Ann Elizabeth Marshall, M.D.
Pathology (CMS) · Indianapolis, IN
Shared published services3 shared services · view billing descriptions
90%Service-mix similarityView profile →
Similar work.
More providers to explore.
Compare the published Medicare service mix of Manan Chandrakant Patel, MD with clinicians in the same registry specialty: Pathology (CMS).
INDIANAPOLIS, IN · Exact areaEdit location
2024 published service data · 52 eligible profiles compared. Similarity describes billing patterns, not quality, outcomes, or suitability for your care.
Adam Michael Miller, M.D.
Pathology (CMS) · Indianapolis, IN
Shared published services3 shared services · view billing descriptions
90%Service-mix similarityView profile →
Michael David Sever, M.D.
Pathology (CMS) · Indianapolis, IN
Shared published services3 shared services · view billing descriptions
86%Service-mix similarityView profile →
Xiaolin Wu, M.D.
Pathology (CMS) · Indianapolis, IN
Shared published services3 shared services · view billing descriptions
84%Service-mix similarityView profile →
Pieter Wiersema, MD
Pathology (CMS) · Indianapolis, IN
Shared published services3 shared services · view billing descriptions
82%Service-mix similarityView profile →
Jessica Ashli Clevenger, M.D.
Pathology (CMS) · Indianapolis, IN
Shared published services3 shared services · view billing descriptions
81%Service-mix similarityView profile →
Aaron Phelan
Pathology (CMS) · Indianapolis, IN
Shared published services3 shared services · view billing descriptions
80%Service-mix similarityView profile →
Edward R. Wills, MD
Pathology (CMS) · Indianapolis, IN
Shared published services3 shared services · view billing descriptions
80%Service-mix similarityView profile →
Nishi Dave, MD
Pathology (CMS) · Indianapolis, IN
Shared published services3 shared services · view billing descriptions
79%Service-mix similarityView profile →
Robert E Emerson, MD
Pathology (CMS) · Indianapolis, IN
Shared published services3 shared services · view billing descriptions
77%Service-mix similarityView profile →
Rick Bains, D.O.
Pathology (CMS) · Indianapolis, IN
Shared published services3 shared services · view billing descriptions
77%Service-mix similarityView profile →
Mohamed Amin Mustafa, M.D.
Pathology (CMS) · Indianapolis, IN
Shared published services3 shared services · view billing descriptions
76%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.