Monica Yun Liu, MD, PHD
Pulmonary Disease (CMS) · Madison, WI
Shared published services3 shared services · view billing descriptions
83%Service-mix similarityView profile →
Similar work.
More providers to explore.
Compare the published Medicare service mix of Taeha Kim with clinicians in the same registry specialty: Internal Medicine · Pulmonary Disease (CMS).
MADISON, WI · Exact areaEdit location
2024 published service data · 47 eligible profiles compared. Similarity describes billing patterns, not quality, outcomes, or suitability for your care.
Amik Sodhi, MD
Critical Care (Intensivists) · Pulmonary Disease (CMS) · Madison, WI
Shared published services3 shared services · view billing descriptions
82%Service-mix similarityView profile →
Katherine S. Habeeb, MD
Critical Care (Intensivists) · Pulmonary Disease (CMS) · Madison, WI
Shared published services3 shared services · view billing descriptions
82%Service-mix similarityView profile →
John G Mccartney, MD
Pulmonary Disease (CMS) · Madison, WI
Shared published services3 shared services · view billing descriptions
81%Service-mix similarityView profile →
Iliya Amaza, M.D.
Critical Care (Intensivists) · Pulmonary Disease (CMS) · Madison, WI
Shared published services3 shared services · view billing descriptions
80%Service-mix similarityView profile →
Nathan Karl Sandbo, M.D.
Pulmonary Disease (CMS) · Madison, WI
Shared published services3 shared services · view billing descriptions
76%Service-mix similarityView profile →
David A. Sonetti, M.D.
Pulmonary Disease (CMS) · Madison, WI
Shared published services3 shared services · view billing descriptions
74%Service-mix similarityView profile →
Steven E Cattapan, MD
Critical Care (Intensivists) · Pulmonary Disease · Sleep Medicine (CMS) · Madison, WI
Shared published services3 shared services · view billing descriptions
73%Service-mix similarityView profile →
William Taylor Alward, MD
Specialty details in registry · Madison, WI
Shared published services3 shared services · view billing descriptions
72%Service-mix similarityView profile →
Ankur Prasad
Internal Medicine · Pulmonary Disease (CMS) · Madison, WI
Shared published services3 shared services · view billing descriptions
71%Service-mix similarityView profile →
James R Runo, MD
Critical Care (Intensivists) · Pulmonary Disease (CMS) · Madison, WI
Shared published services3 shared services · view billing descriptions
70%Service-mix similarityView profile →
Donita R Croft, MD
Pulmonary Disease (CMS) · Madison, WI
Shared published services3 shared services · view billing descriptions
68%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.