A DIFFERENT WAY TO EXPLORE

Similar work.
More providers to explore.

Compare the published Medicare service mix of Gerardo Soto, M.D. with clinicians in the same registry specialty: General Practice (CMS).

OK · Exact areaEdit location

2024 published service data · 29 eligible profiles compared. Similarity describes billing patterns, not quality, outcomes, or suitability for your care.

Leslie Ann Eddleman, D.O.

Family Practice · Internal Medicine (CMS) · Muskogee, OK

Shared published services
2 shared services · view billing descriptions
  • Hemoglobin a1c level (83036)
  • Urinalysis, manual test (81002)
36%Service-mix similarityView profile →

Ahmad Musa, MD

General Practice (CMS) · Pauls Valley, OK

Shared published services
3 shared services · view billing descriptions
  • Blood test, lipids (cholesterol and triglycerides) (80061)
  • Urine microalbumin (protein) level (82043)
  • Creatinine level to test for kidney function or muscle injury (82570)
35%Service-mix similarityView profile →

Kash Kendall Biddle, DO

Family Practice (CMS) · Broken Arrow, OK

Shared published services
1 shared services · view billing descriptions
  • Urinalysis, manual test (81002)
7%Service-mix similarityView profile →

William A Willis, M.D.

General Practice (CMS) · Poteau, OK

Shared published services
1 shared services · view billing descriptions
  • Urinalysis, manual test (81002)
5%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.