authors

• Hackstadt, Amber J
• Ward, Michael J
• Matheny, Michael E
• Perkins, Amy M
• Wrenn, Jesse O
• Reese, Thomas J
• Rubenstein, Melissa D
• Winter, Robert
• Dorn, Chad A
• Martino, Matthew R
• Jin Ho Han, MD, MSc

publication date

• June 30, 2026

published in

• Journal of the American College of Emergency Physicians open  Journal

Keywords

• adverse events
• eXtreme Gradient Boosting (XGBoost)
• emergency department
• least absolute shrinkage and selection operator (LASSO) regression
• machine learning
• nonsteroidal anti-inflammatory drugs
• urgent care

Digital Object Identifier (DOI)

• https://doi.org/10.1016/j.acepjo.2026.100450

PubMed ID

• 42441011

start page

end page

volume

• 7

issue

• 4