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Compare the published Medicare service mix of Layla Al Bizri with clinicians in the same registry specialty: Critical Care (Intensivists) · Pulmonary Disease (CMS).

CLEVELAND, OH · Exact areaEdit location

2024 published service data · 53 eligible profiles compared. Similarity describes billing patterns, not quality, outcomes, or suitability for your care.

Rahul Kumar, M.D.

Critical Care (Intensivists) (CMS) · Cleveland, OH

Shared published services
1 shared services · view billing descriptions
  • Subsequent hospital care with moderate levelof medical decision making, if using time, at least 35 minutes (99232)
53%Service-mix similarityView profile →

Cody D Turner, M.D.

Critical Care (Intensivists) (CMS) · Cleveland, OH

Shared published services
1 shared services · view billing descriptions
  • Subsequent hospital care with moderate levelof medical decision making, if using time, at least 35 minutes (99232)
48%Service-mix similarityView profile →

Matthew Lawrence Barrett, D.O.

Pulmonary Disease (CMS) · Cleveland, OH

Shared published services
1 shared services · view billing descriptions
  • Subsequent hospital care with moderate levelof medical decision making, if using time, at least 35 minutes (99232)
47%Service-mix similarityView profile →

Ashish Bosukonda, MD

Specialty details in registry · Cleveland, OH

Shared published services
1 shared services · view billing descriptions
  • Subsequent hospital care with moderate levelof medical decision making, if using time, at least 35 minutes (99232)
45%Service-mix similarityView profile →

Yazid R A Hussein, D.O.

Hospitalist · Internal Medicine (CMS) · Cleveland, OH

Shared published services
1 shared services · view billing descriptions
  • Subsequent hospital care with moderate levelof medical decision making, if using time, at least 35 minutes (99232)
40%Service-mix similarityView profile →

Jennifer Lynn Ramsey, M.D.

Critical Care (Intensivists) · Hospice/Palliative Care · Pulmonary Disease (CMS) · Cleveland, OH

Shared published services
1 shared services · view billing descriptions
  • Subsequent hospital care with moderate levelof medical decision making, if using time, at least 35 minutes (99232)
40%Service-mix similarityView profile →

Deborah Anne Rathz, MD, PHD

Critical Care (Intensivists) · Emergency Medicine · Internal Medicine (CMS) · Cleveland, OH

Shared published services
1 shared services · view billing descriptions
  • Subsequent hospital care with moderate levelof medical decision making, if using time, at least 35 minutes (99232)
36%Service-mix similarityView profile →

Nadine Zahar

Critical Care (Intensivists) · Internal Medicine (CMS) · Cleveland, OH

Shared published services
1 shared services · view billing descriptions
  • Subsequent hospital care with moderate levelof medical decision making, if using time, at least 35 minutes (99232)
36%Service-mix similarityView profile →

Jennifer J Furin, MD PHD

Infectious Disease · Internal Medicine (CMS) · Cleveland, OH

Shared published services
1 shared services · view billing descriptions
  • Initial hospital care with straightforward or low level of medical decision making, per day, if using time, at least 40 minutes (99221)
35%Service-mix similarityView profile →

Charity C Tumangday, M. D.

Critical Care (Intensivists) (CMS) · Cleveland, OH

Shared published services
1 shared services · view billing descriptions
  • Subsequent hospital care with moderate levelof medical decision making, if using time, at least 35 minutes (99232)
35%Service-mix similarityView profile →

Furquan Pathan, M.D.

Critical Care (Intensivists) (CMS) · Cleveland, OH

Shared published services
1 shared services · view billing descriptions
  • Subsequent hospital care with moderate levelof medical decision making, if using time, at least 35 minutes (99232)
34%Service-mix similarityView profile →

Maeve Georgia Macmurdo, MBCHB

Pulmonary Disease (CMS) · Cleveland, OH

Shared published services
1 shared services · view billing descriptions
  • Subsequent hospital care with moderate levelof medical decision making, if using time, at least 35 minutes (99232)
33%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.