⚠️

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 →

Ronnie MandalD.O,MBA,MS,MT(ASCP)

Internal Medicine · Chicago, IL 60625

NPI: 1104002872

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24

🟡 Moderate

ML Fraud Detection Score: 93%

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-prescriberHigh fills per patient

Risk indicators are statistical patterns, not allegations. Learn more

9,215

Total Claims

$765K

Drug Cost

360

Beneficiaries

$2,125

Cost/Patient

Risk Score Breakdown 24/100

Low (0)Moderate (15)Elevated (30)High (50+)
Elderly antipsychotic prescribing+10
Opioid + benzodiazepine combo+8
High fills per patient+3

Score components are additive. Read full methodology

Peer Comparison vs. 110,156 Internal Medicine providers

+47%

Opioid rate vs peers

3.3% vs 2.2% avg

+51%

Cost per patient vs peers

$2,125 vs $1,411 avg

+41%

Brand preference vs peers

15.0% 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

🤖

ML fraud detection score of 93% indicates prescribing patterns with significant similarity to confirmed fraud cases. 19 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

3.3%

Opioid Rate

303

Opioid Claims

$24K

Opioid Cost

6.6%

Long-Acting Rate

Brand vs Generic

85% generic

Brand: 1,372 claims · $563K

Generic: 7,787 claims · $199K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Apixaban332$116K
Rivaroxaban144$61K
Empagliflozin131$52K
Sitagliptin Phosphate78$49K
Rifaximin12$28K
Insulin Glargine,hum.Rec.Anlog30$21K
Fluticasone/Vilanterol14$14K
Semaglutide11$13K
Insulin Aspart41$13K
Insulin Glargine,hum.Rec.Anlog26$11K
Potassium Chloride123$9,800
Linagliptin30$9,015
Glucagon12$8,007
Linaclotide14$7,735
Atorvastatin Calcium505$6,654

Prescribing Profile

143

Unique Drugs

$294K

IRA Negotiated Drugs

$13K

GLP-1 Drugs

24.0

Anomaly Score

Patient Profile

75

Avg Age

50%

Female

1.93

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