United States v. Ron Elfenbein

4th Cir.7/17/2025

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USCA4 Appeal: 24-4048 Doc: 64 Filed: 07/17/2025 Pg: 1 of 31

PUBLISHED

UNITED STATES COURT OF APPEALS
FOR THE FOURTH CIRCUIT

No. 24-4048

UNITED STATES OF AMERICA,

Plaintiff - Appellant,

v.

RON ELFENBEIN,

Defendant - Appellee.

AMERICAN MEDICAL ASSOCIATION; MARYLAND STATE MEDICAL SOCIETY

Amici Supporting Appellee.

Appeal from the United States District Court for the District of Maryland, at Baltimore.
James K. Bredar, Senior District Judge. (1:22-cr-00146-JKB-1)

Argued: January 29, 2025 Decided: July 17, 2025

Before AGEE and RICHARDSON, Circuit Judges, and Michael S. NACHMANOFF,
United States District Judge for the Eastern District of Virginia, sitting by designation.

Affirmed in part, reversed in part, and remanded by published opinion. Judge Richardson
wrote the opinion, in which Judge Agee and Judge Nachmanoff joined.
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ARGUED: Jason Daniel Medinger, OFFICE OF THE UNITED STATES ATTORNEY,
Baltimore, Maryland, for Appellant. Gregg Lewis Bernstein, ZUCKERMAN SPAEDER
LLP, Baltimore, Maryland, for Appellee. ON BRIEF: Glenn S. Leon, Chief, Fraud
Section, Jeremy R. Sanders, Appellate Counsel, UNITED STATES DEPARTMENT OF
JUSTICE, Washington, D.C.; Erek L. Barron, United States Attorney, OFFICE OF THE
UNITED STATES ATTORNEY, Baltimore, Maryland, for Appellant. Martin S. Himeles,
Jr., ZUCKERMAN SPAEDER LLP, Baltimore, Maryland, for Appellee. Jeff Wurzburg,
NORTON ROSE FULBRIGHT US LLP, San Antonio, Texas, for Amici Curiae.

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RICHARDSON, Circuit Judge:

According to the United States, two audits, a healthcare-billing expert, four patients,

and three employees, Dr. Ron Elfenbein committed healthcare fraud. But according to a

different expert, other staff members, and himself, Elfenbein did not. After 11 days of trial,

a jury decided that Elfenbein was guilty. But the district court acquitted, reasoning that the

jury had too little evidence to convict.

We disagree, so we reverse that decision. But we do agree that the case was close—

and we find it significant that the most damning evidence came not from the government’s

witnesses but Elfenbein’s. So we affirm the district court’s contingent order granting a

new trial.

I. Background

A. Elfenbein Runs An Urgent-Care Business

In 2016, Dr. Ron Elfenbein opened an urgent-care clinic in Maryland. Called Drs

ERgent Care, 1 the clinic and its satellite locations serve patients in and around Gambrills,

a town between Baltimore and Annapolis. During normal times, the clinic’s main location

was a typical, “full-service urgent care.” J.A. 1953. It offered in-person exams, x-rays,

lab testing, and “minor in-office procedures,” and served about 30 patients daily. J.A. 858.

B. COVID-19 Arrives And Elfenbein’s Business Evolves

In the spring of 2020, everything changed. Among many ways the pandemic

upended normal life, it made COVID-19 tests all-important—to work, travel, or participate

1
Today, the clinics operate under a new name: FirstCall Medical Center.
3
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in society. In response to this “overnight demand,” Elfenbein tweaked his business model.

J.A. 859. The clinics “pivoted away from . . . traditional urgent care services” and toward

COVID-19 testing. Id. And Elfenbein opened more satellite locations, like one at a fire

station in Earleigh Heights, to test more patients. This shift brought a “significant increase”

in the number of patients the clinic saw. J.A. 859.

During this time, the clinic mostly operated as a drive-through. Patients who wanted

COVID-19 tests could fill out forms in advance, pull into the parking lot, and wait for a

nurse to come swab their noses and take their temperatures. Then they would “pull up”

under a tent and park next to a television for a virtual appointment, where a provider would

appear on the screen and chat with them for a few minutes. J.A. 846. On busy days, the

line of cars waiting for tests might wrap around the block. So the clinic moved quickly.

