Md Sarker
- Department of Biomedical Informatics
Associate Professor
- (404) 712-0055
- abeed.sarker@emory.edu
- Lab
- Website
-
Emory University
Biomedical Informatics
101 Woodruff Circle, Office 4101
Overview
I am an Associate Professor in Biomedical Informatics at Emory University School of Medicine. I also serve as the Vice Chair for Research at the department.
My research interests lie at the intersection of natural language processing (NLP), applied machine learning, public health and medicine. In particular, I am interested in building end-to-end systems that can convert big natural language data into valuable and actionable knowledge.
Over the last several years, my research has focused very heavily on social media data. Social media, due to its high adoption in the population, presents us with the unique opportunity to conduct population-level health studies and curate knowledge in near real time. At the same time the characteristics of social media posts such as noise, misspellings and non-standard language present exciting challenges for NLP and machine learning. I am the Principal Investigator (PI) of a NIDA-NIH funded grant titled: Mining Social Media Big Data for Toxicovigilance: Automating the Monitoring of Prescription Medication Abuse via NLP and ML Methods (R01DA046619). The goal is to develop methods that can effectively utilize the vast amounts of data about prescription medication abuse, including opioid abuse, that is publicly available via social media to better understand and characterize the problem.
I am also currently directing or contributing to several projects involving text from distinct domains such as electronic health records, social media and published medical literature.
I believe in reproducible and community-driven research, and always try to publicly publish my code. I frequently run specialized workshops on NLP, SMM and applied ML to teach/train researchers and students from a wide spectrum of educational backgrounds.
I am available (and typically enthusiastic) to work on new, challenging projects, run specialized workshops, or talk about potential applications of NLP and applied ML using big and small data. Feel free to contact me via email.
More details at:
https://abeedsarker.com/
https://sarkerlab.org/
Academic Appointment
- Associate Professor, Biomedical Informatics, Emory University
Education
Degrees
- PhD from Macquarie University
- Honours (Traditional Australian) from Macquarie University
- Bachelors from Macquarie University
Research
Publications
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Risk Factors for Adverse Outcomes in a Fontan Population.
Pediatr Cardiol
06/06/2025 Authors: Licitra G; Ivey LC; Raskind-Hood CL; Rodriguez FH; Guo Y; Sarker A; Book WM -
Building community through data: the value of a researcher driven open science ecosystem.
Pain Med Volume: 26 Page(s): 295 - 298
06/01/2025 Authors: Adams MCB; Bann CM; Bayman EO; Chao M; Hergenroeder GW; Knott C; Lindquist MA; Luo ZD; Martin R; Martone ME -
The Digital Narrative: Chronic Pain Self-Management Insights from Reddit in Systemic Lupus Erythematosus.
Volume: 323 Page(s): 483 - 485
04/08/2025 Authors: Bozkurt S; Walker A; Park T; Le N; Sarker A; Irani A; Falasinnu T -
HILGEN: Hierarchically-Informed Data Generation for Biomedical NER Using
Knowledgebases and Large Language Models
03/06/2025 Authors: Ge Y; Guo Y; Das S; Rajwal S; Bozkurt S; Sarker A -
Machine Learning and Natural Language Processing to Improve Classification of Atrial Septal Defects in Electronic Health Records.
Birth Defects Res Volume: 117 Page(s): e2451
03/01/2025 Authors: Guo Y; Shi H; Book WM; Ivey LC; Rodriguez FH; Sameni R; Raskind-Hood C; Robichaux C; Downing KF; Sarker A -
Large Language Models in Healthcare
02/06/2025 Authors: Al-Garadi M; Mungle T; Ahmed A; Sarker A; Miao Z; Matheny ME -
CARE-SD: classifier-based analysis for recognizing provider stigmatizing and doubt marker labels in electronic health records: model development and validation.
J Am Med Inform Assoc Volume: 32 Page(s): 365 - 374
02/01/2025 Authors: Walker A; Thorne A; Das S; Love J; Cooper HLF; Livingston M; Sarker A -
Applications of Natural Language Processing and Large Language Models for Social Determinants of Health: Protocol for a Systematic Review.
JMIR Res Protoc Volume: 14 Page(s): e66094
01/21/2025 Authors: Rajwal S; Zhang Z; Chen Y; Rogers H; Sarker A; Xiao Y -
Two-Layer Retrieval-Augmented Generation Framework for Low-Resource Medical Question Answering Using Reddit Data: Proof-of-Concept Study.
J Med Internet Res Volume: 27 Page(s): e66220
01/06/2025 Authors: Das S; Ge Y; Guo Y; Rajwal S; Hairston J; Powell J; Walker D; Peddireddy S; Lakamana S; Bozkurt S -
"I Been Taking Adderall Mixing it With Lean, Hope I Don't Wake Up Out My Sleep": Harnessing Twitter to Understand Nonmedical Prescription Stimulant Use among Black Women and Men Subscribers.
12/05/2024 Authors: Webster J-L; Lakamana S; Ge Y; Sarker A