson, Robert %A Arcan, Mihael %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F delahunty-etal-2019-passive %R 10.18653/v1/W19-3205 %U https://aclanthology.org/W19-3205 %U https://doi.org/10.18653/v1/W19-3205 %P 40-46 %0 Conference Proceedings %T HITSZ-ICRC: A Report for SMM4H Shared Task 2019-Automatic Classification and Extraction of Adverse Effect Mentions in Tweets %A Chen, Shuai %A Huang, Yuanhang %A Huang, Xiaowei %A Qin, Haoming %A Yan, Jun %A Tang, Buzhou %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F chen-etal-2019-hitsz %R 10.18653/v1/W19-3206 %U https://aclanthology.org/W19-3206 %U https://doi.org/10.18653/v1/W19-3206 %P 47-51 %0 Conference Proceedings %T KFU NLP Team at SMM4H 2019 Tasks: Want to Extract Adverse Drugs Reactions from Tweets? BERT to The Rescue %A Miftahutdinov, Zulfat %A Alimova, Ilseyar %A Tutubalina, Elena %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F miftahutdinov-etal-2019-kfu %R 10.18653/v1/W19-3207 %U https://aclanthology.org/W19-3207 %U https://doi.org/10.18653/v1/W19-3207 %P 52-57 %0 Conference Proceedings %T Approaching SMM4H with Merged Models and Multi-task Learning %A Ellendorff, Tilia %A Furrer, Lenz %A Colic, Nicola %A Aepli, Noëmi %A Rinaldi, Fabio %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F ellendorff-etal-2019-approaching %R 10.18653/v1/W19-3208 %U https://aclanthology.org/W19-3208 %U https://doi.org/10.18653/v1/W19-3208 %P 58-61 %0 Conference Proceedings %T Identifying Adverse Drug Events Mentions in Tweets Using Attentive, Collocated, and Aggregated Medical Representation %A Zhao, Xinyan %A Yu, Deahan %A Vydiswaran, V.G.Vinod %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F zhao-etal-2019-identifying %R 10.18653/v1/W19-3209 %U https://aclanthology.org/W19-3209 %U https://doi.org/10.18653/v1/W19-3209 %P 62-70 %0 Conference Proceedings %T Correlating Twitter Language with Community-Level Health Outcomes %A Schneuwly, Arno %A Grubenmann, Ralf %A Rion Logean, Séverine %A Cieliebak, Mark %A Jaggi, Martin %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F schneuwly-etal-2019-correlating %R 10.18653/v1/W19-3210 %U https://aclanthology.org/W19-3210 %U https://doi.org/10.18653/v1/W19-3210 %P 71-78 %0 Conference Proceedings %T Affective Behaviour Analysis of On-line User Interactions: Are On-line Support Groups More Therapeutic than Twitter? %A Tortoreto, Giuliano %A Stepanov, Evgeny %A Cervone, Alessandra %A Dubiel, Mateusz %A Riccardi, Giuseppe %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F tortoreto-etal-2019-affective %R 10.18653/v1/W19-3211 %U https://aclanthology.org/W19-3211 %U https://doi.org/10.18653/v1/W19-3211 %P 79-88 %0 Conference Proceedings %T Transfer Learning for Health-related Twitter Data %A Dirkson, Anne %A Verberne, Suzan %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F dirkson-verberne-2019-transfer %R 10.18653/v1/W19-3212 %U https://aclanthology.org/W19-3212 %U https://doi.org/10.18653/v1/W19-3212 %P 89-92 %0 Conference Proceedings %T NLP@UNED at SMM4H 2019: Neural Networks Applied to Automatic Classifications of Adverse Effects Mentions in Tweets %A Cortes-Tejada, Javier %A Martinez-Romo, Juan %A Araujo, Lourdes %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F cortes-tejada-etal-2019-nlp %R 10.18653/v1/W19-3213 %U https://aclanthology.org/W19-3213 %U https://doi.org/10.18653/v1/W19-3213 %P 93-95 %0 Conference Proceedings %T Detecting and Extracting of Adverse Drug Reaction Mentioning Tweets with Multi-Head Self Attention %A Ge, Suyu %A Qi, Tao %A Wu, Chuhan %A Huang, Yongfeng %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F ge-etal-2019-detecting %R 10.18653/v1/W19-3214 %U https://aclanthology.org/W19-3214 %U https://doi.org/10.18653/v1/W19-3214 %P 96-98 %0 Conference Proceedings %T Deep Learning for Identification of Adverse Effect Mentions In Twitter Data %A Barry, Paul %A Uzuner, Ozlem %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F barry-uzuner-2019-deep %R 10.18653/v1/W19-3215 %U https://aclanthology.org/W19-3215 %U https://doi.org/10.18653/v1/W19-3215 %P 99-101 %0 Conference Proceedings %T Using Machine Learning and Deep Learning Methods to Find Mentions of