One employee described the operation as “moving a herd of cattle through a pass at 60

heads per minute!!” J.A. 4497. Or as Elfenbein put it, “[w]e are not there to solve complex

medical issues” so “we want them in and out of the tent in under 5 minutes total.” J.A.

4487.

Elfenbein’s clinic got paid for most of these visits not out of patients’ pockets but

by insurers like Medicare. Insurance payment requires coordination between insurers (who

do not directly observe the provision of medical care) and providers (who do). To simplify

and standardize the payment process, providers and insurers classify medical services into

general categories and subcategories. Insurers identify these categories with numerical

codes. When a provider does medical work, they send the insurer the code that reflects the

appropriate category for those services. Then, insurance pays the provider a fixed amount

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based on that code. In other words, providers’ pay depends on what category a service

falls into—not patient- or appointment-specific details. Of course, this system only works

if providers use the right codes. To make sure that they do, insurers usually require

providers to submit not just codes but documentation that describes the medical services

they provided.

To ensure uniformity, many participants in this system use the same coding system.

That system comes from an annual American Medical Association guidebook called the

CPT Manual, for “Current Procedural Terminology.” But although the CPT Manual lays

out the framework, different insurers pay different rates for the same codes. Medicare, for

instance, bases its payments on regulations promulgated by a federal agency called Centers

for Medicare and Medicaid Services. Along with setting rates, CMS uses regulations to

tweak the definitions associated with codes.

What code a provider should use to describe his services thus depends on the

interaction between multiple sources. In general, the codes are defined by the latest edition

of the CPT Manual. Then, the provider should account for any insurer-specific adjustments

to the Manual’s definitions—like those created by CMS for Medicare. And last, insurers

generally require the provider to submit medical documentation showing that the code he

used matches the work he did. 2

2
For counts one through three, the payor was Medicare. For counts four and five,
the payor was CareFirst. Neither party argues that these payors’ rules differed in a relevant
way.
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When an insurer receives this information, it must evaluate the claim and decide

whether to pay it. Whether it pays depends, among other things, on whether the service

was “medically necessary,” whether it was “actually . . . provided . . . as stated on the

claim,” and whether it is “supported by medical records.” J.A. 365–66.

This case arises out of the way Elfenbein’s clinic coded five visits. The five named

patients visited Elfenbein’s clinic between March 5 and May 12, 2021. Each was tested

for COVID-19; if they got any further medical treatment, it was typically limited to

checking basic vital signs. Some had symptoms, and some did not. But all testified that

their visits were short—five or ten minutes apiece.

These visits, all agree, fell into the general category of “evaluation and

management” visits. E/M services, under the CPT Manual, are divided into two

overarching categories. One set of codes applies to evaluation and management for

established patients—patients that the provider has seen in the last three years. The second

set applies to new patients. Within each set, any given E/M visit falls within one of five

levels. A level-one visit is the simplest (and cheapest). A level-five visit is the most

complex (and costly). Elfenbein’s clinic billed the five visits in question at level four,

using code 99204 for four new patients and code 99214 for one existing patient. 3

This level-four coding generated lots of money for Elfenbein and his clinic. Though

many level-four visits took only a few minutes of his clinic’s time, Elfenbein charged

3
The government argued that these visits were representative because, as some of
its evidence suggested, Elfenbein apparently instructed his staff to code all visits for
COVID-19 tests at level four (or five if the patient was symptomatic).
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$354.22 for each 99204 visit and $231.50 for each 99214 visit. With nearly 1500 patients

coming through on some days, the clinic made millions.

