⚠️

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 →

Jeffery WooM.D.

Internal Medicine · Grand Rapids, MI 49506

NPI: 1003037417

Share:

12

🟢 Low

🤖 ML Fraud Detection Score: 95%

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 rateOpioid + benzodiazepine co-prescriber

Risk indicators are statistical patterns, not allegations. Learn more

1,810

Total Claims

$212K

Drug Cost

142

Beneficiaries

$1,496

Cost/Patient

Risk Score Breakdown 12/100

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

Score components are additive. Read full methodology

Peer Comparison vs. 110,156 Internal Medicine providers

+332%

Opioid rate vs peers

9.7% vs 2.2% avg

+6%

Cost per patient vs peers

$1,496 vs $1,411 avg

+26%

Brand preference vs peers

13.4% 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 332% 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

9.7%

Opioid Rate

175

Opioid Claims

$9,274

Opioid Cost

20.0%

Long-Acting Rate

Brand vs Generic

87% generic

Brand: 241 claims · $158K

Generic: 1,558 claims · $53K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Dulaglutide37$43K
Apixaban26$19K
Semaglutide13$17K
Rivaroxaban11$16K
Tirzepatide13$13K
Buprenorphine Hcl/Naloxone Hcl13$7,844
Dapagliflozin Propanediol11$6,666
Evolocumab11$6,620
Rabeprazole Sodium23$1,451
Hydroxychloroquine Sulfate11$1,410
Levothyroxine Sodium77$1,372
Celecoxib13$1,369
Atorvastatin Calcium57$1,178
Albuterol Sulfate23$1,069
Hydrocodone/Acetaminophen54$1,066

Prescribing Profile

55

Unique Drugs

$41K

IRA Negotiated Drugs

$72K

GLP-1 Drugs

12.0

Anomaly Score

Patient Profile

72

Avg Age

54%

Female

0.80

Avg Risk Score

Explore More

Data from CMS Medicare Part D Prescriber Public Use File, 2023. Risk scores are statistical indicators, not allegations.Methodology · About