⚠️

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 JonesM.D.

Internal Medicine · Panama City, FL 32405

NPI: 1053323584

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15

🟡 Moderate

ML Fraud Detection Score: 86%

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-prescriber

Risk indicators are statistical patterns, not allegations. Learn more

9,219

Total Claims

$835K

Drug Cost

658

Beneficiaries

$1,269

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

-81%

Opioid rate vs peers

0.4% vs 2.2% avg

-10%

Cost per patient vs peers

$1,269 vs $1,411 avg

-16%

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

🤖

ML fraud detection score of 86% indicates prescribing patterns with significant similarity to confirmed fraud cases. 17 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

0.4%

Opioid Rate

39

Opioid Claims

$927

Opioid Cost

Long-Acting Rate

Brand vs Generic

91% generic

Brand: 819 claims · $709K

Generic: 8,359 claims · $124K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Apixaban90$123K
Semaglutide75$105K
Fluticasone/Umeclidin/Vilanter59$88K
Budesonide/Formoterol Fumarate34$28K
Canagliflozin26$28K
Empagliflozin18$25K
Insulin Degludec22$21K
Dapagliflozin Propanediol12$21K
Rivaroxaban12$21K
Albuterol Sulfate206$14K
Fluticasone/Vilanterol11$13K
Linagliptin11$9,703
Rosuvastatin Calcium565$5,883
Atorvastatin Calcium338$3,585
Fluticasone Propion/Salmeterol13$2,973

Prescribing Profile

133

Unique Drugs

$190K

IRA Negotiated Drugs

$105K

GLP-1 Drugs

15.0

Anomaly Score

Patient Profile

69

Avg Age

54%

Female

1.29

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