C. The United States Brings Criminal Charges

Where Elfenbein saw opportunity, a federal grand jury saw fraud. When it learned

of the clinic’s coding practices, the grand jury indicted Elfenbein for five counts of

healthcare fraud in violation of 18 U.S.C. § 1347. Each count corresponded to one patient

visit for COVID-19 testing conducted during the spring and summer of 2021. As the

United States saw things, for each visit, Elfenbein committed fraud in two ways. First, the

United States alleged that Elfenbein billed insurers too much for the simple diagnoses he

provided. Second, the United States alleged that Elfenbein supported his overbilling by

sending insurers medical reports that reflected services his clinic never provided.

D. A Jury Votes To Convict Elfenbein, But The Court Acquits

Elfenbein went to trial. The government relied on an expert witness, Stephen

Quindoza, who explained the CPT code system to the jury. Quindoza also opined that

level-four codes were generally too high for the quick and easy task of testing someone for

COVID-19. But Quindoza did not specifically testify that Elfenbein’s coding was

improper, and he admitted on cross-examination that he was unfamiliar with the latest,

pandemic-era coding rules. The government also called staff from Elfenbein’s clinic, many

of whom expressed some discomfort with Elfenbein’s coding practices. And alongside

these witnesses, the government also showed the jury internal emails and patient medical

records.

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After the government finished its case-in-chief, Elfenbein moved for a judgment of

acquittal. The district court denied his motion, concluding that the government had

presented enough evidence to convict, and trial continued. In his defense, Elfenbein

offered another expert, Michael Miscoe, who provided a fuller explanation of how the CPT

coding system works and what level-four codes require. After explaining the system,

Miscoe also opined that Elfenbein’s coding decisions were correct. Finally, Elfenbein

himself testified about the treatments he provided and the codes he used.

The jury returned guilty verdicts on all charges, and Elfenbein again moved for a

judgment of acquittal. This time, the district court granted the motion. As it saw things,

after the whole trial, “the level 4 codes used to describe the five encounters” may or may

not have been false because the codes’ definitions were ambiguous. J.A. 6006–07. And

this, the district court concluded, required the government to prove that Elfenbein’s

interpretation of the ambiguous guidance was unreasonable. Recognizing that the

government would appeal, and in case we disagreed, the district court also conditionally

granted Elfenbein’s motion for a new trial. See generally United States v. Elfenbein, 708

F. Supp. 3d 621 (D. Md. 2023).

The government now appeals both decisions. 4

II. Discussion

In defending the judgment below, and thus attacking the jury’s verdict, Elfenbein

faces an uphill climb. We often reiterate that judges must tread carefully around juries.

4
We have jurisdiction under 28 U.S.C. § 1291 and 18 U.S.C. § 3731.
8
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For “the best method of trial, that is possible,” is trial “by a jury.” 1 Matthew Hale, Pleas

of the Crown 33 (1736). One reason why is that juries afford the accused what Joseph

Story called a “double security”: first “against the prejudices of judges,” and second

“against the passions of the multitude, who may demand their victim with a clamorous

precipitancy.” 3 Commentaries on the Constitution of the United States 653 (1833).

More prosaically, we have long recognized that juries are often better at weighing

evidence than judges. Juries are valuable for “[t]heir sound common sense, brought to bear

upon the consideration of testimony.” Dunlop v. United States, 165 U.S. 486, 500 (1897).

We rely on “the commonsense judgment of a group of laymen” not just because of “the

community participation and shared responsibility that results,” Williams v. Florida, 399

U.S. 78, 100 (1970), but because that group’s “practical knowledge of men and the ways

of men” helps find the truth, United States v. Scheffer, 523 U.S. 303, 313 (1998) (quoting

Aetna Life Ins. v. Ward, 140 U.S. 76, 88 (1891)). Even in a case like this one that appears

to present technical questions, there is little substitute for the jury’s practical wisdom.

For these reasons, we seldom interfere with a jury’s verdict. When a jury acquits,

that decision is final. And when it convicts, we “require[e] only that jurors ‘dr[e]w

reasonable inferences from basic facts to ultimate facts.’” Coleman v. Johnson, 566 U.S.

650, 655 (2012) (quoting Jackson v. Virginia, 443 U.S. 307, 319 (1979)). This rule

preserves the jury’s preeminent role in criminal justice and keeps appellate courts out of

the business of “fine-grained factual parsing.” Id.