Adverse Drug Reactions in Social Media %A López Úbeda, Pilar %A Díaz Galiano, Manuel Carlos %A Martin, Maite %A Urena Lopez, L. Alfonso %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F lopez-ubeda-etal-2019-using-machine %R 10.18653/v1/W19-3216 %U https://aclanthology.org/W19-3216 %U https://doi.org/10.18653/v1/W19-3216 %P 102-106 %0 Conference Proceedings %T Towards Text Processing Pipelines to Identify Adverse Drug Events-related Tweets: University of Michigan @ SMM4H 2019 Task 1 %A Vydiswaran, V.G.Vinod %A Ganzel, Grace %A Romas, Bryan %A Yu, Deahan %A Austin, Amy %A Bhomia, Neha %A Chan, Socheatha %A Hall, Stephanie %A Le, Van %A Miller, Aaron %A Oduyebo, Olawunmi %A Song, Aulia %A Sondhi, Radhika %A Teng, Danny %A Tseng, Hao %A Vuong, Kim %A Zimmerman, Stephanie %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F vydiswaran-etal-2019-towards %R 10.18653/v1/W19-3217 %U https://aclanthology.org/W19-3217 %U https://doi.org/10.18653/v1/W19-3217 %P 107-109 %0 Conference Proceedings %T Neural Network to Identify Personal Health Experience Mention in Tweets Using BioBERT Embeddings %A Gondane, Shubham %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F gondane-2019-neural %R 10.18653/v1/W19-3218 %U https://aclanthology.org/W19-3218 %U https://doi.org/10.18653/v1/W19-3218 %P 110-113 %0 Conference Proceedings %T Give It a Shot: Few-shot Learning to Normalize ADR Mentions in Social Media Posts %A Manousogiannis, Emmanouil %A Mesbah, Sepideh %A Bozzon, Alessandro %A Baez Santamaria, Selene %A Sips, Robert Jan %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F manousogiannis-etal-2019-give %R 10.18653/v1/W19-3219 %U https://aclanthology.org/W19-3219 %U https://doi.org/10.18653/v1/W19-3219 %P 114-116 %0 Conference Proceedings %T BIGODM System in the Social Media Mining for Health Applications Shared Task 2019 %A Wang, Chen-Kai %A Dai, Hong-Jie %A Wang, Bo-Hung %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F wang-etal-2019-bigodm %R 10.18653/v1/W19-3220 %U https://aclanthology.org/W19-3220 %U https://doi.org/10.18653/v1/W19-3220 %P 117-119 %0 Conference Proceedings %T Detection of Adverse Drug Reaction Mentions in Tweets Using ELMo %A Sarabadani, Sarah %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F sarabadani-2019-detection %R 10.18653/v1/W19-3221 %U https://aclanthology.org/W19-3221 %U https://doi.org/10.18653/v1/W19-3221 %P 120-122 %0 Conference Proceedings %T Adverse Drug Effect and Personalized Health Mentions, CLaC at SMM4H 2019, Tasks 1 and 4 %A Bagherzadeh, Parsa %A Sheikh, Nadia %A Bergler, Sabine %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F bagherzadeh-etal-2019-adverse %R 10.18653/v1/W19-3222 %U https://aclanthology.org/W19-3222 %U https://doi.org/10.18653/v1/W19-3222 %P 123-126 %0 Conference Proceedings %T MIDAS@SMM4H-2019: Identifying Adverse Drug Reactions and Personal Health Experience Mentions from Twitter %A Mahata, Debanjan %A Anand, Sarthak %A Zhang, Haimin %A Shahid, Simra %A Mehnaz, Laiba %A Kumar, Yaman %A Shah, Rajiv Ratn %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F mahata-etal-2019-midas-smm4h %R 10.18653/v1/W19-3223 %U https://aclanthology.org/W19-3223 %U https://doi.org/10.18653/v1/W19-3223 %P 127-132 %0 Conference Proceedings %T Detection of Adverse Drug Reaction in Tweets Using a Combination of Heterogeneous Word Embeddings %A Aroyehun, Segun Taofeek %A Gelbukh, Alexander %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F aroyehun-gelbukh-2019-detection %R 10.18653/v1/W19-3224 %U https://aclanthology.org/W19-3224 %U https://doi.org/10.18653/v1/W19-3224 %P 133-135 %0 Conference Proceedings %T Identification of Adverse Drug Reaction Mentions in Tweets – SMM4H Shared Task 2019 %A Rawal, Samarth %A Rawal, Siddharth %A Anwar, Saadat %A Baral, Chitta %Y Weissenbacher, Davy %Y Gonzalez-Hernandez, Graciela %S Proceedings of the Fourth Social Media Mining for Health Applications (#SMM4H) Workshop & Shared Task %D 2019 %8 August %I Association for Computational Linguistics %C Florence, Italy %F rawal-etal-2019-identification %R 10.18653/v1/W19-3225 %U https://aclanthology.org/W19-3225 %U https://doi.org/10.18653/v1/W19-3225 %P 136-137