⚠️

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 →

Rachel VillegasD.O.

Internal Medicine · Dallas, TX 75254

NPI: 1073890950

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26

🟡 Moderate

ML Fraud Detection Score: 89%

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

28,014

Total Claims

$1.8M

Drug Cost

575

Beneficiaries

$3,142

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

+7%

Opioid rate vs peers

2.4% vs 2.2% avg

+123%

Cost per patient vs peers

$3,142 vs $1,411 avg

+57%

Brand preference vs peers

16.6% 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 89% 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

2.4%

Opioid Rate

668

Opioid Claims

$14K

Opioid Cost

6.9%

Long-Acting Rate

Brand vs Generic

83% generic

Brand: 4,641 claims · $1.2M

Generic: 23,242 claims · $609K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Apixaban798$213K
Sitagliptin Phosphate359$96K
Deutetrabenazine14$46K
Mirabegron201$45K
Rivaroxaban174$44K
Dextromethorphan Hbr/Quinidine52$43K
Vibegron167$38K
Dulaglutide34$31K
Rifaximin16$30K
Collagenase Clostridium Hist.28$29K
Iloperidone17$29K
Lurasidone Hcl31$29K
Empagliflozin92$27K
Lipase/Protease/Amylase25$26K
Insulin Glargine,hum.Rec.Anlog108$24K

Prescribing Profile

238

Unique Drugs

$404K

IRA Negotiated Drugs

$31K

GLP-1 Drugs

26.0

Anomaly Score

Patient Profile

77

Avg Age

62%

Female

3.06

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