Though this deference is not limitless, it does cover Elfenbein’s case. Trial courts

rightly “impress[] upon the factfinder the need to reach a subjective state of near certitude”

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to convict. Jackson, 443 U.S. at 315. And after trial, appellate courts only confirm that

conviction was possible based on the evidence—no matter how we would have decided the

case if we were in the jury’s shoes. Id. at 318–19. Probing the verdict “only to the extent

necessary,” we ask “whether, after viewing the evidence in the light most favorable to the

prosecution, any rational trier of fact could have” convicted. Id. at 319. Although Jackson

set this rule in the context of postconviction review, it also applies in cases like Elfenbein’s,

where we review a judgment of acquittal. See Fed. R. Crim. P. 29 (authorizing district

courts to grant judgments of acquittal); United States v. Rafiekian, 991 F.3d 529, 544 (4th

Cir. 2021) (“We review that ruling de novo.”). Because we think the government met that

low bar here, we reverse the district court’s Rule 29 decision.

Even so, when they are not convinced that the evidence was one-sided, district

courts have some discretion to order a new trial “if the interest of justice so requires.” Fed.

R. Crim. P. 33(a). But they must use this power “sparingly” and “only when the evidence

weighs so heavily against the verdict that it would be unjust to enter judgment.” United

States v. Millender, 970 F.3d 523, 531 (4th Cir. 2020) (cleaned up) (quoting United States

v. Arrington, 757 F.2d 1484, 1485 (4th Cir. 1985)). Since this decision is committed to the

district court’s discretion, we review it only to be sure that discretion was not abused. Id.;

see also United States v. Fulton, 136 F.4th 185, 191 (4th Cir. 2025) (observing that district

courts have “wider latitude” in handling Rule 33 motions than Rule 29 motions). We see

the evidence differently than the district court, but we detect no abuse of discretion. So we

affirm the district court’s Rule 33 decision.

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A. A Reasonable Jury Could Have Convicted Elfenbein Of Fraud

The federal-healthcare-fraud statute makes it a crime to “knowingly and willfully

execute[], or attempt[] to execute, a scheme or artifice . . . to defraud any health care benefit

program.” 18 U.S.C. § 1347(a), -(1). There are many ways to commit this crime. The

statute forbids people to “obtain, by means of false or fraudulent pretenses, representations,

or promises, any of the money or property owned by, or under the custody or control of,

any health care benefit program, in connection with the delivery of or payment for health

care benefits, items, or services.” Id. § 1347(a)(2).

But the statute doesn’t define “defraud” or “fraudulent.” “‘[F]raud’ connotes

deception or trickery generally,” yet “the term is difficult to define more precisely.” Husky

Int’l Elecs., Inc. v. Ritz, 578 U.S. 355, 360 (2016). To resolve this indeterminacy, we have

held that Congress in § 1347 incorporated the “common-law understanding of fraud.”

United States v. Perry, 757 F.3d 166, 176 (4th Cir. 2014) (quoting United States v. Colton,

231 F.3d 890, 898 (4th Cir. 2000)); see also Universal Health Servs. v. United States ex

rel. Escobar, 579 U.S. 176, 187 (2016) (“[T]he term ‘fraudulent’ is a paradigmatic example

of a statutory term that incorporates the common-law meaning of fraud.”). This concept

“includes acts taken to conceal, create a false impression, mislead, or otherwise deceive in

order to prevent the other party from acquiring material information.” Perry, 757 F.3d at

176 (cleaned up) (quoting Colton, 231 F.3d at 898); see also Restatement (Second) of Torts

§ 550 (A.L.I. 1977). So if someone knowingly submits false or misleading claims for

payment to a healthcare program, that conduct violates § 1347. See United States v.

McLean, 715 F.3d 129, 137–38 (4th Cir. 2013).

