⚠️

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 →

Daniel MillerMD

Internal Medicine · Columbus, OH 43214

NPI: 1386731263

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24

🟡 Moderate

ML Fraud Detection Score: 91%

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

High antipsychotic prescribing (65+)Opioid + benzodiazepine co-prescriberHigh fills per patient

Risk indicators are statistical patterns, not allegations. Learn more

82,026

Total Claims

$5.5M

Drug Cost

2,723

Beneficiaries

$2,031

Cost/Patient

Risk Score Breakdown 24/100

Low (0)Moderate (15)Elevated (30)High (50+)
Elderly antipsychotic prescribing+10
Opioid + benzodiazepine combo+8
High fills per patient+3

Score components are additive. Read full methodology

Peer Comparison vs. 110,156 Internal Medicine providers

-78%

Opioid rate vs peers

0.5% vs 2.2% avg

+44%

Cost per patient vs peers

$2,031 vs $1,411 avg

+35%

Brand preference vs peers

14.3% vs 10.6% avg

⚠️ Opioid + Benzodiazepine Co-Prescriber

This provider prescribes both opioids and benzodiazepines. The FDA has issued a Black Box Warning about the life-threatening risks of concurrent use.

🔎 Data Overview

🤖

ML fraud detection score of 91% indicates prescribing patterns with significant similarity to confirmed fraud cases. 18 out of 20 decision trees flagged this provider.

⚠️

This provider co-prescribes opioids and benzodiazepines — a combination carrying an FDA Black Box Warning due to increased risk of respiratory depression and death. While sometimes clinically necessary, this combination requires careful justification.

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

Opioid Prescribing

0.5%

Opioid Rate

407

Opioid Claims

$10K

Opioid Cost

5.4%

Long-Acting Rate

Brand vs Generic

86% generic

Brand: 11,711 claims · $3.4M

Generic: 70,133 claims · $2.1M

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Apixaban2,839$844K
Dulaglutide169$130K
Insulin Glargine,hum.Rec.Anlog554$126K
Rivaroxaban411$122K
Paliperidone Palmitate47$111K
Memantine Hcl1,351$107K
Rifaximin57$105K
Pimavanserin Tartrate41$93K
Sitagliptin Phosphate316$88K
Deutetrabenazine15$87K
Atorvastatin Calcium5,137$84K
Glatiramer Acetate17$80K
Linagliptin223$66K
Dextromethorphan Hbr/Quinidine107$65K
Dimethyl Fumarate11$64K

Prescribing Profile

358

Unique Drugs

$1.3M

IRA Negotiated Drugs

$211K

GLP-1 Drugs

24.0

Anomaly Score

Patient Profile

77

Avg Age

62%

Female

2.73

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 of wrongdoing.Methodology · About · Dispute this data