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Published on: June 11, 2012
Understanding Emergency Department 72-Hour Revisits Among Medicaid Patients Using Electronic Healthcare Records.
James Ryan1,2, James Hendler1,3, Kristin P Bennett1,2,3
11 Rensselaer Institute for Data Exploration and Application, Rensselaer Polytechnic Institute , Troy, New York.
Frequent emergency department (ED) visitors, or "frequent flyers," account for nearly half of all Medicaid patient revisits. These patients are three times more likely to be readmitted, highlighting a need for targeted interventions.
Area of Science:
- Health Informatics
- Public Health
- Healthcare Management
Background:
- Electronic Healthcare Records (EHRs) offer potential for improving healthcare quality and reducing costs.
- Emergency Department (ED) recidivism rates in the Medicaid Program are key performance indicators for hospitals.
- Understanding patterns of ED revisits is crucial for effective healthcare delivery.
Purpose of the Study:
- To analyze characteristics of 72-hour ED return visits among Medicaid patients using EHR data.
- To identify factors contributing to frequent ED revisits within the Medicaid population.
- To inform the development of predictive models for high-risk patients.
Main Methods:
- Analysis of 1,149,738 EHRs from ED Medicaid patients over a 2-year period.
- Statistical L1-logistic regression and random forest analyses were employed.
- Comparison of patient diagnoses and ED usage patterns between frequent and infrequent visitors.
Main Results:
- Frequent flyer patients constitute 47% of all Medicaid ED revisits.
- Frequent ED visitors with recent prior revisits are thrice more likely to be readmitted.
- Distinct patterns in ED usage and diagnoses exist between frequent and infrequent patient groups.
Conclusions:
- Frequent ED revisits among Medicaid patients present a significant challenge.
- Identifying distinct patient profiles can guide targeted interventions to improve care efficacy and ED workflow.
- This research lays the groundwork for predictive models to identify patients at high risk of ED revisits.
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