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Radiation incident learning in multi-site centers.

Xing Li1,2, Fan-Chi Su3, Qiongge Li2

  • 1Department of Radiation Oncology, Loyola University Chicago Stritch School of Medicine, Maywood, Illinois, USA.

Journal of Applied Clinical Medical Physics
|November 18, 2025
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Summary
This summary is machine-generated.

This study introduces a hybrid approach for incident learning in multi-site hospitals, improving patient safety through efficient cross-site analysis and proactive risk management.

Keywords:
Muti‐site clinicsProactive risk managementRadiation incident learning

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Area of Science:

  • Healthcare Management
  • Patient Safety
  • Clinical Informatics

Background:

  • Multi-site hospital systems face challenges in incident learning due to resource limits and varied site cultures.
  • System-wide policy adherence is often inconsistent across different hospital locations.
  • Effective cross-site learning and proactive risk management are crucial for enhancing patient safety.

Purpose of the Study:

  • To introduce a novel, resource-efficient hybrid approach for incident learning in large, multi-site hospital systems.
  • To facilitate cross-site learning and proactive risk management to improve patient safety.
  • To address challenges posed by resource constraints and diverse site cultures in incident reporting.

Main Methods:

  • A hybrid approach combining statistical and root cause analyses was applied to safety events from 2023-2024 across five hospital sites.
  • Failure modes (FMs) were identified using keywords, with frequency and cross-site correlations visualized through word clouds.
  • A proactive model was employed at a satellite clinic to predict and mitigate potential patient harm.

Main Results:

  • Analysis of 228 events identified "carepath" and "contour" as the most frequent failure modes in treatment planning.
  • "Contour" and "documentation" keywords appeared across four sites, indicating common issues.
  • At a satellite clinic, the proactive model reduced the average risk priority number from 106 to 77 and the estimated affected patients from 27 to 20.

Conclusions:

  • A comprehensive, system-wide hybrid approach was developed, enhancing incident learning efficiency across multi-site clinics.
  • The approach facilitated benchmarking of site-specific safety cultures and enabled measurable cross-site learning.
  • Novel word cloud analysis and a proactive model improved visualization of root causes and system-wide preparedness for patient safety.