⚠️

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 →

Linda ChunMD

Internal Medicine · Columbus, OH 43214

NPI: 1851367452

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36

🟠 Elevated

🤖 ML Fraud Detection Score: 88%

Machine learning model identifies prescribing patterns consistent with confirmed fraud cases. This is a statistical indicator, not an accusation.

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Risk Flags

Extreme opioid rate vs specialty peers90th percentile opioid prescribingHigh long-acting opioid rate vs peers

Risk indicators are statistical patterns, not allegations. Learn more

178

Total Claims

$15K

Drug Cost

22

Beneficiaries

$702

Cost/Patient

Risk Score Breakdown 36/100

Low (0)Moderate (15)Elevated (30)High (50+)
Opioid rate vs specialty peers+25
Long-acting opioid rate+8
Opioid rate (national percentile)+3

Score components are additive. Read full methodology

Peer Comparison vs. 110,156 Internal Medicine providers

+1707%

Opioid rate vs peers

40.4% vs 2.2% avg

-50%

Cost per patient vs peers

$702 vs $1,411 avg

+133%

Brand preference vs peers

24.7% vs 10.6% avg

⚠️ This provider has metrics more than 3 standard deviations above their specialty average in one or more categories.

🔎 Data Overview

🤖

ML fraud detection score of 88% indicates prescribing patterns with significant similarity to confirmed fraud cases. 18 out of 20 decision trees flagged this provider.

⚠️

Opioid prescribing rate is 1,707% above the average for Internal Medicine providers. While some providers legitimately treat pain-heavy populations, deviations of this magnitude are rare and warrant examination.

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

Opioid Prescribing

40.4%

Opioid Rate

72

Opioid Claims

$9,456

Opioid Cost

61.1%

Long-Acting Rate

This provider's opioid prescribing rate of 40.4% is above the 20% threshold that CMS considers elevated.

Brand vs Generic

75% generic

Brand: 44 claims · $13K

Generic: 134 claims · $2,530

Patient Profile

63

Avg Age

Female

1.29

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