⚠️

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 →

Todd BerryhillM.D.

Internal Medicine · Ames, IA 50010

NPI: 1063409563

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20

🟡 Moderate

ML Fraud Detection Score: 89%

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

Elevated long-acting opioid rateElevated antipsychotic prescribing (65+)Opioid + benzodiazepine co-prescriber

Risk indicators are statistical patterns, not allegations. Learn more

10,400

Total Claims

$1.1M

Drug Cost

670

Beneficiaries

$1,604

Cost/Patient

Risk Score Breakdown 20/100

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

Score components are additive. Read full methodology

Peer Comparison vs. 110,156 Internal Medicine providers

+153%

Opioid rate vs peers

5.7% vs 2.2% avg

+14%

Cost per patient vs peers

$1,604 vs $1,411 avg

+39%

Brand preference vs peers

14.8% 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 89% indicates prescribing patterns with significant similarity to confirmed fraud cases. 18 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

5.7%

Opioid Rate

590

Opioid Claims

$43K

Opioid Cost

17.8%

Long-Acting Rate

Brand vs Generic

85% generic

Brand: 1,524 claims · $880K

Generic: 8,804 claims · $191K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Apixaban224$218K
Semaglutide135$166K
Rivaroxaban49$52K
Fluticasone/Vilanterol73$34K
Mirabegron54$31K
Insulin Glargine,hum.Rec.Anlog16$30K
Insulin Glargine,hum.Rec.Anlog41$29K
Dulaglutide28$28K
Budesonide/Formoterol Fumarate38$23K
Oxycodone Hcl21$17K
Fluticasone Propion/Salmeterol28$14K
Fentanyl81$11K
Rsv Vacc, Pref A And Pref B/Pf30$10K
Insulin Lispro Protamin/Lispro11$9,983
Levothyroxine Sodium585$7,826

Prescribing Profile

136

Unique Drugs

$270K

IRA Negotiated Drugs

$194K

GLP-1 Drugs

20.0

Anomaly Score

Patient Profile

77

Avg Age

43%

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