⚠️

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 →

Jacob FlynnM.D.

Family Practice · Traverse City, MI 49684

NPI: 1104114230

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15

🟡 Moderate

ML Fraud Detection Score: 92%

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 antipsychotic prescribing (65+)Opioid + benzodiazepine co-prescriber

Risk indicators are statistical patterns, not allegations. Learn more

8,952

Total Claims

$860K

Drug Cost

626

Beneficiaries

$1,374

Cost/Patient

Risk Score Breakdown 15/100

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

Score components are additive. Read full methodology

Peer Comparison vs. 106,889 Family Practice providers

+17%

Opioid rate vs peers

3.0% vs 2.6% avg

+29%

Cost per patient vs peers

$1,374 vs $1,068 avg

+18%

Brand preference vs peers

10.7% 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 92% 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

3.0%

Opioid Rate

271

Opioid Claims

$4,762

Opioid Cost

6.6%

Long-Acting Rate

Brand vs Generic

89% generic

Brand: 943 claims · $649K

Generic: 7,904 claims · $202K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Apixaban122$115K
Fluticasone/Umeclidin/Vilanter58$79K
Insulin Glargine,hum.Rec.Anlog79$59K
Rivaroxaban44$55K
Insulin Glargine/Lixisenatide34$28K
Mirabegron35$26K
Budesonide/Formoterol Fumarate38$24K
Sitagliptin Phosphate15$23K
Dulaglutide14$19K
Empagliflozin11$18K
Erenumab-Aooe12$14K
Tiotropium Bromide11$12K
Valacyclovir Hcl13$11K
Dexlansoprazole20$10K
Atorvastatin Calcium503$8,384

Prescribing Profile

129

Unique Drugs

$211K

IRA Negotiated Drugs

$19K

GLP-1 Drugs

15.0

Anomaly Score

Patient Profile

71

Avg Age

43%

Female

1.24

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