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Home / About ACCC / Awards / ACCC Innovator Awards / 2025 Winners / Wellspan Health Wellspan Cancer Institute

WELLSPAN HEALTH, WELLSPAN CANCER INSTITUTE

WellSpan Health, WellSpan Cancer Institute

Andrew Munchel, MSN, RN, OCN, CPHQ
Quality Program Administrator, Oncology Service Line
WellSpan Health, WellSpan Cancer Institute
York, Pennsylvania

Adopting Machine Learning-Enabled Decision Support to Improve Oncology End-of-Life Outcomes

Machine learning-enabled decision support helped this program integrate a 12-month mortality risk model into clinical workflows, reducing in-hospital mortality and healthcare costs while increasing palliative care utilization. Outcomes data show an 84% increase in palliative care referrals and a 14% decrease in in-hospital mortality among advanced cancer patients.

From the ACCCBuzz Blog

Adopting Machine Learning-Enabled Decision Support to Improve Oncology End-of-Life Outcomes

Adopting Machine Learning-Enabled Decision Support to Improve Oncology End-of-Life Outcomes

May 13th 2025

In this Q&A with WellSpan Cancer Institute, one of the six 2025 ACCC Innovator Award Winners, ACCCBuzz dives into the program's initiative that leverages machine learning-enabled decision support to improve end-of-life outcomes.