⚠️

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 →

Roberto VillanuevaM.D.

Internal Medicine · Gainesville, GA 30501

NPI: 1033112958

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21

🟡 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

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

Risk indicators are statistical patterns, not allegations. Learn more

10,926

Total Claims

$1.0M

Drug Cost

663

Beneficiaries

$1,572

Cost/Patient

Risk Score Breakdown 21/100

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

Score components are additive. Read full methodology

Peer Comparison vs. 110,156 Internal Medicine providers

+40%

Opioid rate vs peers

3.1% vs 2.2% avg

+11%

Cost per patient vs peers

$1,572 vs $1,411 avg

+5%

Brand preference vs peers

11.1% 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

3.1%

Opioid Rate

343

Opioid Claims

$6,340

Opioid Cost

Long-Acting Rate

Brand vs Generic

89% generic

Brand: 1,208 claims · $848K

Generic: 9,640 claims · $190K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Apixaban158$175K
Dapagliflozin Propanediol51$66K
Semaglutide31$49K
Tirzepatide27$46K
Empagliflozin35$43K
Dulaglutide24$40K
Insulin Glargine,hum.Rec.Anlog38$29K
Insulin Detemir22$28K
Sacubitril/Valsartan13$25K
Rivaroxaban13$22K
Sitagliptin Phosphate19$20K
Insulin Lispro14$14K
Varicella-Zoster Ge/As01b/Pf63$14K
Budesonide/Formoterol Fumarate12$13K
Clonidine64$11K

Prescribing Profile

147

Unique Drugs

$351K

IRA Negotiated Drugs

$135K

GLP-1 Drugs

21.0

Anomaly Score

Patient Profile

75

Avg Age

54%

Female

1.35

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