⚠️

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 →

Paul RudyMD

Family Practice · Annawan, IL 61234

NPI: 1093794745

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25

🟡 Moderate

ML Fraud Detection Score: 90%

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 long-acting opioid rateHigh antipsychotic prescribing (65+)Opioid + benzodiazepine co-prescriber

Risk indicators are statistical patterns, not allegations. Learn more

9,544

Total Claims

$793K

Drug Cost

644

Beneficiaries

$1,231

Cost/Patient

Risk Score Breakdown 25/100

Low (0)Moderate (15)Elevated (30)High (50+)
Elderly antipsychotic prescribing+10
Opioid + benzodiazepine combo+8
Long-acting opioid rate+4

Score components are additive. Read full methodology

Peer Comparison vs. 106,889 Family Practice providers

-50%

Opioid rate vs peers

1.3% vs 2.6% avg

+15%

Cost per patient vs peers

$1,231 vs $1,068 avg

+21%

Brand preference vs peers

10.9% vs 9.0% 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 90% 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

1.3%

Opioid Rate

124

Opioid Claims

$1,651

Opioid Cost

20.2%

Long-Acting Rate

Brand vs Generic

89% generic

Brand: 1,030 claims · $644K

Generic: 8,437 claims · $146K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Apixaban144$158K
Dulaglutide73$86K
Insulin Glargine,hum.Rec.Anlog67$45K
Tiotropium Bromide33$28K
Empagliflozin18$28K
Ipratropium/Albuterol Sulfate38$22K
Insulin Detemir11$21K
Insulin Lispro18$15K
Fluticasone Propion/Salmeterol34$14K
Sitagliptin Phosphate12$13K
Metoprolol Succinate331$7,961
Atorvastatin Calcium593$7,398
Potassium Chloride151$4,729
Levothyroxine Sodium301$4,603
Albuterol Sulfate149$4,527

Prescribing Profile

120

Unique Drugs

$199K

IRA Negotiated Drugs

$86K

GLP-1 Drugs

25.0

Anomaly Score

Patient Profile

72

Avg Age

39%

Female

1.10

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