A DIFFERENT WAY TO EXPLORE

Similar work.
More providers to explore.

Compare the published Medicare service mix of Madeline Mari Lagina, MD with clinicians in the same registry specialty: Internal Medicine · Pulmonary Disease (CMS).

ANN ARBOR, MI · Exact areaEdit location

2024 published service data · 48 eligible profiles compared. Similarity describes billing patterns, not quality, outcomes, or suitability for your care.

Richard H Simon, MD

Internal Medicine · Pulmonary Disease (CMS) · Ann Arbor, MI

Shared published services
1 shared services · view billing descriptions
  • Test to measure expiratory airflow and volume (94010)
65%Service-mix similarityView profile →

Shijing Jia, M.D.

Internal Medicine · Pulmonary Disease (CMS) · Ann Arbor, MI

Shared published services
1 shared services · view billing descriptions
  • Test to measure expiratory airflow and volume (94010)
60%Service-mix similarityView profile →

Cyril M Grum, MD

Critical Care (Intensivists) · Internal Medicine · Pulmonary Disease (CMS) · Ann Arbor, MI

Shared published services
1 shared services · view billing descriptions
  • Test to measure expiratory airflow and volume (94010)
59%Service-mix similarityView profile →

Daniel Joseph Schneider, MD

Internal Medicine · Pulmonary Disease (CMS) · Ann Arbor, MI

Shared published services
1 shared services · view billing descriptions
  • Test to measure expiratory airflow and volume (94010)
52%Service-mix similarityView profile →

Robert Paine, MD

Specialty details in registry · Ann Arbor, MI

Shared published services
1 shared services · view billing descriptions
  • Test to measure expiratory airflow and volume (94010)
49%Service-mix similarityView profile →

Jennifer Min Wang, MD

Pulmonary Disease (CMS) · Ann Arbor, MI

Shared published services
1 shared services · view billing descriptions
  • Test to measure expiratory airflow and volume (94010)
49%Service-mix similarityView profile →

Kevin Robert Flaherty, MD

Internal Medicine · Pulmonary Disease (CMS) · Ann Arbor, MI

Shared published services
1 shared services · view billing descriptions
  • Test to measure expiratory airflow and volume (94010)
49%Service-mix similarityView profile →

Kayla Jean Kolbe, MD

Hospitalist · Pulmonary Disease (CMS) · Ann Arbor, MI

Shared published services
1 shared services · view billing descriptions
  • Test to measure expiratory airflow and volume (94010)
44%Service-mix similarityView profile →

Justin M Oldham, MD

Pulmonary Disease (CMS) · Ann Arbor, MI

Shared published services
1 shared services · view billing descriptions
  • Test to measure expiratory airflow and volume (94010)
43%Service-mix similarityView profile →

Steven Eldon Gay, MD

Critical Care (Intensivists) · Internal Medicine · Pulmonary Disease (CMS) · Ann Arbor, MI

Shared published services
1 shared services · view billing descriptions
  • Test to measure expiratory airflow and volume (94010)
43%Service-mix similarityView profile →

Elizabeth A Belloli, M.D.

Internal Medicine · Pulmonary Disease (CMS) · Ann Arbor, MI

Shared published services
1 shared services · view billing descriptions
  • Test to measure expiratory airflow and volume (94010)
42%Service-mix similarityView profile →

Brice Taylor, MD

Pulmonary Disease (CMS) · Ann Arbor, MI

Shared published services
1 shared services · view billing descriptions
  • Test to measure expiratory airflow and volume (94010)
42%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.