⚠️

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 →

Clara RiveraMD

General Practice · Naranjito, PR 00719

NPI: 1164468922

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26

🟡 Moderate

ML Fraud Detection Score: 98%

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

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

Risk indicators are statistical patterns, not allegations. Learn more

25,778

Total Claims

$1.2M

Drug Cost

395

Beneficiaries

$3,010

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. 7,389 General Practice providers

-73%

Opioid rate vs peers

0.7% vs 2.5% avg

+167%

Cost per patient vs peers

$3,010 vs $1,128 avg

+48%

Brand preference vs peers

12.5% vs 8.4% 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

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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.

⚠️

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

0.7%

Opioid Rate

170

Opioid Claims

$1,300

Opioid Cost

Long-Acting Rate

Brand vs Generic

88% generic

Brand: 3,179 claims · $947K

Generic: 22,327 claims · $236K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Rivaroxaban190$119K
Dapagliflozin Propanediol150$103K
Sitagliptin Phosphate122$75K
Sitagliptin Phos/Metformin Hcl116$72K
Insulin Glargine,hum.Rec.Anlog118$61K
Levothyroxine Sodium1,259$57K
Empaglifloz/Linaglip/Metformin104$54K
Abacavir/Dolutegravir/Lamivudi13$46K
Emtricitab/Rilpiviri/Tenof Ala13$45K
Apixaban64$39K
Insulin Lispro76$26K
Insulin Nph Hum/Reg Insulin Hm63$18K
Dulaglutide14$13K
Levetiracetam14$12K
Sitagliptin Phos/Metformin Hcl22$11K

Prescribing Profile

197

Unique Drugs

$342K

IRA Negotiated Drugs

$13K

GLP-1 Drugs

26.0

Anomaly Score

Patient Profile

71

Avg Age

56%

Female

2.53

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