Related Experiment Video
Updated: Jul 6, 2026

Inverse Probability of Treatment Weighting (Propensity Score) using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Effect of eliminating behavioral health benefits for selected medicaid enrollees
K John McConnell1, Neal T Wallace, Charles A Gallia
1Center for Policy and Research in Emergency Medicine, Department of Emergency Medicine, Oregon Health & Science University, Mail Code CR114, 3181 SW Sam Jackson Park Rd, Portland OR 97239-3098, USA. mcconnjo@ohsu.edu
Objective:
To determine the extent to which the elimination of behavioral health benefits for selected beneficiaries of Oregon's Medicaid program affected general medical expenditures among enrollees using outpatient mental health and substance abuse treatment services.
Data Source/Study Setting:
Twelve months of claims before and 12 months following a 2003 policy change, which included the elimination of the behavioral health benefit for selected Oregon Medicaid enrollees.
Study Design:
We use a difference-in-differences approach to estimate the change in general medical expenditures following the 2003 policy change. We compare two methodological approaches: regression with propensity score weighting; and one-to-one covariate matching.
Principal Findings:
Enrollees who had accessed the substance abuse treatment benefit demonstrated substantial and statistically significant increases in expenditures. Individuals who accessed the outpatient mental health benefit demonstrated a decrease or no change in expenditures, depending on model specification.
Conclusions:
Elimination of the substance abuse benefit led to increased medical expenditures, although this offset was still smaller than the total cost of the benefit. In contrast, individuals who accessed the outpatient mental health benefit did not exhibit a similar increase, although these individuals did not include a portion of the Medicaid population with severe mental illnesses.
Related Concept Videos
Behavior Modification
A real-world application of operant conditioning principles is applied...
Blinding
Methods of Documentation VI: Case Management Model
For example, a patient with a chronic illness...
Standards of Care I
Operant Conditioning Intervention
In operant conditioning, behaviors that are...
Preventive Healthcare Services