Pharmacovigilance from social media: mining adverse drug reaction mentions using sequence labeling with word embedding cluster features A Nikfarjam, A Sarker, K O’connor, R Ginn, G Gonzalez Journal of the American Medical Informatics Association 22 (3), 671-681, 2015 | 653 | 2015 |
Utilizing social media data for pharmacovigilance: a review A Sarker, R Ginn, A Nikfarjam, K O’Connor, K Smith, S Jayaraman, ... Journal of biomedical informatics 54, 202-212, 2015 | 582 | 2015 |
Portable automatic text classification for adverse drug reaction detection via multi-corpus training A Sarker, G Gonzalez Journal of biomedical informatics 53, 196-207, 2015 | 443 | 2015 |
Social media mining for toxicovigilance: automatic monitoring of prescription medication abuse from Twitter A Sarker, K O’connor, R Ginn, M Scotch, K Smith, D Malone, G Gonzalez Drug safety 39, 231-240, 2016 | 235 | 2016 |
Analysis of the effect of sentiment analysis on extracting adverse drug reactions from tweets and forum posts I Korkontzelos, A Nikfarjam, M Shardlow, A Sarker, S Ananiadou, ... Journal of biomedical informatics 62, 148-158, 2016 | 202 | 2016 |
Pharmacovigilance on twitter? Mining tweets for adverse drug reactions K O’Connor, P Pimpalkhute, A Nikfarjam, R Ginn, A Sarker, K Smith, ... AMIA annual symposium proceedings 2014, 924, 2014 | 177 | 2014 |
Mining Twitter for adverse drug reaction mentions: a corpus and classification benchmark R Ginn, P Pimpalkhute, A Nikfarjam, A Patki, K O’Connor, A Sarker, ... Proceedings of the fourth workshop on building and evaluating resources for …, 2014 | 172 | 2014 |
Social media mining for public health monitoring and surveillance MJ Paul, A Sarker, JS Brownstein, A Nikfarjam, M Scotch, KL Smith, ... Biocomputing 2016: Proceedings of the Pacific symposium, 468-479, 2016 | 168 | 2016 |
Self-reported COVID-19 symptoms on Twitter: an analysis and a research resource A Sarker, S Lakamana, W Hogg-Bremer, A Xie, MA Al-Garadi, YC Yang Journal of the American Medical Informatics Association 27 (8), 1310-1315, 2020 | 155 | 2020 |
Capturing the patient’s perspective: a review of advances in natural language processing of health-related text G Gonzalez-Hernandez, A Sarker, K O’Connor, G Savova Yearbook of medical informatics 26 (01), 214-227, 2017 | 126 | 2017 |
Overview of the fourth social media mining for health (SMM4H) shared tasks at ACL 2019 D Weissenbacher, A Sarker, A Magge, A Daughton, K O’Connor, M Paul, ... Proceedings of the fourth social media mining for health applications …, 2019 | 111 | 2019 |
Data and systems for medication-related text classification and concept normalization from Twitter: insights from the Social Media Mining for Health (SMM4H)-2017 shared task A Sarker, M Belousov, J Friedrichs, K Hakala, S Kiritchenko, F Mehryary, ... Journal of the American Medical Informatics Association 25 (10), 1274-1283, 2018 | 90 | 2018 |
Overview of the third social media mining for health (SMM4H) shared tasks at EMNLP 2018 D Weissenbacher, A Sarker, M Paul, G Gonzalez Proceedings of the 2018 EMNLP workshop SMM4H: the 3rd social media mining …, 2018 | 88 | 2018 |
Machine Learning and Natural Language Processing for Geolocation-Centric Monitoring and Characterization of Opioid-Related Social Media Chatter A Sarker, G Gonzalez-Hernandez, Y Ruan, J Perrone JAMA Network Open 2 (11), e1914672, 2019 | 82 | 2019 |
Mining adverse drug reaction signals from social media: going beyond extraction A Patki, A Sarker, P Pimpalkhute, A Nikfarjam, R Ginn, K O’Connor, ... Proceedings of BioLinkSig 2014, 1-8, 2014 | 78 | 2014 |
Text Classification Models for the Automatic Detection of Nonmedical Prescription Medication Use from Social Media M Ali Al-Garadi, Y Yang, H Cai, Y Ruan, K O'Connor, ... | 75 | 2021 |
Overview of the sixth social media mining for health applications (# smm4h) shared tasks at naacl 2021 A Magge, A Klein, A Miranda-Escalada, MA Al-Garadi, I Alimova, ... Proceedings of the Sixth Social Media Mining for Health (# SMM4H) Workshop …, 2021 | 74 | 2021 |
Overview of the fifth social media mining for health applications (# smm4h) shared tasks at coling 2020 A Klein, I Alimova, I Flores, A Magge, Z Miftahutdinov, AL Minard, ... Proceedings of the fifth social media mining for health applications …, 2020 | 68 | 2020 |
A corpus for mining drug-related knowledge from Twitter chatter: Language models and their utilities A Sarker, G Gonzalez Data in brief 10, 122-131, 2017 | 63 | 2017 |
Social media mining shared task workshop A Sarker, A Nikfarjam, G Gonzalez Biocomputing 2016: Proceedings of the Pacific Symposium, 581-592, 2016 | 63 | 2016 |