⚠️

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 →

Minping LiuM.D.

Internal Medicine · Boston, MA 02111

NPI: 1417966557

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15

🟡 Moderate

Risk Flags

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

Risk indicators are statistical patterns, not allegations. Learn more

23,287

Total Claims

$1.7M

Drug Cost

1,277

Beneficiaries

$1,322

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. 110,156 Internal Medicine providers

-46%

Opioid rate vs peers

1.2% vs 2.2% avg

-6%

Cost per patient vs peers

$1,322 vs $1,411 avg

-17%

Brand preference vs peers

8.9% 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

⚠️

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

1.2%

Opioid Rate

280

Opioid Claims

$2,602

Opioid Cost

Long-Acting Rate

Brand vs Generic

91% generic

Brand: 2,023 claims · $1.1M

Generic: 20,802 claims · $558K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Apixaban210$228K
Sitagliptin Phosphate164$187K
Dulaglutide56$73K
Budesonide/Formoterol Fumarate118$64K
Linagliptin47$59K
Metoprolol Succinate1,812$53K
Tenofovir Alafenamide31$42K
Empagliflozin25$40K
Denosumab27$39K
Insulin Glargine,hum.Rec.Anlog65$37K
Atorvastatin Calcium1,957$31K
Insulin Aspart Prot/Insuln Asp16$30K
Entecavir30$26K
Losartan Potassium1,419$26K
Cyclosporine16$25K

Prescribing Profile

143

Unique Drugs

$477K

IRA Negotiated Drugs

$73K

GLP-1 Drugs

15.0

Anomaly Score

Patient Profile

74

Avg Age

67%

Female

0.97

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