Risk Adjustment – Medxy AI

Impact of Hospital Transfer-In Prevalence on Risk-Adjusted Outcomes: Insights from a National Retrospective Cohort Study

By MedXY 09/20/2026

This review synthesizes evidence on how hospitals' prevalence of transfer-in patients relates to risk-adjusted mortality, length of stay, and charges, highlighting complex interplay between patient case mix and hospital performance metrics.

Cardiology General Surgery news

Evaluating Textbook Outcome as a Robust Quality Metric for Hospital Benchmarking in Adult Cardiac Surgery

By MedXY 08/23/2026

Textbook outcome—a composite measure of survival without complications or prolonged hospitalization—effectively distinguishes hospital performance and predicts 180-day mortality and readmission following elective adult cardiac surgery.

Cardiology Emergency Medicine news

New Benchmarking Standard: Validated Risk Models for Survival and ROSC in Out-of-Hospital Cardiac Arrest

By MedXY 01/05/2026

Researchers in England have developed and validated multivariable risk adjustment models for ROSC and survival following out-of-hospital cardiac arrest. These models provide a robust framework for benchmarking EMS performance and driving quality improvement in emergency cardiovascular care.