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