Publications Archive - Center for Computational and Digital Health Innovation

Distribution of the rank of the correct diagnosis of each question by Dolma-based FBPR with k=5.

Counting Clues: A Lightweight Probabilistic Baseline Can Match an LLM

arXiv

Furong Jia, Yuan Pu, Finn Guo, Monica Agrawal

Performance Comparison of MOSAIC With Baselines and Ablation Variants.

An Agentic AI System for Multi-Framework Communication Coding

arXiv

Bohao Yang, Rui Yang, Joshua M. Biro, Haoyuan Wang, Jessica L. Handley, Brianna Richardson, Sophia Bessias, Nicoleta Economou-Zavlanos, Armando D. Bedoya, Monica Agrawal, Michael M. Zavlanos, Anand Chowdhury, Raj M. Ratwani, Kai Sun, Kathryn I. Pollak, Michael J. Pencina, Chuan Hong

ICD-9 depression notes form a tight cluster; ICD-10 depression notes shows a broader semantic dispersion, which mimics the wider distribution.

Interpreting Dataset Shift in Clinical Notes

Machine Learning for Health

Shariar Vaez-Ghaemi, Furong Jia, Monica Agrawal

Model Test Performance on the Duke Health System dataset when training on some proportion p of the training reports (averaged across 10 random seeds). ±Standard deviation is shaded.

Context-Aware Filtering of Unstructured Radiology Reports by Anatomical Region

Machine Learning for Health

Zakk Heile, Pranav Manjunath, Brian Lerner, Samuel Berchuck, Monica Agrawal, Timothy W DUNN

Mixed data pattern caused by temporal shift due to COVID-19 pandemic. We only know when the pandemic (transition) starts, but don’t know the transition status of each encounter.

TRACER: Transfer Learning based Real-time Adaptation for Clinical Evolving Risk

arXiv

Mengying Yan, Ziye Tian, Siqi Li, Nan Liu, Benjamin A. Goldstein, Molei Liu, Chuan Hong

Example of the impact of random sampling on the representation of patient subgroups.

Unsupervised Coverage Sampling to Enhance Clinical Chart Review Coverage for Computable Phenotype Development: Simulation and Empirical Study

JMIR Medical Informatics

Zigui Wang; Jillian H Hurst; Chuan Hong; Benjamin Alan Goldstein

Calcitonin Gene-Related Peptide (CGRP) Inhibitor Use Is Associated With Increased Cardiovascular Event Risk in Patients with Migraine: A Nationwide Study

Circulation

Jay Lusk, MD, MBA, Lauren Wilson, PhD, Carlene Moore, PhD, Stephanie Yarnell, MD, PhD, MBA, Cheryl Kalapura, BS, Aparna Choudhury, BS, Matthew Schrag, MD, PhD, Sven Poli, MD, MSc, Fan Li, PhD, and Brian Mac Grory, MB BCH, BCH

Unadjusted event-free survival for patients prescribed GL.P-1RA versus phentermine-topiramate and GLP-1RA vs bupropion-naltrexone respectively.

Glucagon-Like Peptide-1 Receptor Agonist Use Is Associated With Lower Risk Of Cardiovascular Event Recurrence Compared With Use Of Bupropion-Naltrexone or Phentermine-Topiramate: A Nationwide Target Trial Emulation Study

Circulation

Wenxin Guo, MS, Maidou Wang, N/A, Jiwon Shin, MS, Fan Li, PhD, Emily Obrien, MS, PhD, LaShaunta Glover, MS, PhD, Kristina Bortfeld, MD, Shannon Aymes, MD, MPH, Michael Porter, DO, Brian Mac Grory, MB BCH, BCH, and Jay Lusk, MD, MBA

Abstract 4370283: Real-World Effectiveness of GLP-1 Receptor Agonists on Clinical Outcomes in Patients with Heart Failure with Preserved Ejection Fraction (HFpEF)

Circulation

Cheryl Kalapura, BS, Jiwon Shin, MS, Robert Mentz, BS, MD, Stephen Greene, MD, Brian Mac Grory, MB BCh BAO, Fan Li, PhD, Jay Lusk, MD, MBA, and Emily Obrien, MS, PhD

Lymphotropic Virotherapy Induces DC and High Endothelial Venule Inflammation, Promoting the Antitumor Efficacy of Intratumor Virus Administration Available to Purchase

Cancer Immunology Research

Andrea L. Ludwig, Zachary P. McKay, Griffin P. Carter, Mark A. Katz, Georgia Howell, Vaibhav Jain, Stephanie Arvai, Dirk P. Dittmer, Darell D. Bigner, David M. Ashley, Madison L. Shoaf, Annick Desjardins, Simon G. Gregory, Michael C. Brown, Matthias Gromeier