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The government tried to prove that Elfenbein did that in two ways. First, the

upcoding theory: That Elfenbein allegedly overbilled insurers by tacking high-level codes

onto simple, low-level services. Second, the false-documentation theory: That Elfenbein

allegedly supported those too-high codes with fake medical reports describing services his

clinic never provided. We think the jury had enough evidence to accept both theories. 5

1. A jury could reasonably have concluded that Elfenbein’s clinic
submitted false or misleading reports

Start with the upcoding theory. As explained, what code accurately describes a

patient visit depends on the meanings assigned to each code by the CPT Manual. But the

Manual, like any reference book, is both descriptive and prescriptive. That is, it reflects

the ways that medical professionals behave while also guiding that behavior. So—as we

will explain in more detail soon—we interpret its terms not just by reference to other terms

in the Manual but also by the evidence, presented at Elfenbein’s trial, of how expert coders

and medical practitioners used the codes.

But first, some background. Until the pandemic, a level-four E/M code for a new

patient required three elements: a comprehensive medical history, a comprehensive

examination, and moderately complex medical decisionmaking. Am. Med. Ass’n, 2020

CPT Manual 13. For established patients, though, the provider needed just two of those

three elements, and the history and decisionmaking only needed to be “detailed” rather

5
As we read it, the district court’s decision did not rest on whether the government
proved scienter or had enough evidence that Elfenbein’s conduct amounted to a “scheme
or artifice” under § 1347. Neither do the parties’ submissions on appeal. So we do not
address these questions. We instead focus on the question that was dispositive below:
whether the government had enough evidence that Elfenbein’s statements were false.
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than “comprehensive.” Id. at 14. Normally, as Quindoza testified at trial, this meant a

level four E/M code would not be appropriate unless the provider spent a meaningful

amount of time with the patient. See id.

The pandemic changed that. In early 2020, CMS published an interim final rule that

“remove[d] any requirements regarding documentation of history and/or physical exam in

the medical record.” Policy and Regulatory Revisions in Response to the COVID-19

Public Health Emergency, 85 Fed. Reg. 19230, 19269 (Apr. 6, 2020). Under that rule, a

provider could select the appropriate E/M code based only on how much medical

decisionmaking a visit involved. See id. Following CMS’s lead, the 2021 edition of the

CPT Manual adopted the same rule. Under the 2021 CPT Manual, “the extent of history

and physical examination is not an element in selection of the level of . . . code[].” Am.

Med. Ass’n, 2021 CPT Manual 12. Providers still needed to perform “medically

appropriate history and/or examination.” Id. at 19. But as Elfenbein’s witness Miscoe

explained, that requirement was “not part of the [code] scoring elements.” J.A. 1782.

Under this pandemic-era system, medical decisionmaking determined what level an

E/M visit should get. In general, “medical decisionmaking” is what it sounds like. It

depends on (1) “[t]he number and complexity of problem(s) that are addressed during the

encounter,” (2) “[t]he amount and/or complexity of the data to be reviewed and analyzed,”

and (3) “[t]he risk of complications and/or morbidity or mortality.” 2021 CPT Manual 14.

To make this list more concrete, the Manual includes a table. Consider the relevant part:

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J.A. 4972. These rules allow a provider to code a visit at level four if the medical

decisionmaking is moderately complex in at least two respects relevant here: the problems

addressed and the data reviewed. So if the provider met the criteria in Row 4, Column 4

(reviewing moderately complex data) and Row 4, Column 3 (addressing a moderately

complex problem), then the visit should have been coded at level four.

Elfenbein argues that his coding met this standard. For each patient at issue, he says

that he ordered two unique tests (rapid and PCR) and reviewed the results. And this, he

says, lets him check the data-reviewed box (Column 4, Row 4, Bullet 3). 6 Here,

Elfenbein’s theory is hard to argue with: He offered evidence that he ordered and reviewed

two tests per patient, just as level-four data analysis requires.

6
And note the asterisk in Column 4, Row 1, which says that “each unique test . . .
contributes to the combination of 2 . . . in Category 1 below.”
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As for the problems-addressed box, for each patient, Elfenbein says he confronted

an “undiagnosed new problem with uncertain prognosis.” (Column 3, Row 4, Category 1.)

