output
20122025
most citedA Multifaceted Benchmarking of Synthetic Electronic Health Record Generation Models

98 citations

10 papers

cs.CL2025★ 13 cited

A Scoping Review of Natural Language Processing in Addressing Medically Inaccurate Information: Errors, Misinformation, and Hallucination

Zhaoyi Sun, Wen-Wai Yim, Ozlem Uzuner +2

Objective: This review aims to explore the potential and challenges of using Natural Language Processing (NLP) to detect, correct, and mitigate medically inaccurate information, in…

cs.CL2024★ 3 cited

CACER: Clinical Concept Annotations for Cancer Events and Relations

Yujuan Fu, Giridhar Kaushik Ramachandran, Ahmad Halwani +5

Clinical notes contain unstructured representations of patient histories, including the relationships between medical problems and prescription drugs. To investigate the relationsh…

cs.CL2023

Deep Representations of First-person Pronouns for Prediction of Depression Symptom Severity

Xinyang Ren, Hannah A Burkhardt, Patricia A Areán +2

Prior work has shown that analyzing the use of first-person singular pronouns can provide insight into individuals' mental status, especially depression symptom severity. These fin…

cs.CL2023★ 10 cited

LeafAI: query generator for clinical cohort discovery rivaling a human programmer

Nicholas J Dobbins, Bin Han, Weipeng Zhou +5

Objective: Identifying study-eligible patients within clinical databases is a critical step in clinical research. However, accurate query design typically requires extensive techni…

cs.CL2023★ 48 cited

The 2022 n2c2/UW Shared Task on Extracting Social Determinants of Health

Kevin Lybarger, Meliha Yetisgen, Özlem Uzuner

Objective: The n2c2/UW SDOH Challenge explores the extraction of social determinant of health (SDOH) information from clinical notes. The objectives include the advancement of natu…

cs.LG2022★ 98 cited

A Multifaceted Benchmarking of Synthetic Electronic Health Record Generation Models

Chao Yan, Yao Yan, Zhiyu Wan +5

Synthetic health data have the potential to mitigate privacy concerns when sharing data to support biomedical research and the development of innovative healthcare applications. Mo…