2021

  • Thematic Analysis of Reddit Content About Buprenorphine-naloxone Using Manual Annotation and Natural Language Processing Techniques

    2021 Dec 03

    Rachel Lynn Graves, Jeanmarie Perrone, Mohammed Ali Al-Garadi, Yuan-Chi Yang, Jennifer S Love, Karen O’Connor, Graciela Gonzalez-Hernandez, Abeed Sarker

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  • Defining Patient-Oriented Natural Language Processing: A New Paradigm for Research and Development to Facilitate Adoption and Use by Medical Experts

    2021 Sep 28

    Abeed Sarker, Mohammed Ali Al-Garadi, Yuan-Chi Yang, Jinho Choi, Arshed A Quyyumi, Greg S Martin

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  • Mining Long-COVID Symptoms from Reddit: Characterizing Post-COVID Syndrome from Patient Reports

    2021 Sep 02

    Abeed Sarker, Yao Ge

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  • Automatic Gender Detection in Twitter Profiles for Health-Related Cohort Studies

    2021 Jun 23

    Yuan-Chi Yang, Mohammed Ali Al-Garadi, Jennifer S Love, Jeanmarie Perrone, Abeed Sarker

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  • Pre-Trained Transformer-Based Classification and Span Detection Models for Social Media Health Applications

    2021 Jun 10

    Yuting Gao, Yao Ge, Mohammad Ali Al-Garadi, Abeed Sarker

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  • Overview of the Sixth Social Media Mining for Health Applications (#SMM4H) Shared Tasks at NAACL 2021

    2021 Jun 10

    Arjun Magge, Ari Z. Klein, Antonio Miranda-Escalada, Mohammad Ali Al-Garadi, Ilseyar Alimova, Zulfat Miftahutdinov, Eulàlia Farré-Maduell, Salvador Lima López, Ivan Flores, Karen O’Connor, Davy Weissenbacher, Elena Tutubalina, Abeed Sarker, Juan M. Banda, Martin Krallinger, Graciela Gonzalez-Hernandez

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  • Developing an Automatic System for Classifying Chatter About Health Services on Twitter: Case Study for Medicaid

    2021 May 03

    Yuan-Chi Yang, Mohammed Ali Al-Garadi, Whitney Bremer, Jane M. Zhu, David Grande, Abeed Sarker

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  • Gender Differences in Nonmedical Use of Prescription Opioids, Tranquilizers and Stimulant Medications Using Machine Learning and Social Media

    2021 Apr 14 - 2021 Apr 16

    Yuan-Chi Yang, Mohammed Ali Al-Garadi, Jennifer Love, Jeanmarie Perrone, Abeed Sarker

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  • Methadone and Suboxone® Mentions on Twitter: Thematic and Sentiment Analysis

    2021 Apr 06

    Megan Chenworth, Jeanmarie Perrone, Jennifer Love, Rachel Graves, Whitney Hogg-Bremer, Abeed Sarker

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  • CoviDash-SM: A Public COVID19 Dashboard for Social Media Data-Based Research and Surveillance

    2021 Mar 22 - 2021 Mar 25

    Sahithi Lakamana, Mohammad Ali Al-Garadi, Yuan-Chi Yang, Abeed Sarker

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  • Syndromic Surveillance for COVID19 from Reddit using Multi-Platform Lexicons

    2021 Mar 22 - 2021 Mar 25

    Abimbola Leslie, Sahithi Lakamana, Abeed Sarker

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  • Utilizing a Multi-Class Classification Approach to Detect Therapeutic and Recreational Misuse of Opioids on Twitter

    2021 Feb 01

    Samah Jamal Fodeh, Mohammed Al-Garadi, Osama Elsankary, Jeanmarie Perrone, William Becker, Abeed Sarker

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  • Text Classification Models for the Automatic Detection of Nonmedical Prescription Medication Use from Social Media

    2021 Jan 26

    Mohammed Ali Al-Garadi, Yuan-Chi Yang, Haitao Cai, Yucheng Ruan, Karen O'Connor, Graciela Gonzalez-Hernandez, Jeanmarie Perrone, Abeed Sarker

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2020

  • A Light-Weight Text Summarization System for Fast Access to Medical Evidence

    2020 Dec 04

    Abeed Sarker, Yuan-Chi Yang, Mohammad Ali Al-Garadi

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  • Benchmarking of Transformer-Based Pre-Trained Models on Social Media Text Classification Datasets

    2020 Dec 01

    Yuting Guo, Xiangjue Dong, Mohammed Ali Al-Garadi, Abeed Sarker, Cécile Paris, Diego Mollá-Aliod

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  • A System for Automatically Expanding Concept Lexicons for Noisy Biomedical Texts

    2020 Nov 27

    Abeed Sarker

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  • Utilizing a Multi-Class Classification Approach to Detect Therapeutic and Recreational Misuse of Opioids on Twitter

    2020 Nov 20

    Samah Jamal Fodeh, Mohammad Al-Garadi, Osama Elsankary, Jeanmarie Perrone, William Becker, Abeed Sarker

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  • Emory at WNUT-2020 Task 2: Combining Pretrained Deep Learning Models and Feature Enrichment for Informative Tweet Identifications

    2020 Nov 19

    Yuting Gao, Mohammed Ali Al-Garadi, Abeed Sarker

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  • Assessing Perceptions about Medications for Opioid Use Disorder and Naloxone on Twitter

    2020 Aug 24

    Babak Tofighi, Omar El Shahawy, Andrew Segoshi, Katerine P Moreno, Beita Badiei, Abeed Sarker, Noa Krawczyk

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  • Characteristics of Twitter Use by State Medicaid Programs in the United States: Machine Learning Approach

