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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 →

Jonathan MadduxMD

Family Practice · Marion, KY 42064

NPI: 1417194689

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24

🟡 Moderate

ML Fraud Detection Score: 96%

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-prescriberHigh fills per patient

Risk indicators are statistical patterns, not allegations. Learn more

19,785

Total Claims

$1.3M

Drug Cost

812

Beneficiaries

$1,576

Cost/Patient

Risk Score Breakdown 24/100

Low (0)Moderate (15)Elevated (30)High (50+)
Elderly antipsychotic prescribing+10
Opioid + benzodiazepine combo+8
High fills per patient+3

Score components are additive. Read full methodology

Peer Comparison vs. 106,889 Family Practice providers

+77%

Opioid rate vs peers

4.6% vs 2.6% avg

+48%

Cost per patient vs peers

$1,576 vs $1,068 avg

+22%

Brand preference vs peers

11.0% 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

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Our machine learning model — trained on 281 confirmed fraud cases — gives this provider a "Very High" fraud-pattern score. All 20 decision trees in our ensemble model agree that this provider's prescribing patterns resemble those of confirmed fraud cases. This is a statistical finding, not an accusation.

⚠️

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

4.6%

Opioid Rate

904

Opioid Claims

$39K

Opioid Cost

6.3%

Long-Acting Rate

Brand vs Generic

89% generic

Brand: 2,154 claims · $892K

Generic: 17,461 claims · $382K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Apixaban236$159K
Sitagliptin Phosphate91$71K
Rivaroxaban161$65K
Insulin Glargine,hum.Rec.Anlog106$56K
Budesonide/Formoterol Fumarate81$38K
Semaglutide33$33K
Linagliptin39$31K
Insulin Glargine,hum.Rec.Anlog25$22K
Empagliflozin33$20K
Insulin Glargine,hum.Rec.Anlog30$20K
Insulin Glargine,hum.Rec.Anlog60$19K
Tiotropium Bromide28$18K
Dextromethorphan Hbr/Quinidine23$18K
Linaclotide25$17K
Fluticasone Propion/Salmeterol31$15K

Prescribing Profile

203

Unique Drugs

$330K

IRA Negotiated Drugs

$33K

GLP-1 Drugs

24.0

Anomaly Score

Patient Profile

71

Avg Age

53%

Female

1.17

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