How Does the Government Determine Which Prescriptions Are Medically Necessary

Todd Spodek, Managing Partner

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The government does not make clinical determinations. It makes statistical ones, and then it retains a physician expert to translate those statistics into clinical conclusions.

This distinction is important and is consistently misunderstood by practitioners who assume that the DEA’s investigative process involves a physician reviewing their patients’ cases and reaching clinical judgments about each prescription. It does not, at least not in the investigation’s early stages. The investigation begins with data, and the data produces a theory of the case that the government’s medical expert is then retained to support.

The PDMP Statistical Analysis

The primary tool through which the government assesses medical necessity in opioid prescribing cases is the prescription drug monitoring program data. The PDMP records every controlled substance prescription dispensed in the state, including the drug, the dose, the quantity, the prescriber, the patient, and the pharmacy. The DEA’s analytical systems apply statistical analysis to this data to identify prescribers whose patterns deviate from the norms of their specialty, their geography, and their patient population.

The statistical outlier analysis identifies prescribers who prescribed opioids at higher volumes, in higher doses, to more patients, or in combinations more frequently associated with diversion than the comparison population. The analysis is peer-based: it compares the target prescriber against practitioners in the same specialty, the same geographic region, and the same billing category. A pain management specialist who prescribes at the ninety-ninth percentile of their specialty peers in opioid prescribing volume is an outlier relative to those peers, and that outlier status is the threshold finding that the investigation uses to support the theory of prescribing outside the usual course of professional practice.

The Government’s Medical Expert

After the statistical analysis has identified the target prescriber as an outlier, the government retains a physician expert, typically a board-certified pain management specialist or addiction medicine physician, to review a sample of the prescribing records and render an opinion about whether the prescriptions were issued within the usual course of professional practice and for a legitimate medical purpose.

The government’s expert review typically selects a sample of patient files, often those whose prescribing patterns are most anomalous, and assesses whether the medical records adequately document the clinical basis for the prescriptions. Where the records are sparse, where examination findings are absent or inadequate, where the same diagnosis appears in identical language across multiple patients, or where the prescribed doses and combinations are inconsistent with any recognized treatment protocol, the expert opines that the prescriptions were not medically necessary and were issued outside the usual course of professional practice.

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This expert opinion is the pivot point in the government’s case. The statistical analysis establishes the anomaly. The expert opinion translates the anomaly into a clinical conclusion. The defense must challenge both: the statistical methodology that produced the comparison and the clinical judgments that the government’s expert rendered about specific prescriptions.

Challenging the Medical Necessity Determination

The defense challenges the government’s medical necessity determination at two levels. First, the statistical methodology: the peer comparison that identified the practitioner as an outlier may have used an inappropriate peer group, failed to account for the specific characteristics of the patient population, or applied a comparison metric that does not reflect the clinical reality of the practice. A rural primary care physician who is the sole provider for a population with high rates of occupational injury and chronic pain conditions should not be compared against urban primary care physicians serving demographically different populations.

Second, the clinical expert opinion: the government’s expert reviewed a selected sample of cases, often the most anomalous ones, and reached conclusions based on the documentation present in those files. The defense expert reviews the same files, may review additional files not selected by the government, and provides an alternative clinical opinion that explains why the prescriptions were medically appropriate given the patient’s specific condition, history, and circumstances. The competing expert opinions are the core of the medical necessity contest at trial.

Todd Spodek
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The government’s determination that a prescription was not medically necessary is an opinion, not a fact. It is an opinion formed by a physician retained by the government, reviewing records selected by the government, applying standards the government’s theory requires. It is an opinion that can be challenged, rebutted, and in many cases discredited by a defense expert who has reviewed the same records and reached a different clinical conclusion. The medical necessity determination is not the end of the analysis. It is the beginning of the contest.

The Role of Clinical Guidelines

The government’s expert will typically reference applicable clinical guidelines, including the CDC’s opioid prescribing guidelines, specialty society guidelines for pain management, and state medical board guidelines, as the framework against which the prescribing is measured. The defense must address those guidelines directly: whether the practitioner was aware of them, whether the prescribing reflected them, and whether the specific patient circumstances justified a departure from the guidelines’ general recommendations.

Clinical guidelines are not the legal standard for medical necessity. They are evidence of the standard of care that both parties use to support their respective expert opinions. The defense that demonstrates familiarity with the applicable guidelines, documents the clinical reasons for departures from them in specific cases, and presents a medical expert who can explain those reasons to a jury is the defense that most credibly contests the government’s medical necessity determination.

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Todd Spodek
ABOUT THE AUTHOR

Todd Spodek

Managing Partner

With decades of experience in high-stakes federal criminal defense, Todd Spodek has built a reputation for aggressive, strategic representation. Featured on Netflix's "Inventing Anna," he has successfully defended clients facing federal charges, white-collar allegations, and complex criminal cases in federal courts nationwide.

Bar Admissions: New York State Bar New Jersey State Bar U.S. District Court, SDNY U.S. District Court, EDNY
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Community Discussion

Real questions and discussions from readers about this topic.