But the government disputed that point, and both sides offered competing evidence on how

to define this phrase and whether the five patient visits charged met the definition.

Elfenbein’s defense thus rested on whether he had the better of that debate—

whether his patients presented undiagnosed new problems with uncertain prognoses.

Helpfully, the Manual defines this not-so-clear phrase: It means “[a] problem in the

differential diagnosis that represents a condition likely to result in a high risk of morbidity

without treatment.” 2021 CPT Manual 13. Morbidity, in turn, refers to illnesses of

“substantial duration during which function is limited, quality of life is impaired, or there

is organ damage . . . despite treatment.” Id. at 14. And when it comes to nontechnical

terms like “high risk,” the Manual adds that “clinicians apply common language usage

meanings.” Id. 7 So the question the jury needed to answer was whether COVID-19 was,

as a matter of clinicians’ usage in 2021, “a condition likely to result in a high risk of

morbidity without treatment.” Id. at 13.

7
The district court denied this premise. It concluded that the Manual’s terms do not
reflect common usage but are instead terms of art, and thus rejected lay testimony as not
probative of their meaning. We see things differently. True enough, the Manual uses many
terms not well known to laypersons. But the Manual also says that terms like “high risk”
and “low risk” are to be assigned their common meanings. 2021 CPT Manual 14. And as
for terms that may indeed bear different meanings within the medical community, we
struggle to see why practitioners cannot helpfully testify about their firsthand knowledge
of how they and their colleagues use those words within that community—whether or not
they also testify as experts.
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Ample evidence let the jury conclude that it was not. To begin, consider one

“example” of such a “condition” offered by the Manual: “a lump in the breast.” 2021 CPT

Manual 13. This presents a differential diagnosis: The lump may be cancerous, or it may

be benign. Put another way, the lump is a symptom with several possible causes, including

breast cancer. And intuitively enough, breast cancer is “likely to result in a high risk of

morbidity without treatment.” Id. Because one leg of the differential diagnosis poses this

threat, testing the lump involves moderate medical decisionmaking.

Unlike cancer, plenty of evidence suggested that for most patients, COVID-19 did

not pose a high risk of morbidity without treatment. True, COVID was scary to many and

dangerous to some. But Elfenbein himself testified on direct that he weighed the risks

associated with COVID-19 and concluded that “for the vast majority of our COVID

patients . . . it was very low[,] minimal or low risk.” J.A. 2239. That aligned with what

Elfenbein saw as his clinic’s purpose: To handle the “simple and straightforward” task of

testing patients for COVID-19, J.A. 1516, not to “solve complex medical issues,” J.A.

1514. A jury could have found these descriptions inconsistent with a pitched battle against

a high risk of morbidity.

And the treatments Elfenbein prescribed matched his low-risk assessment. In his

words, the management plan was “minimal.” J.A. 2232. For asymptomatic patients,

Elfenbein recommended rest, hydration, and Tylenol. And he seems to have prescribed

the same treatments to all the patients whose visits the government charged, even though

some of those patients did present symptoms. Armed with a dose of common sense, the

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jury could reasonably have concluded that these treatments do not suggest a high morbidity

risk. See J.A. 363 (instructing that jury to use its “reason, judgment, and common sense”). 8

Elfenbein’s expert confirmed that these treatments did not correspond to high-risk

diseases. During his testimony, Miscoe described the requirements for a level-four code,

and also the requirements for other codes. He explained that a level-two code is appropriate

when the provider deals with “a self-limited or minor problem.” J.A. 1869–70. Miscoe

also said that “the key” to determining whether a problem is self-limited or minor “is what’s

the management.” J.A. 1901. And he agreed that treatments like rest and over-the-counter

drugs matched level two, not level four. By comparing that testimony with the records of

