A DIFFERENT WAY TO EXPLORE

Similar work.
More providers to explore.

Compare the published Medicare service mix of Ingrid Lauer Arnold, MD with clinicians in the same registry specialty: Psychiatry.

PROVIDENCE, RI · Exact areaEdit location

2024 published service data · 78 eligible profiles compared. Similarity describes billing patterns, not quality, outcomes, or suitability for your care.

Doriana Filia Morar, MD

Psychiatry · Providence, RI

Shared published services
1 shared services · view billing descriptions
  • Therapy using electrical currents (90870)
51%Service-mix similarityView profile →

Martin Julian Furman, MD

Psychiatry · Providence, RI

Shared published services
1 shared services · view billing descriptions
  • Therapy using electrical currents (90870)
50%Service-mix similarityView profile →

Alvaro Jose Olivares, MD

Psychiatry · Providence, RI

Shared published services
1 shared services · view billing descriptions
  • Therapy using electrical currents (90870)
48%Service-mix similarityView profile →

Leonardo Batista, M.D.

Psychiatry · Providence, RI

Shared published services
1 shared services · view billing descriptions
  • Therapy using electrical currents (90870)
35%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.