51
FF former_fed_investigator Former Federal Agent 3w ago

Former investigator perspective on this topic

Retired OIG special agent here. Spent 22 years on the enforcement side. Reading this article and the comments — I want to offer some perspective from the other side of the table.

Most investigations start with data, not complaints. PDMP data, Medicare billing data, pharmacy purchasing records. By the time an agent contacts you, they've usually been looking at your numbers for months. That's why having good documentation matters — the data will flag you, but the documentation either explains the data or doesn't.

54
FF former_fed_investigator Former Federal Agent 2w ago

Talking. Hands down. Doctors who talked to agents without a lawyer — trying to explain their way out of it — gave us 80% of the evidence we needed. Every single time. Get a lawyer first. Always.

43
FM fed_med_lawyer Attorney 2w ago

Seconding this emphatically. I've represented dozens of healthcare providers. The ones who called me BEFORE talking to agents had dramatically better outcomes than the ones who called AFTER. It's not about having something to hide — it's about having your rights protected from the start.

35
AD anxious_doc_2025 Physician 2w ago

This is incredibly valuable perspective. Can you share — what's the single biggest mistake you saw doctors make when they first learned they were being investigated?

44
SD solo_doc_2025 Solo Practitioner 3w ago

How much does a federal healthcare fraud attorney actually cost?

I need to talk to someone but I'm a solo practitioner. I don't have a hospital legal department behind me. What does it actually cost to retain a federal healthcare defense attorney? Just a consultation vs. ongoing representation? Can I even afford this?

51
FM fed_med_lawyer Attorney 3w ago

Typical ranges:

- Initial consultation: Free to $500. Many firms offer free phone consultations.
- Pre-investigation advisory/compliance review: $3,000–$10,000
- Responding to a subpoena: $5,000–$15,000
- Full investigation representation: $25,000–$75,000+
- Trial defense: $100,000–$500,000+

The earlier you engage, the less it costs. A $5,000 consultation that prevents a $50,000 investigation is the best money you'll ever spend. Most attorneys will work out payment plans for solo practitioners.

25
SI survived_investigation Physician — Investigated & Cleared 3w ago

I paid about $35k total for my defense over 18 months. Was it painful? Yes. Would I do it again? In a heartbeat. The alternative — trying to handle it myself or hiring a cheap general attorney — would have cost me my license and my freedom.

41
MU MD_under_stress DO 2w ago

Going through exactly what this article describes — anyone else?

Just read this article about "How Does the Government Determine Which Prescriptions Are Medically Necessary" and it hit close to home. I'm a family practice doctor and I've been losing sleep over this. My prescribing patterns got flagged by the state PDMP. I haven't been contacted directly by any agency yet but the anxiety is crushing. Anyone been through something similar?

49
HD healthcare_defense_atty Attorney 2w ago

First: do NOT speak to any federal agent without counsel. Period. Not the DEA, not the OIG, not the FBI. You have the right to counsel and exercising that right cannot be held against you.

Second: get a consultation NOW, before anything formal happens. Pre-investigation counsel is dramatically more effective (and less expensive) than post-indictment defense. Many healthcare fraud defense attorneys offer free initial consultations.

Third: do NOT alter any records. Do NOT destroy any documents. Do NOT discuss this with staff beyond what's necessary for patient care. Any of those actions can become separate criminal charges (obstruction, evidence tampering) even if the underlying prescribing was entirely legitimate.

39
SI survived_investigation Physician — Investigated & Cleared 2w ago

Went through a DEA investigation 3 years ago. It was the worst 18 months of my life but I came out clean. Best advice: get a lawyer who specifically handles federal healthcare cases (not a general criminal attorney), follow their instructions to the letter, and keep practicing medicine. The investigation itself is not a conviction and most of your patients still need you.

19
PC pharma_compliance Compliance 2w ago

If you haven't already, start documenting everything meticulously going forward. Every prescribing decision should have clear clinical justification in the chart. This protects you regardless of whether an investigation materializes.

38
IP independent_pharmacist PharmD 3w ago

Pharmacist perspective on “How Does the Government Determine Which Prescripti”

Running an independent pharmacy and this topic affects us directly. I've had to make some difficult decisions about which prescriptions to fill recently. It feels like there's no right answer sometimes. Any other pharmacists dealing with this?

27
PA pharma_attorney Attorney 3w ago

Pharmacists are increasingly being named in federal healthcare fraud cases. Your documentation is your shield. Invest in a compliance program if you don't have one — it's far cheaper than a defense. And know that you DO have the right to refuse to fill prescriptions you believe are not for a legitimate medical purpose. That right is explicitly recognized in federal regulation.

21
FP fellow_pharmacist PharmD 3w ago

You're not alone. The "corresponding responsibility" doctrine puts us in an impossible position. Document EVERYTHING — every conversation with a prescriber about a questionable script, every refusal, every verification call. If you have a compliance program, follow it religiously. If you don't have one, get one yesterday.

33
FM family_member_scared 2w ago

My spouse is a doctor and I’m terrified after reading this

My wife is a pain management specialist and a colleague's practice was raided and now we're worried ours could be next. We have everything tied up in the practice. I don't know anything about criminal defense. How do we even start? How much does this cost? Can they take our house?