Elfenbein’s treatments, the jury could have concluded that COVID-19 was not—at least

for most patients—a high-risk condition. 9

8
To be sure, some of Elfenbein’s testimony cut the other way. For instance, he
argued that COVID-19 carried an uncertain prognosis because “[p]eople were dying” and
“[t]he world was shut down.” J.A. 2230–31. And he added that for symptomatic patients,
“by definition,” those patients faced “a threat to life or bodily function.” J.A. 2240. Maybe,
but maybe not. As Elfenbein’s coding specialist testified, “unless the patient’s in
respiratory distress I don’t know I can make a case for threat to life or limb.” J.A. 879.
And the visits the government charged were for patients who reported few if any
symptoms. Either way, with conflicting testimony, the jury was free to choose what to
credit.
9
Miscoe also opined that in 2021, “there was absolutely no certainty” that COVID-
19 would affect a patient, or that the resulting sickness would “resolve with appropriate
treatment.” J.A. 1901. This may have been sufficient evidence for the jury to conclude
that COVID-19 was a condition with uncertain prognosis. But it does not contradict
Elfenbein’s testimony about the treatments he actually provided—or negate Miscoe’s
opinion that those treatments matched level two, not level four. And in all events, the jury
did not have to credit Miscoe’s no-certainty testimony.
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Staff in Elfenbein’s clinic agreed. In their “common language usage,” 2021 CPT

Manual 14, COVID-19 tests didn’t count as level-four visits. The jury heard testimony

along these lines from Elfenbein’s coding specialist, Cathy Raymond, and two care

providers. True, not every witness explained why he or she thought a level-four code was

too high. But the employees’ shared concern about using level-four codes was still

evidence of common usage that could have played a role in how the jury interpreted the

codes.

Last, the jury heard from an auditor who checked Elfenbein’s books on behalf of a

private insurer, CareFirst. The audit detected multiple problems, including “[i]mproper

coding” for COVID-19 tests. J.A. 1176. As CareFirst saw things, COVID-19 testing visits

were “basic, low-level evaluation and management”—warranting level two, or perhaps

level three, but not level four. J.A. 1199. So for the clinic’s level-four codes, the audit

“yielded an error rate of 100 percent.” J.A. 1200. To be sure, the audit was imperfect.

CareFirst could not access all of the clinic’s records, and perhaps the audit’s result would

have changed had the auditors seen everything. But this does not undercut the auditor’s

testimony about how CareFirst understood the codes. The mere fact that CareFirst saw

COVID-19 tests as simple, low-level care supported the jury’s conclusion that doing the

tests did not involve moderately complex decisionmaking.

The jury did not hear evidence that anything extra added complexity to the five

charged visits. Each patient was tested for COVID-19, some because they had symptoms

and others just because they thought they might have been exposed or needed a negative

test result to go about their lives. None of the patients reported exceptional symptoms.

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Nobody testified that any of the patients had risk factors (like age or other health problems)

that suggested that they faced a substantial risk from COVID-19. Each patient was

prescribed either no treatment or basic treatment—rest, hydration, and over-the-counter

medication. Still, Elfenbein’s clinic coded all the visits at level four. Based on the rest of

the evidence it had seen, the jury was entitled to conclude that it was fraudulent to code

these visits at level four.

Next, consider the government’s false-documentation theory. Recall, one way to

commit healthcare fraud is to submit false records in support of a claim for payment. See,

e.g., McLean, 715 F.3d at 137–38. Like billing codes, the medical records supporting a

bill are sent to insurers as part of a request for payment. And whether the insurer pays

depends on both whether the code accurately describes the services and whether those

services were actually rendered and “medically necessary.” J.A. 365–66. So as with the

codes, the jury could have convicted Elfenbein if it decided that the medical records were

materially false or misleading. 10

10
Of course, a trivial mistake would not usually support a fraud conviction. “[T]he
common law has long embraced . . . materiality . . . as the principled basis for
distinguishing everyday misstatements from actionable fraud.” Kousisis v. United States,
145 S. Ct. 1382, 1396 (2025). This means the false statement must have “a natural
tendency to influence, or [be] capable of influencing, the decision of the decisionmaking
body to which it is addressed.” Neder v. United States, 527 U.S. 1, 16 (1999) (quoting
United States v. Gaudin, 515 U.S. 506, 509 (1995)). And equally important, we require
mens rea. McLean, 715 F.3d at 137. An innocent or immaterial error would not meet this
standard.
In accord with these principles, the jury was instructed that it could only convict if
the alleged “fraudulent representation” was “material,” or “one that would reasonably be
expected to be of concern to a reasonable and prudent person in relying upon the
representation or statement in making a decision.” J.A. 2456. And Elfenbein does not
(Continued)
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The jury had enough evidence to reach that conclusion. One patient, A.H., testified

