Kristin Nicole Berger, MD
Internal Medicine (CMS) · New York, NY
Shared published servicesCompare the published Medicare service mix of Gina Marie Zarrilli, D.O. with clinicians in the same registry specialty: Internal Medicine · Pulmonary Disease (CMS).
2024 published service data · 500 eligible profiles compared. This search reached its 500-profile comparison limit, using NPI order. Narrow the location for a more focused comparison. Similarity describes billing patterns, not quality, outcomes, or suitability for your care.
Internal Medicine (CMS) · New York, NY
Shared published servicesCritical Care (Intensivists) · Sleep Medicine (CMS) · New York, NY
Shared published servicesInternal Medicine (CMS) · Middletown, NY
Shared published servicesInternal Medicine · Pulmonary Disease (CMS) · Glens Falls, NY
Shared published servicesCritical Care (Intensivists) · Internal Medicine · Pulmonary Disease (CMS) · New York, NY
Shared published servicesPulmonary Disease (CMS) · Riverhead, NY
Shared published servicesCritical Care (Intensivists) · Pulmonary Disease (CMS) · Flushing, NY
Shared published servicesCritical Care (Intensivists) · Pulmonary Disease (CMS) · Brooklyn, NY
Shared published servicesCritical Care (Intensivists) (CMS) · New York, NY
Shared published servicesCritical Care (Intensivists) · Internal Medicine · Pulmonary Disease (CMS) · East Meadow, NY
Shared published servicesPulmonary Disease (CMS) · Bronx, NY
Shared published servicesPulmonary Disease (CMS) · New York, NY
Shared published servicesWe 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.