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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 →

John HallM.D.

Internal Medicine · Reidsville, NC 27320

NPI: 1215961180

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21

🟡 Moderate

ML Fraud Detection Score: 95%

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

25,064

Total Claims

$2.4M

Drug Cost

1,529

Beneficiaries

$1,571

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

$1,571 vs $1,411 avg

+23%

Brand preference vs peers

13.0% 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

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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.

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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

783

Opioid Claims

$66K

Opioid Cost

3.2%

Long-Acting Rate

Brand vs Generic

87% generic

Brand: 3,248 claims · $2.0M

Generic: 21,663 claims · $401K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Apixaban287$195K
Fluticasone/Umeclidin/Vilanter200$158K
Empagliflozin141$135K
Dapagliflozin Propanediol141$110K
Semaglutide80$110K
Rivaroxaban133$84K
Insulin Degludec80$72K
Dulaglutide53$62K
Insulin Aspart47$54K
Tirzepatide48$51K
Vibegron68$47K
Mirabegron66$46K
Empagliflozin/Metformin Hcl56$41K
Umeclidinium Brm/Vilanterol Tr48$36K
Evolocumab55$35K

Prescribing Profile

216

Unique Drugs

$631K

IRA Negotiated Drugs

$252K

GLP-1 Drugs

21.0

Anomaly Score

Patient Profile

74

Avg Age

58%

Female

1.44

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