⚠️

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 →

Rey MarquinoMD

Internal Medicine · Bedford, TX 76022

NPI: 1003806332

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15

🟡 Moderate

ML Fraud Detection Score: 94%

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

Elevated antipsychotic prescribing (65+)Opioid + benzodiazepine co-prescriber

Risk indicators are statistical patterns, not allegations. Learn more

12,252

Total Claims

$1.1M

Drug Cost

759

Beneficiaries

$1,461

Cost/Patient

Risk Score Breakdown 15/100

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

Score components are additive. Read full methodology

Peer Comparison vs. 110,156 Internal Medicine providers

-6%

Opioid rate vs peers

2.1% vs 2.2% avg

+4%

Cost per patient vs peers

$1,461 vs $1,411 avg

+10%

Brand preference vs peers

11.6% 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 94% 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

2.1%

Opioid Rate

259

Opioid Claims

$6,467

Opioid Cost

Long-Acting Rate

Brand vs Generic

88% generic

Brand: 1,414 claims · $865K

Generic: 10,730 claims · $238K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Apixaban157$144K
Semaglutide81$118K
Empagliflozin45$54K
Dulaglutide29$47K
Tirzepatide35$40K
Sitagliptin Phosphate31$33K
Budesonide/Formoterol Fumarate35$24K
Insulin Detemir40$24K
Linaclotide21$23K
Fluticasone/Umeclidin/Vilanter28$22K
Semaglutide16$20K
Mirabegron20$19K
Insulin Nph Hum/Reg Insulin Hm18$15K
Insulin Glargine,hum.Rec.Anlog16$15K
Rivaroxaban11$14K

Prescribing Profile

161

Unique Drugs

$272K

IRA Negotiated Drugs

$225K

GLP-1 Drugs

15.0

Anomaly Score

Patient Profile

77

Avg Age

57%

Female

1.48

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