40
FM fed_med_lawyer Attorney 2w ago

I understand the fear. Here's what you need to know:

1. Attorney fees: Federal healthcare fraud defense typically costs $20,000-60,000 depending on the stage and complexity. Pre-investigation work is on the lower end.

2. Your home: In most states, homestead exemptions protect your primary residence. Federal forfeiture requires a direct connection between the property and the alleged criminal activity — simply being a doctor who's investigated doesn't put your house at risk.

3. First step: Call a federal healthcare fraud defense attorney this week. Not a general lawyer. Someone who has handled DEA/OIG cases before. Most will do a free phone consultation to assess the situation.

4. Don't panic: Investigation ≠ charges. Charges ≠ conviction. Many investigations are closed without action.

27
BT been_there_doc 2w ago

I'm the spouse of a physician who went through a 2-year DEA investigation. It was resolved favorably. The emotional toll is real — please consider therapy for both of you. We found a support group for medical professionals under investigation that helped enormously. You're not alone in this.

27
KC ketamine_clinic_owner Ketamine Provider 2w ago

Anyone running a ketamine clinic dealing with these issues?

I operate a IV ketamine practice and the regulatory landscape feels like it changes monthly. My state medical board issued new ketamine prescribing guidelines. How are other ketamine providers navigating this?

31
FK fellow_ketamine_doc Anesthesiologist 2w ago

Running a ketamine clinic since 2021. The key is airtight protocols and documentation. We have:
- Written treatment protocols for every indication
- Informed consent that specifically addresses off-label use
- Pre-treatment screening including psychological evaluation
- Monitoring during and after infusion
- Follow-up documentation
- Clear exclusion criteria

The DEA has been more interested in compounding pharmacies than individual clinics so far, but that could change. Stay current with ASA and APA guidelines.

28
HD healthcare_defense_atty Attorney 2w ago

Ketamine clinics are an emerging enforcement target. The Schedule III classification gives you more flexibility than Schedule II, but the "legitimate medical purpose" standard still applies. The biggest risk areas I see: (1) inadequate patient screening, (2) lack of follow-up care, (3) advertising that makes medical claims beyond what's supported, (4) corporate practice of medicine violations if non-physicians have ownership stakes. Get a compliance review done proactively.

26
JG just_graduated_MD Resident 1w ago

Just started practice — is this something I should worry about from day one?

I just finished fellowship and started at a private pain clinic. Reading about "How Does the Government Determine Which " is terrifying for someone just starting out. Should I be getting my own malpractice attorney from day one? What should I be doing differently as a new practitioner to protect myself?

34
BT been_there_doc Physician — 20yr 1w ago

The fact that you're thinking about this early is a good sign. Three things:\n\n1. Document meticulously. Every prescribing decision should have clear clinical justification. "Patient reports pain" is not enough. Physical exam findings, functional assessments, treatment plans.\n\n2. Get familiar with your state PDMP and check it for every controlled substance prescription. Make it a habit from day one.\n\n3. Find a mentor in your practice who models good prescribing practices. Observe how they handle difficult patients, how they document, how they say no when needed.\n\nYou don't need a defense attorney on retainer, but knowing who you'd call if needed is smart.

31
HD healthcare_defense_atty Attorney 1w ago

I'll add: make sure your malpractice insurance includes regulatory defense coverage (not just civil malpractice). Many policies exclude coverage for DEA/licensing board actions. Ask your carrier specifically. If they don't cover it, supplemental regulatory defense insurance is available and relatively inexpensive for new practitioners.

25
PA podiatrist_anon DPM 1mo ago

Does this apply to veterinarians too?

I'm a podiatrist who prescribes controlled substances. Most of the articles I see focus on physicians and pain management. Are podiatrists really at risk for DEA scrutiny?

21
FM fed_med_lawyer Attorney 1mo ago

Yes. Any DEA registrant who prescribes controlled substances is subject to the same federal standards. Dentists are increasingly scrutinized for opioid prescribing — the CDC's prescribing guidelines have been applied to dental practice. Veterinarians have seen a rise in diversion cases (drugs prescribed for animals being diverted to human use). The DEA does not distinguish by specialty — they look at prescribing patterns and whether they're consistent with legitimate medical practice.

19
AM anonymous_medical_staff Practice Administrator 1mo ago

What should clinic staff know about this topic?

I'm a practice manager at a pain management clinic. After reading about "How Does the Government Determine Which " — what should front-line staff (receptionists, medical assistants, billing staff) know? We want to make sure we're not inadvertently creating problems. Should we be training staff differently?

21
HC healthcare_consultant Compliance 4w ago

Key things for staff:

1. Never alter medical records after the fact for any reason
2. If a federal agent shows up, be polite but say "I need to contact our attorney before providing any information"
3. Don't discuss patient cases with anyone outside the practice
4. Follow your office's prescription verification protocol exactly — no shortcuts
5. Document any patient behavior that seems concerning (doctor shopping, lost prescriptions, etc.)

Annual compliance training for all staff is worth every penny.

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