Joel Elias Arroyo, M.D.
Internal Medicine · Pulmonary Disease (CMS) · Monterey Park, CA
Shared published servicesCompare the published Medicare service mix of George Minowada, MD with clinicians in the same registry specialty: Critical Care (Intensivists) · 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 · Pulmonary Disease (CMS) · Monterey Park, CA
Shared published servicesSpecialty details in registry · Fountain Valley, CA
Shared published servicesInternal Medicine · Pulmonary Disease (CMS) · Pasadena, CA
Shared published servicesInternal Medicine · Pulmonary Disease (CMS) · Los Angeles, CA
Shared published servicesPulmonary Disease (CMS) · Beverly Hills, CA
Shared published servicesCritical Care (Intensivists) · Pulmonary Disease (CMS) · Los Alamitos, CA
Shared published servicesInternal Medicine · Pulmonary Disease (CMS) · Hawthorne, CA
Shared published servicesSpecialty details in registry · Beverly Hills, CA
Shared published servicesCritical Care (Intensivists) · Internal Medicine · Pulmonary Disease (CMS) · Beverly Hills, CA
Shared published servicesInternal Medicine · Pulmonary Disease (CMS) · Los Angeles, CA
Shared published servicesAllergy/Immunology · Critical Care (Intensivists) · Internal Medicine · Pulmonary Disease (CMS) · Los Angeles, CA
Shared published servicesInternal Medicine · Pulmonary Disease (CMS) · Valencia, CA
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.