⚠️

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 WilliamsD.O.

Internal Medicine · Willits, CA 95490

NPI: 1144220369

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26

🟡 Moderate

🤖 ML Fraud Detection Score: Very High

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

Learn more →

Risk Flags

High antipsychotic prescribing (65+)Opioid + benzodiazepine co-prescriberExtreme fills per patient

Risk indicators are statistical patterns, not allegations. Learn more

15,405

Total Claims

$1.4M

Drug Cost

434

Beneficiaries

$3,133

Cost/Patient

Risk Score Breakdown 26/100

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

Score components are additive. Read full methodology

Peer Comparison vs. 110,156 Internal Medicine providers

+282%

Opioid rate vs peers

8.5% vs 2.2% avg

+122%

Cost per patient vs peers

$3,133 vs $1,411 avg

+20%

Brand preference vs peers

12.7% 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

🤖

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.

💊

Opioid rate is 282% 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

8.5%

Opioid Rate

1,316

Opioid Claims

$46K

Opioid Cost

8.8%

Long-Acting Rate

Brand vs Generic

87% generic

Brand: 1,948 claims · $1.0M

Generic: 13,386 claims · $343K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Semaglutide185$197K
Empagliflozin219$133K
Apixaban254$89K
Umeclidinium Brm/Vilanterol Tr74$35K
Insulin Glargine,hum.Rec.Anlog27$28K
Aripiprazole12$28K
Fluticasone/Umeclidin/Vilanter30$26K
Cariprazine Hcl14$25K
Dulaglutide25$25K
Rivaroxaban23$19K
Lurasidone Hcl12$18K
Fluticasone Propion/Salmeterol30$16K
Tirzepatide15$16K
Insulin Glargine,hum.Rec.Anlog14$15K
Hydrocodone/Acetaminophen477$15K

Prescribing Profile

177

Unique Drugs

$270K

IRA Negotiated Drugs

$238K

GLP-1 Drugs

26.0

Anomaly Score

Patient Profile

73

Avg Age

57%

Female

1.73

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