⚠️

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 →

John JonesD.O.

Internal Medicine · Hazard, KY 41701

NPI: 1396974234

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30

🟠 Elevated

🤖 ML Fraud Detection Score: 85%

Machine learning model identifies prescribing patterns consistent with confirmed fraud cases. This is a statistical indicator, not an accusation.

Learn more →

Risk Flags

Elevated cost per beneficiaryHigh antipsychotic prescribing (65+)Opioid + benzodiazepine co-prescriberExtreme fills per patient

Risk indicators are statistical patterns, not allegations. Learn more

25,080

Total Claims

$4.0M

Drug Cost

584

Beneficiaries

$6,767

Cost/Patient

Risk Score Breakdown 30/100

Low (0)Moderate (15)Elevated (30)High (50+)
Elderly antipsychotic prescribing+10
Opioid + benzodiazepine combo+8
High fills per patient+5
Cost per patient outlier+3

Score components are additive. Read full methodology

Peer Comparison vs. 110,156 Internal Medicine providers

+218%

Opioid rate vs peers

7.1% vs 2.2% avg

+380%

Cost per patient vs peers

$6,767 vs $1,411 avg

+52%

Brand preference vs peers

16.2% 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 85% indicates prescribing patterns with significant similarity to confirmed fraud cases. 17 out of 20 decision trees flagged this provider.

💊

Opioid rate is 218% above Internal Medicine peers. This is a significant deviation that may reflect a specialized patient population or concerning prescribing patterns.

⚠️

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

7.1%

Opioid Rate

1,784

Opioid Claims

$73K

Opioid Cost

0.7%

Long-Acting Rate

Brand vs Generic

84% generic

Brand: 3,993 claims · $3.4M

Generic: 20,722 claims · $517K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Dapagliflozin Propanediol336$288K
Semaglutide242$267K
Mifepristone11$221K
Dulaglutide113$173K
Empagliflozin132$128K
Adalimumab14$108K
Apixaban127$106K
Fluticasone/Umeclidin/Vilanter81$103K
Tirzepatide84$100K
Sitagliptin Phosphate98$96K
Dapaglifloz Propaned/Metformin78$80K
Insulin Glargine,hum.Rec.Anlog72$77K
Apremilast15$73K
Finerenone96$71K
Ubrogepant48$69K

Prescribing Profile

238

Unique Drugs

$842K

IRA Negotiated Drugs

$540K

GLP-1 Drugs

30.0

Anomaly Score

Patient Profile

68

Avg Age

51%

Female

1.55

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.Methodology · About