⚠️

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 →

Daniel LinMD, PHD

Hospitalist · Philadelphia, PA 19149

NPI: 1073781621

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18

🟡 Moderate

🤖 ML Fraud Detection Score: 83%

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

Learn more →

Risk Flags

Elevated antipsychotic prescribing (65+)Opioid + benzodiazepine co-prescriberHigh fills per patient

Risk indicators are statistical patterns, not allegations. Learn more

12,910

Total Claims

$823K

Drug Cost

679

Beneficiaries

$1,212

Cost/Patient

Risk Score Breakdown 18/100

Low (0)Moderate (15)Elevated (30)High (50+)
Opioid + benzodiazepine combo+8
Elderly antipsychotic prescribing+5
High fills per patient+3

Score components are additive. Read full methodology

Peer Comparison vs. 16,767 Hospitalist providers

-81%

Opioid rate vs peers

0.6% vs 3.0% avg

+184%

Cost per patient vs peers

$1,212 vs $427 avg

+64%

Brand preference vs peers

8.6% vs 5.2% 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 83% indicates prescribing patterns with significant similarity to confirmed fraud cases. 17 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

0.6%

Opioid Rate

72

Opioid Claims

$406

Opioid Cost

Long-Acting Rate

Brand vs Generic

91% generic

Brand: 1,092 claims · $607K

Generic: 11,645 claims · $212K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Sitagliptin Phosphate201$177K
Empagliflozin69$64K
Icosapent Ethyl103$60K
Apixaban70$55K
Tenofovir Alafenamide29$45K
Linaclotide48$27K
Linagliptin22$27K
Tenofovir Disoproxil Fumarate91$23K
Rivaroxaban22$22K
Dulaglutide11$11K
Mirabegron19$11K
Sitagliptin Phos/Metformin Hcl17$10K
Icosapent Ethyl24$8,418
Diclofenac Sodium331$8,067
Atorvastatin Calcium660$8,014

Prescribing Profile

124

Unique Drugs

$319K

IRA Negotiated Drugs

$11K

GLP-1 Drugs

18.0

Anomaly Score

Patient Profile

72

Avg Age

50%

Female

1.05

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