    2020 Aug 17

    Jane M. Zhu, Abeed Sarker, Sarah Gollust, Raina Merchant, David Grande

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  • Self-Reported COVID-19 Symptoms on Twitter: An Analysis and a Research Resource

    2020 Aug 01

    Abeed Sarker, Sahithi Lakamana, Whitney Hogg-Bremer, Angel Xie, Mohammed Ali Al-Garadi, Yuan-Chi Yang

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  • Characteristics of Twitter Use by State Medicaid Programs in the United States: A Machine Learning Application

    2020 Jul 28 - 2020 Aug 06

    Jane M Zhu, Abeed Sarker, Sarah Gollust, Raina Merchant, David Grande

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  • Towards Automatic Bot Detection in Twitter for Health-related Tasks

    2020 May 30

    Anahita Davoudi, Ari Z. Klein, Abeed Sarker, Graciela Gonzalez-Hernandez

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  • Automatic Breast Cancer Cohort Detection from Social Media for Studying Factors Affecting Patient Centered Outcomes

    2020 May 21

    Mohammed Ali Al-Garadi, Yuan-Chi Yang, Sahithi Lakamana, Jie Lin, Sabrina Li, Angel Xie, Whitney Hogg-Bremer, Mylin Torres, Imon Banerjee, Abeed Sarker

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  • Promoting Reproducible Research for Characterizing Nonmedical Use of Medications Through Data Annotation: Description of a Twitter Corpus and Guidelines

    2020 Feb 26

    Karen O'Connor, Abeed Sarker, Jeanmarie Perrone, Graciela Gonzalez-Hernandez

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  • Mining Social Media for Prescription Medication Abuse Monitoring: A Review and Proposal for a Data-Centric Framework

    2020 Feb 01

    Abeed Sarker, Annika DeRoos, Jeanmarie Perrone

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  • Buprenorphine Initiation in the Emergency Department: A Thematic Content Analysis of a #firesidetox Tweetchat

    2020 Jan 02

    Megan Chenworth, Jeanmarie Perrone, Jennifer S. Love, Howard A. Greller, Abeed Sarker, Peter R. Chai

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2019

  • Deep Neural Networks Ensemble for Detecting Medication Mentions in Tweets

    2019 Dec 01

    Davy Weissenbacher, Abeed Sarker, Ari Z. Klein, Karen O'Connor, Arjun Magge, Graciela Gonzalez-Hernandez

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  • Machine Learning and Natural Language Processing for Geolocation-Centric Monitoring and Characterization of Opioid-Related Social Media Chatter

    2019 Nov 01

    Abeed Sarker, Graciela Gonzalez-Hernandez, Yucheng Ruan, Jeanmarie Perrone

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  • Towards Scaling Twitter for Digital Epidemiology of Birth Defects

    2019 Oct 01

    Ari Z. Klein, Abeed Sarker, Davy Weissenbacher, Graciela Gonzalez-Hernandez

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  • Towards Automating Location-Specific Opioid Toxicosurveillance from Twitter via Data Science Methods

    2019 Aug 21

    Abeed Sarker, Graciela Gonzalez-Hernandez, Jeanmarie Perrone

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  • Data-Driven Lexical Normalization for Medical Social Media

    2019 Aug 20

    Anne Dirkson, Suzan Verberne, Abeed Sarker, Wessel Kraaij

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  • An Interpretable Natural Language Processing System for Written Medical Examination Assessment

    2019 Aug 14

    Abeed Sarker, Ari Z. Klein, Janet Mee, Polina Harik, Graciela Gonzalez-Hernandez

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  • Overview of the Fourth Social Media Mining for Health (SMM4H) Shared Tasks at ACL 2019

    2019 Aug 02

    Davy Weissenbacher, Abeed Sarker, Arjun Magge, Ashlynn Daughton, Karen O'Connor, Michael Paul, Graciela Gonzalez-Hernandez

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  • Comment on: "Deep Learning for Pharmacovigilance: Recurrent Neural Network Architectures for Labeling Adverse Drug Reactions in Twitter Posts"

    2019 Jun 01

    Arjun Magge, Abeed Sarker, Azadeh Nikfarjam, Graciela Gonzalez-Hernandez

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  • Towards Real-Time Opioid Abuse Surveillance: Machine Learning for Automatic Characterization of Opioid-Related Tweets

    2019 May 21 - 2019 May 24

    Abeed Sarker, Graciela Gonzalez-Hernandez, Francis DeRoos, Jeanmarie Perrone

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  • Characterizing Opioid-Related Tweets: A Comparison Between Prescription and Illicit Opioid Chatter

    2019 May 21 - 2019 May 24

    Abeed Sarker, Graciela Gonzalez-Hernandez, Francis DeRoos, Jeanmarie Perrone

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  • An Analysis of a Twitter Corpus for Training a Medication Intake Classifier

    2019 May 06

    Ari Z. Klein, Abeed Sarker, Davy Weissenbacher, Graciela Gonzalez-Hernandez

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  • Sentiment, Themes, and Analyses in Tweets about Suboxone

    2019 Mar 01

    Rachel Graves, Jeanmarie Perrone, Jennifer Love, Abeed Sarker

    Code Resources Cite
  • Can Reddit Reveal Unique Facets of Suboxone Use and Misuse?

    2019 Mar 01

    Rachel Graves, Jeanmarie Perrone, Jennifer Love, Abeed Sarker

    Code Resources Cite
  • Bi-Directional Recurrent Neural Network Models for Geographic Location Extraction in Biomedical Literature

    2019 Jan 01

    Arjun Magge, Davy Weissenbacher, Abeed Sarker, Matthew Scotch, Graciela Gonzalez-Hernandez

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