⚠️

Risk scores are statistical indicators based on prescribing patterns compared to specialty peers. They are NOT allegations of fraud, misconduct, or improper care. Many legitimate medical reasons can explain outlier prescribing.

Read our methodology →

Caroline McwilliamsMD

Internal Medicine · Newtown Square, PA 19073

NPI: 1346405628

Share:

33

🟠 Elevated

Risk Flags

High cost outlier (population + peer)High long-acting opioid rate vs peersHigh antipsychotic prescribing (65+)Extreme fills per patient

Risk indicators are statistical patterns, not allegations. Learn more

10,416

Total Claims

$1.4M

Drug Cost

163

Beneficiaries

$8,734

Cost/Patient

Risk Score Breakdown 33/100

Low (0)Moderate (15)Elevated (30)High (50+)
Elderly antipsychotic prescribing+10
Long-acting opioid rate+8
Cost per patient outlier+6
High fills per patient+5

Score components are additive. Read full methodology

Peer Comparison vs. 110,156 Internal Medicine providers

-88%

Opioid rate vs peers

0.3% vs 2.2% avg

+519%

Cost per patient vs peers

$8,734 vs $1,411 avg

+55%

Brand preference vs peers

16.5% vs 10.6% avg

🔎 Data Overview

💰

Cost per patient is 519% above the specialty average. Extreme cost outliers may indicate prescribing of unnecessarily expensive brand-name drugs or inappropriate drug utilization.

Insights generated from CMS data analysis. Statistical patterns are not accusations — always consider clinical context.

Opioid Prescribing

0.3%

Opioid Rate

27

Opioid Claims

$2,508

Opioid Cost

44.4%

Long-Acting Rate

Brand vs Generic

84% generic

Brand: 1,709 claims · $944K

Generic: 8,671 claims · $477K

Patient Profile

60

Avg Age

52%

Female

3.29

Avg Risk Score

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Data from CMS Medicare Part D Prescriber Public Use File, 2023. Risk scores are statistical indicators, not allegations.Methodology · About