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Updated: Oct 13, 2025

Signal Acquisition, Score Interpretation, and Economics of a Non-Invasive Point-of-Care Test for Coronary Artery Disease
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Crowd-Out and Emergency Department Utilization.

Cameron M Ellis1, Meghan I Esson2

  • 1Fox School of Business, Temple University, USA.

Journal of Health Economics
|November 17, 2021
PubMed
Summary
This summary is machine-generated.

Medicaid expansion impacts healthcare use differently based on prior insurance. Previously uninsured individuals increase primary care use, while those losing private insurance may increase emergency department visits due to reduced primary care access.

Keywords:
Charity CareCrowd OutEmergency DepartmentsMachine LearningMedicaid

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Area of Science:

  • Health economics
  • Public health policy
  • Healthcare utilization

Background:

  • Medicaid expansion significantly alters healthcare costs and utilization patterns.
  • Prior insurance status is a critical, yet often overlooked, determinant of how individuals respond to public insurance gains.

Purpose of the Study:

  • To investigate how prior insurance status influences healthcare substitution patterns among newly insured individuals under Medicaid.
  • To quantify the impact of losing private insurance (crowd-out) on healthcare utilization.

Main Methods:

  • Utilized California's Low Income Health Program (LIHP) and Affordable Care Act (ACA) Medicaid expansions for identification.
  • Employed machine learning techniques to predict prior insurance status from cross-sectional data, addressing crowd-out estimation challenges.

Main Results:

  • Newly insured individuals previously uninsured experienced decreased primary care costs and increased utilization.
  • Individuals who lost private insurance (crowded-out) showed reduced primary care access and increased emergency department utilization.

Conclusions:

  • Prior insurance status critically shapes healthcare substitution effects following Medicaid enrollment.
  • Crowd-out effects, driven by reduced primary care access, are a significant factor in increased emergency department use among the newly insured.