Candace Michele Fraser, D.O.
Psychiatry (CMS) · Pittsburgh, PA
Shared published services2 shared services · view billing descriptions
39%Service-mix similarityView profile →
Similar work.
More providers to explore.
Compare the published Medicare service mix of Marie Anne Gebara, M.D with clinicians in the same registry specialty: Geriatric Psychiatry (CMS).
PITTSBURGH, PA · Exact areaEdit location
2024 published service data · 5 eligible profiles compared. Similarity describes billing patterns, not quality, outcomes, or suitability for your care.
Daniel Varon, M.D.
Neurology · Psychiatry (CMS) · Pittsburgh, PA
Shared published services1 shared services · view billing descriptions
28%Service-mix similarityView profile →
Sowmya Choudary Puvvada, M.D.
Psychiatry (CMS) · Pittsburgh, PA
Shared published services1 shared services · view billing descriptions
24%Service-mix similarityView profile →
Crystal White
Geriatric Psychiatry (CMS) · Pittsburgh, PA
Shared published services1 shared services · view billing descriptions
12%Service-mix similarityView profile →
How this comparison works
We use the same calendar year of CMS Medicare Physician & Other Practitioners data for both providers. Published non-drug service counts are combined by HCPCS code across places of service. We apply log(1 + count), normalize the vectors, and compare them using cosine similarity.
Candidates share the reference provider’s current NPPES primary taxonomy and match the location you enter. We examine up to 500 candidates in NPI order, then show up to 12 with the highest positive similarity within that set. The score is not a percentile, medical recommendation, or prediction. Suppressed services are not estimated. Medicare fee-for-service data does not describe a provider’s entire practice.
Source: CMS Medicare Physician & Other Practitioners - by Provider and Service : 2024-12-01 · Published May 21, 2026.