Lori Vales Lay, M.D.
Cardiovascular Disease (Cardiology) · Nuclear Medicine (CMS) · New York, NY
Shared published services2 shared services · view billing descriptions
36%Service-mix similarityView profile →
Similar work.
More providers to explore.
Compare the published Medicare service mix of Eugene Rhim, M.D. with clinicians in the same registry specialty: Cardiac Electrophysiology · Cardiovascular Disease (Cardiology) (CMS).
NEW YORK, NY · Exact areaEdit location
2024 published service data · 195 eligible profiles compared. Similarity describes billing patterns, not quality, outcomes, or suitability for your care.
Nils A. Guttenplan, M.D.
Cardiac Electrophysiology · Cardiovascular Disease (Cardiology) (CMS) · New York, NY
Shared published services1 shared services · view billing descriptions
27%Service-mix similarityView profile →
Philip J Weintraub
Cardiovascular Disease (Cardiology) · Internal Medicine (CMS) · New York, NY
Shared published services1 shared services · view billing descriptions
19%Service-mix similarityView profile →
Steven Reisman
Cardiovascular Disease (Cardiology) (CMS) · New York, NY
Shared published services1 shared services · view billing descriptions
18%Service-mix similarityView profile →
Gina Wang, MD
Cardiovascular Disease (Cardiology) · Internal Medicine (CMS) · New York, NY
Shared published services1 shared services · view billing descriptions
18%Service-mix similarityView profile →
Philip Varriale
Specialty details in registry · New York, NY
Shared published services1 shared services · view billing descriptions
17%Service-mix similarityView profile →
Haleh Milani, MD
Cardiovascular Disease (Cardiology) · Internal Medicine (CMS) · New York, NY
Shared published services1 shared services · view billing descriptions
11%Service-mix similarityView profile →
Paul H Goldstein, MD
Internal Medicine (CMS) · New York, NY
Shared published services1 shared services · view billing descriptions
10%Service-mix similarityView profile →
Michael A Liguori, MD
Internal Medicine (CMS) · New York, NY
Shared published services1 shared services · view billing descriptions
9%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.