⚠️

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 →

Madelaine BerriosMD

Family Practice · Barranquitas, PR 00794

NPI: 1326145772

Share:

26

🟡 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.

Learn more →

Risk Flags

High antipsychotic prescribing (65+)Opioid + benzodiazepine co-prescriberExtreme fills per patient

Risk indicators are statistical patterns, not allegations. Learn more

39,399

Total Claims

$1.0M

Drug Cost

993

Beneficiaries

$1,051

Cost/Patient

Risk Score Breakdown 26/100

Low (0)Moderate (15)Elevated (30)High (50+)
Elderly antipsychotic prescribing+10
Opioid + benzodiazepine combo+8
High fills per patient+5

Score components are additive. Read full methodology

Peer Comparison vs. 106,889 Family Practice providers

-88%

Opioid rate vs peers

0.3% vs 2.6% avg

-2%

Cost per patient vs peers

$1,051 vs $1,068 avg

+4%

Brand preference vs peers

9.3% 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 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

0.3%

Opioid Rate

124

Opioid Claims

$2,276

Opioid Cost

10.5%

Long-Acting Rate

Brand vs Generic

91% generic

Brand: 3,615 claims · $704K

Generic: 35,052 claims · $328K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Apixaban231$138K
Levothyroxine Sodium1,560$80K
Rivaroxaban102$56K
Empaglifloz/Linaglip/Metformin92$55K
Insulin Glargine-Yfgn403$52K
Insulin Glargine,hum.Rec.Anlog127$52K
Insulin Nph Human Isophane127$35K
Dapagliflozin Propanediol53$33K
Efavirenz/Emtricit/Tenofovr Df13$31K
Insulin Nph Hum/Reg Insulin Hm73$24K
Ticagrelor44$20K
Losartan Potassium1,895$19K
Omega-3 Acid Ethyl Esters409$16K
Sitagliptin Phos/Metformin Hcl21$15K
Gabapentin2,213$13K

Prescribing Profile

189

Unique Drugs

$237K

IRA Negotiated Drugs

26.0

Anomaly Score

Patient Profile

71

Avg Age

55%

Female

1.99

Avg Risk Score

Explore More

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