Muna N Jabbour, M.D. / Similar service patterns A DIFFERENT WAY TO EXPLORE Similar work. Compare the published Medicare service mix of Muna N Jabbour, M.D. with clinicians in the same registry specialty: Internal Medicine.
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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 · Pittsburgh, PA
Shared published services 3 shared services · view billing descriptions Subsequent hospital care with moderate levelof medical decision making, if using time, at least 35 minutes (99232) Established patient office or other outpatient visit with moderate level of decision making, if using time, 30 minutes or more (99214) Subsequent nursing facility care with moderate level of medical decision making, per day, if using time, at least 30 minutes (99309) Internal Medicine · Erie, PA
Shared published services 3 shared services · view billing descriptions Subsequent hospital care with moderate levelof medical decision making, if using time, at least 35 minutes (99232) Established patient office or other outpatient visit with moderate level of decision making, if using time, 30 minutes or more (99214) Initial hospital care with moderate level of medical decision making, if using time, at least 75 minutes (99223) Internal Medicine · Turtle Creek, PA
Shared published services 3 shared services · view billing descriptions Subsequent hospital care with moderate levelof medical decision making, if using time, at least 35 minutes (99232) Established patient office or other outpatient visit with moderate level of decision making, if using time, 30 minutes or more (99214) Initial hospital care with moderate level of medical decision making, if using time, at least 75 minutes (99223) Internal Medicine · Pittsburgh, PA
Shared published services 3 shared services · view billing descriptions Subsequent hospital care with moderate levelof medical decision making, if using time, at least 35 minutes (99232) Established patient office or other outpatient visit with moderate level of decision making, if using time, 30 minutes or more (99214) Initial hospital care with moderate level of medical decision making, if using time, at least 75 minutes (99223) Internal Medicine · Mc Murray, PA
Shared published services 3 shared services · view billing descriptions Established patient office or other outpatient visit with moderate level of decision making, if using time, 30 minutes or more (99214) Subsequent nursing facility care with moderate level of medical decision making, per day, if using time, at least 30 minutes (99309) Initial nursing facility care with high level of medical decision making, per day, if using time, 50 minutes or more (99306) Internal Medicine · Harleysville, PA
Shared published services 3 shared services · view billing descriptions Established patient office or other outpatient visit with moderate level of decision making, if using time, 30 minutes or more (99214) Subsequent nursing facility care with moderate level of medical decision making, per day, if using time, at least 30 minutes (99309) Residence visit for established patient with low level of medical decision making, per day, if using time, at least 30 minutes (99348) Internal Medicine · Abington, PA
Shared published services 3 shared services · view billing descriptions Subsequent hospital care with moderate levelof medical decision making, if using time, at least 35 minutes (99232) Established patient office or other outpatient visit with moderate level of decision making, if using time, 30 minutes or more (99214) Initial hospital care with moderate level of medical decision making, if using time, at least 75 minutes (99223) Internal Medicine · Pittsburgh, PA
Shared published services 3 shared services · view billing descriptions Subsequent hospital care with moderate levelof medical decision making, if using time, at least 35 minutes (99232) Established patient office or other outpatient visit with moderate level of decision making, if using time, 30 minutes or more (99214) Initial hospital care with moderate level of medical decision making, if using time, at least 75 minutes (99223) Internal Medicine · Pittsburgh, PA
Shared published services 3 shared services · view billing descriptions Subsequent hospital care with moderate levelof medical decision making, if using time, at least 35 minutes (99232) Established patient office or other outpatient visit with moderate level of decision making, if using time, 30 minutes or more (99214) Annual wellness visit, includes a personalized prevention plan of service (pps), subsequent visit (G0439) Internal Medicine · Fountain Hill, PA
Shared published services 3 shared services · view billing descriptions Subsequent hospital care with moderate levelof medical decision making, if using time, at least 35 minutes (99232) Established patient office or other outpatient visit with moderate level of decision making, if using time, 30 minutes or more (99214) Initial hospital care with moderate level of medical decision making, if using time, at least 75 minutes (99223) Internal Medicine · Cranberry Twp, PA
Shared published services 3 shared services · view billing descriptions Subsequent hospital care with moderate levelof medical decision making, if using time, at least 35 minutes (99232) Established patient office or other outpatient visit with moderate level of decision making, if using time, 30 minutes or more (99214) Initial hospital care with moderate level of medical decision making, if using time, at least 75 minutes (99223) Internal Medicine · Downingtown, PA
Shared published services 3 shared services · view billing descriptions Established patient office or other outpatient visit with moderate level of decision making, if using time, 30 minutes or more (99214) Subsequent nursing facility care with moderate level of medical decision making, per day, if using time, at least 30 minutes (99309) Initial nursing facility care with high level of medical decision making, per day, if using time, 50 minutes or more (99306) 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.