⚠️

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 →

Craig HallMD

Internal Medicine · Jackson, CA 95642

NPI: 1013920628

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15

🟡 Moderate

ML Fraud Detection Score: 90%

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

11,714

Total Claims

$1.2M

Drug Cost

769

Beneficiaries

$1,525

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

+49%

Opioid rate vs peers

3.3% vs 2.2% avg

+8%

Cost per patient vs peers

$1,525 vs $1,411 avg

+14%

Brand preference vs peers

12.2% 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 90% indicates prescribing patterns with significant similarity to confirmed fraud cases. 18 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

391

Opioid Claims

$8,753

Opioid Cost

Long-Acting Rate

Brand vs Generic

88% generic

Brand: 1,414 claims · $946K

Generic: 10,219 claims · $223K

Top Prescribed Drugs

Drug (Generic)ClaimsCost
Apixaban159$172K
Dulaglutide73$95K
Semaglutide37$64K
Rivaroxaban44$55K
Empagliflozin46$55K
Semaglutide29$47K
Fluticasone/Vilanterol82$41K
Sitagliptin Phos/Metformin Hcl45$39K
Sitagliptin Phosphate27$36K
Liraglutide24$32K
Insulin Glargine,hum.Rec.Anlog42$30K
Budesonide/Formoterol Fumarate58$29K
Dapagliflozin Propanediol20$28K
Tiotropium Bromide16$15K
Fluticasone Propion/Salmeterol22$14K

Prescribing Profile

147

Unique Drugs

$345K

IRA Negotiated Drugs

$239K

GLP-1 Drugs

15.0

Anomaly Score

Patient Profile

73

Avg Age

56%

Female

0.98

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