⚠️

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 →

Kristy ChappellMD

Family Practice · Powderly, KY 42367

NPI: 1073514030

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33

🟠 Elevated

🤖 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 cost outlier (population + peer)High antipsychotic prescribing (65+)Opioid + benzodiazepine co-prescriberExtreme fills per patient

Risk indicators are statistical patterns, not allegations. Learn more

30,316

Total Claims

$3.4M

Drug Cost

647

Beneficiaries

$5,259

Cost/Patient

Risk Score Breakdown 33/100

Low (0)Moderate (15)Elevated (30)High (50+)
Elderly antipsychotic prescribing+10
Opioid + benzodiazepine combo+8
Cost per patient outlier+6
High fills per patient+5

Score components are additive. Read full methodology

Peer Comparison vs. 106,889 Family Practice providers

+154%

Opioid rate vs peers

6.6% vs 2.6% avg

+392%

Cost per patient vs peers

$5,259 vs $1,068 avg

+50%

Brand preference vs peers

13.5% 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 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

6.6%

Opioid Rate

1,989

Opioid Claims

$75K

Opioid Cost

1.9%

Long-Acting Rate

Brand vs Generic

87% generic

Brand: 4,072 claims · $2.8M

Generic: 26,063 claims · $555K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Semaglutide352$408K
Tirzepatide172$210K
Alpha-1-Proteinase Inhibitor13$174K
Empagliflozin210$169K
Apixaban228$155K
Dapagliflozin Propanediol118$94K
Sitagliptin Phosphate107$86K
Cariprazine Hcl58$79K
Fluticasone/Umeclidin/Vilanter66$70K
Rivaroxaban94$67K
Dulaglutide55$65K
Linaclotide89$53K
Insulin Aspart51$47K
Evolocumab60$42K
Insulin Glargine,hum.Rec.Anlog67$38K

Prescribing Profile

266

Unique Drugs

$655K

IRA Negotiated Drugs

$728K

GLP-1 Drugs

33.0

Anomaly Score

Patient Profile

68

Avg Age

62%

Female

1.46

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.Methodology · About