⚠️

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 →

David WilliamsD.O.

Family Practice · Meadville, PA 16335

NPI: 1154372662

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26

🟡 Moderate

ML Fraud Detection Score: 93%

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-prescriberExtreme fills per patient

Risk indicators are statistical patterns, not allegations. Learn more

45,576

Total Claims

$1.9M

Drug Cost

822

Beneficiaries

$2,287

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. 106,889 Family Practice providers

-15%

Opioid rate vs peers

2.2% vs 2.6% avg

+114%

Cost per patient vs peers

$2,287 vs $1,068 avg

-5%

Brand preference vs peers

8.6% 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 93% indicates prescribing patterns with significant similarity to confirmed fraud cases. 19 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

2.2%

Opioid Rate

994

Opioid Claims

$46K

Opioid Cost

11.1%

Long-Acting Rate

Brand vs Generic

91% generic

Brand: 3,882 claims · $1.3M

Generic: 41,479 claims · $525K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Apixaban1,192$330K
Rivaroxaban199$80K
Linagliptin274$77K
Empagliflozin64$53K
Dulaglutide52$51K
Sitagliptin Phosphate117$48K
Sacubitril/Valsartan95$46K
Insulin Glargine,hum.Rec.Anlog116$44K
Umeclidinium Brm/Vilanterol Tr48$39K
Semaglutide36$36K
Vortioxetine Hydrobromide32$32K
Tirzepatide21$32K
Teriparatide11$32K
Insulin Detemir34$26K
Insulin Lispro21$23K

Prescribing Profile

227

Unique Drugs

$566K

IRA Negotiated Drugs

$141K

GLP-1 Drugs

26.0

Anomaly Score

Patient Profile

77

Avg Age

62%

Female

1.23

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