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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.

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Ryan WilliamsMD

Internal Medicine · Nampa, ID 83687

NPI: 1114053014

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31

🟠 Elevated

🤖 ML Fraud Detection Score: 94%

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

Learn more →

Risk Flags

Elevated long-acting opioid rateHigh antipsychotic prescribing (65+)Opioid + benzodiazepine co-prescriberextreme_fills_per_patient

Risk indicators are statistical patterns, not allegations. Learn more

36,720

Total Claims

$3.4M

Drug Cost

983

Beneficiaries

$3,505

Cost/Patient

Risk Score Breakdown 31/100

Low (0)Moderate (15)Elevated (30)High (50+)
Elderly antipsychotic prescribing+10
Opioid + benzodiazepine combo+8
High fills per patient+5
Long-acting opioid rate+4

Score components are additive. Read full methodology

Peer Comparison vs. 110,156 Internal Medicine providers

+8%

Opioid rate vs peers

2.4% vs 2.2% avg

+148%

Cost per patient vs peers

$3,505 vs $1,411 avg

+79%

Brand preference vs peers

19.0% 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.

Opioid Prescribing

2.4%

Opioid Rate

885

Opioid Claims

$48K

Opioid Cost

18.6%

Long-Acting Rate

Brand vs Generic

81% generic

Brand: 6,951 claims · $2.5M

Generic: 29,648 claims · $968K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Apixaban1,736$532K
Deutetrabenazine54$174K
Valbenazine Tosylate45$163K
Paliperidone Palmitate46$147K
Interferon Beta-1b11$108K
Mirabegron433$107K
Insulin Glargine,hum.Rec.Anlog364$103K
Rifaximin32$101K
Sitagliptin Phosphate231$67K
Empagliflozin197$61K
Rivaroxaban203$57K
Cariprazine Hcl65$51K
Aripiprazole261$48K
Semaglutide42$41K
Paliperidone94$36K

Prescribing Profile

263

Unique Drugs

$792K

IRA Negotiated Drugs

$80K

GLP-1 Drugs

31.0

Anomaly Score

Patient Profile

76

Avg Age

58%

Female

2.46

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