⚠️

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 →

Patrick GrayMD

Internal Medicine · Windber, PA 15963

NPI: 1427040088

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26

🟡 Moderate

ML Fraud Detection Score: 93%

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-prescriberExtreme fills per patient

Risk indicators are statistical patterns, not allegations. Learn more

47,956

Total Claims

$3.7M

Drug Cost

1,329

Beneficiaries

$2,809

Cost/Patient

Risk Score Breakdown 26/100

Low (0)Moderate (15)Elevated (30)High (50+)
Elderly antipsychotic prescribing+10
Opioid + benzodiazepine combo+8
High fills per patient+5

Score components are additive. Read full methodology

Peer Comparison vs. 110,156 Internal Medicine providers

-35%

Opioid rate vs peers

1.4% vs 2.2% avg

+99%

Cost per patient vs peers

$2,809 vs $1,411 avg

+34%

Brand preference vs peers

14.2% 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 93% indicates prescribing patterns with significant similarity to confirmed fraud cases. 19 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

1.4%

Opioid Rate

693

Opioid Claims

$19K

Opioid Cost

7.2%

Long-Acting Rate

Brand vs Generic

86% generic

Brand: 6,747 claims · $2.8M

Generic: 40,644 claims · $863K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Apixaban1,446$647K
Rivaroxaban503$247K
Empagliflozin310$185K
Semaglutide170$179K
Dulaglutide136$165K
Fluticasone/Umeclidin/Vilanter183$125K
Insulin Glargine,hum.Rec.Anlog221$100K
Mirabegron278$94K
Sacubitril/Valsartan146$78K
Linagliptin167$67K
Sitagliptin Phosphate95$63K
Insulin Lispro108$63K
Linaclotide122$62K
Rifaximin24$58K
Fluticasone/Vilanterol78$48K

Prescribing Profile

290

Unique Drugs

$1.3M

IRA Negotiated Drugs

$357K

GLP-1 Drugs

26.0

Anomaly Score

Patient Profile

77

Avg Age

56%

Female

1.70

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