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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 →

Crystal JonesNP

Nurse Practitioner · North Wilkesboro, NC 28659

NPI: 1275914285

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18

🟡 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

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

Risk indicators are statistical patterns, not allegations. Learn more

20,042

Total Claims

$2.2M

Drug Cost

806

Beneficiaries

$2,743

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. 218,535 Nurse Practitioner providers

-45%

Opioid rate vs peers

2.1% vs 3.8% avg

+134%

Cost per patient vs peers

$2,743 vs $1,174 avg

+61%

Brand preference vs peers

14.3% vs 8.9% 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

🤖

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

2.1%

Opioid Rate

414

Opioid Claims

$8,309

Opioid Cost

3.6%

Long-Acting Rate

Brand vs Generic

86% generic

Brand: 2,835 claims · $1.8M

Generic: 17,024 claims · $427K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Apixaban245$241K
Dapagliflozin Propanediol101$116K
Linaclotide87$90K
Semaglutide71$78K
Dulaglutide60$63K
Rivaroxaban54$62K
Empagliflozin40$58K
Sitagliptin Phosphate52$54K
Insulin Glargine,hum.Rec.Anlog100$51K
Liraglutide35$49K
Fluticasone/Umeclidin/Vilanter51$41K
Mirabegron37$39K
Budesonide/Formoterol Fumarate83$38K
Evolocumab60$36K
Semaglutide17$31K

Prescribing Profile

216

Unique Drugs

$552K

IRA Negotiated Drugs

$237K

GLP-1 Drugs

18.0

Anomaly Score

Patient Profile

68

Avg Age

59%

Female

1.62

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