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Screening for Rate of Ghost Physicians in Provider Directories
Jianhui Xu1, Daniel Polsky1,2
1Department of Health Policy and Management, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland, USA.
Health Services Research
|February 5, 2026
Summary
Ghost networks inflate physician directory accuracy. A new method found 17.5% general and 11.5% network-specific ghost primary care physicians in Medicare Advantage plans, aiding directory audits.
Area of Science:
- Health Services Research
- Health Policy
- Health Informatics
Background:
- Provider directories are crucial for patient access to care in health plans.
- Inaccurate provider directories, including 'ghost networks,' can lead to patient confusion and barriers to care.
- Medicare Advantage (MA) plans rely on accurate provider listings for beneficiary access.
Purpose of the Study:
- To establish a conceptual framework for understanding ghost networks.
- To introduce a novel methodology for quantifying ghost physician prevalence within health plan provider directories.
- To assess the prevalence of ghost primary care physicians (PCPs) in MA plans.
Main Methods:
- Categorized PCPs into general ghosts (unavailable to any Medicare beneficiaries) and network-specific ghosts (unavailable to specific MA network enrollees).
- Utilized multiple data sources, including Ideon MA provider directory data, NPI registry, and OneKey database.
- Employed a logistic model to differentiate truly unavailable physicians from those with low patient volume due to chance.
Main Results:
- 17.5% of listed PCPs in an average MA network were general ghosts.
- 11.5% of listed PCPs were network-specific ghosts.
- Health maintenance organization networks and networks with low star ratings exhibited higher ghost PCP prevalence.
Conclusions:
- Provider directories must accurately reflect physician availability for patient care.
- The proposed methodology can support targeted network audits to improve directory accuracy.
- Ensuring directory accuracy is essential for effective healthcare delivery and policy.
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