⚠️

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 →

Guillermo LudiM.D.

Internal Medicine · Gallatin, TN 37066

NPI: 1124097126

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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

11,506

Total Claims

$1.3M

Drug Cost

664

Beneficiaries

$1,923

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

+60%

Opioid rate vs peers

3.6% vs 2.2% avg

+36%

Cost per patient vs peers

$1,923 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 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

3.6%

Opioid Rate

413

Opioid Claims

$6,013

Opioid Cost

Long-Acting Rate

Brand vs Generic

86% generic

Brand: 1,622 claims · $1.1M

Generic: 9,795 claims · $216K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Semaglutide98$121K
Dulaglutide74$100K
Apixaban70$66K
Empagliflozin58$59K
Fluticasone/Umeclidin/Vilanter62$46K
Insulin Glargine,hum.Rec.Anlog51$39K
Dapagliflozin Propanediol41$37K
Sitagliptin Phosphate32$36K
Rivaroxaban40$32K
Semaglutide19$27K
Insulin Degludec15$26K
Insulin Glargine/Lixisenatide23$22K
Tiotropium Br/Olodaterol Hcl40$20K
Umeclidinium Brm/Vilanterol Tr31$18K
Empagliflozin/Linagliptin11$17K

Prescribing Profile

158

Unique Drugs

$248K

IRA Negotiated Drugs

$248K

GLP-1 Drugs

21.0

Anomaly Score

Patient Profile

72

Avg Age

57%

Female

1.41

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