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Similar work.
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Compare the published Medicare service mix of Meghan Brady Marmor, MD with clinicians in the same registry specialty: Pulmonary Disease (CMS).

STANFORD, CA · Exact areaEdit location

2024 published service data · 26 eligible profiles compared. Similarity describes billing patterns, not quality, outcomes, or suitability for your care.

Jennifer Williams, MD

Critical Care (Intensivists) · Pulmonary Disease (CMS) · Stanford, CA

Shared published services
3 shared services · view billing descriptions
  • Test to examine how well the lungs exchange gases (94729)
  • Critical care, first 30-74 minutes (99291)
  • Test to measure expiratory airflow and volume changes before and after medication administration (94060)
83%Service-mix similarityView profile →

Husham Sharifi, M.D.

Internal Medicine · Pulmonary Disease (CMS) · Stanford, CA

Shared published services
3 shared services · view billing descriptions
  • Test to examine how well the lungs exchange gases (94729)
  • Critical care, first 30-74 minutes (99291)
  • Test to measure expiratory airflow and volume changes before and after medication administration (94060)
83%Service-mix similarityView profile →

Michelle Thi Cao, DO

Critical Care (Intensivists) · Pulmonary Disease · Sleep Medicine (CMS) · Stanford, CA

Shared published services
3 shared services · view billing descriptions
  • Test to examine how well the lungs exchange gases (94729)
  • Critical care, first 30-74 minutes (99291)
  • Test to measure expiratory airflow and volume changes before and after medication administration (94060)
80%Service-mix similarityView profile →

Andrea Michelle Jonas, MD

Critical Care (Intensivists) · Pulmonary Disease (CMS) · Stanford, CA

Shared published services
3 shared services · view billing descriptions
  • Test to examine how well the lungs exchange gases (94729)
  • Critical care, first 30-74 minutes (99291)
  • Test to measure expiratory airflow and volume changes before and after medication administration (94060)
80%Service-mix similarityView profile →

Joseph E Levitt, MD

Critical Care (Intensivists) · Internal Medicine · Pulmonary Disease (CMS) · Stanford, CA

Shared published services
3 shared services · view billing descriptions
  • Test to examine how well the lungs exchange gases (94729)
  • Critical care, first 30-74 minutes (99291)
  • Test to measure expiratory airflow and volume changes before and after medication administration (94060)
78%Service-mix similarityView profile →

Andrew Reese Moore, MD

Internal Medicine (CMS) · Stanford, CA

Shared published services
3 shared services · view billing descriptions
  • Test to examine how well the lungs exchange gases (94729)
  • Critical care, first 30-74 minutes (99291)
  • Test to measure expiratory airflow and volume changes before and after medication administration (94060)
78%Service-mix similarityView profile →

Kirat Kaur Gill, MD

Critical Care (Intensivists) · Pulmonary Disease (CMS) · Stanford, CA

Shared published services
3 shared services · view billing descriptions
  • Test to examine how well the lungs exchange gases (94729)
  • Critical care, first 30-74 minutes (99291)
  • Test to measure expiratory airflow and volume changes before and after medication administration (94060)
68%Service-mix similarityView profile →

Stephen Ruoss, M.D.

Critical Care (Intensivists) · Pulmonary Disease (CMS) · Stanford, CA

Shared published services
3 shared services · view billing descriptions
  • Critical care, first 30-74 minutes (99291)
  • Established patient office or other outpatient visit with moderate level of decision making, if using time, 30 minutes or more (99214)
  • Established patient office or other outpatient visit with low level od decision making, if using time, 20 minutes or more (99213)
59%Service-mix similarityView profile →

Yu Kuang Lai, MD

Critical Care (Intensivists) · Pulmonary Disease (CMS) · Stanford, CA

Shared published services
3 shared services · view billing descriptions
  • Critical care, first 30-74 minutes (99291)
  • Established patient office or other outpatient visit with moderate level of decision making, if using time, 30 minutes or more (99214)
  • Established patient office or other outpatient visit with low level od decision making, if using time, 20 minutes or more (99213)
57%Service-mix similarityView profile →

Rishi Raj, M.D.

Critical Care (Intensivists) · Pulmonary Disease (CMS) · Stanford, CA

Shared published services
2 shared services · view billing descriptions
  • Critical care, first 30-74 minutes (99291)
  • Established patient office or other outpatient visit with high level of medical decision making, if using time, 40 minutes or more (99215)
47%Service-mix similarityView profile →

Shravani Pasupneti, M.D

Internal Medicine · Pulmonary Disease (CMS) · Stanford, CA

Shared published services
3 shared services · view billing descriptions
  • Critical care, first 30-74 minutes (99291)
  • Established patient office or other outpatient visit with moderate level of decision making, if using time, 30 minutes or more (99214)
  • Established patient office or other outpatient visit with high level of medical decision making, if using time, 40 minutes or more (99215)
46%Service-mix similarityView profile →

Tsuyoshi Mitarai, MD

Critical Care (Intensivists) · Emergency Medicine · Internal Medicine (CMS) · Stanford, CA

Shared published services
2 shared services · view billing descriptions
  • Critical care, first 30-74 minutes (99291)
  • Critical care, each additional 30 minutes (99292)
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.