that when she went to the clinic, she didn’t receive any treatment, testing, or examination

besides a nostril swab and a short oral questionnaire. But the medical record Elfenbein’s

clinic sent to her insurer said that they had checked her temperature, pulse, oxygen

saturation, and respiration, even though A.H. testified that no one had actually done so. So

too with another patient, J.J., whose records showed that Elfenbein’s clinic checked her

vitals, even though she testified that it did no such thing. Another patient, S.T., testified

that the clinic never called her to report her test results. But her records reflected that

someone from the clinic “spoke at length over the phone [with S.T.] about [her] PCR results

and what it means for [her],” and also “discussed [her] overall health and well being.” J.A.

1005–06; see also J.A. 674–75, 3647 (indicating a similar results-call mismatch as to A.H.).

Yet another patient’s record said, “the pharynx is without exudates.” J.A. 1347. But the

provider who treated the patient testified that she “did not do all of” the checks indicated

by the record, much less anything that would tell her about exudates in the pharynx. Id. 11

In sum, we disagree with the district court’s view of the evidence. As we read the

record, the jury had enough evidence to convict Elfenbein.

dispute materiality—or that if the records were false in the way the government contends,
he got more money from insurers than he should have and did so by billing too high. See
Ciminelli v. United States, 598 U.S. 306, 312 (2023) (explaining that “money or property”
must be “an object of the[] fraud” (quotation omitted)).
11
Some evidence suggested that these discrepancies were caused by the clinic’s use
of templates that automatically populated the results of physical exams. But this cuts
against Elfenbein, not for him. If the problems resulted from clinic-wide policies rather
than individual corner-cutting nurses, then it seems more likely that Elfenbein knew
about—or created—the discrepancies.
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2. Elfenbein’s replies are unpersuasive

Elfenbein protests that despite all this, his statements weren’t false. This, he says,

is because concepts like “undiagnosed new problem of uncertain prognosis” are open to

interpretation. On Elfenbein’s view, the CPT codes are so open-textured that any particular

use of the codes could seldom, if ever, be meaningfully false. One care provider might in

her judgment deny that COVID-19 counted as an undiagnosed new problem with uncertain

prognosis, but others might disagree. Therefore, says Elfenbein, neither provider can be

objectively wrong.

In the abstract, it’s true that reasonable people could disagree about what the codes

mean. (For evidence of that, just consider the dueling experts below.) But the possibility

of reasonable disagreement doesn’t rule out falsity. In the main, “ambiguity does not

preclude” the possibility that words and phrases have a “correct meaning”—“or, at least,”

that people can “becom[e] aware of a substantial likelihood of the terms’ correct meaning.”

United States ex rel. Schutte v. SuperValu Inc., 598 U.S. 739, 753 (2023).

Schutte makes for a good example. There, pharmacies seeking reimbursement from

Medicare and Medicaid programs were required by regulation to charge their “usual and

customary” prices to customers using private insurance plan sponsors. Id. at 745. Instead,

they charged such customers higher-than-usual prices. For although the pharmacies

charged those customers their sticker prices, in reality, “more than 80%” of noninsurance

sales were made at steep discounts. Id. at 746. In court, the pharmacies argued that they

couldn’t know the claims were false because the claims couldn’t be false—that people

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could reasonably disagree about whether the “usual and customary” price was the nominal

default or instead the one most often actually charged.

The Supreme Court disagreed. It began with an analogy, “a hypothetical driver who

sees a road sign that says ‘Drive Only Reasonable Speeds.’ That driver, without any more

information, might have no way of knowing what speeds are reasonable and what speeds

are too fast.” Id. at 753. But in context, a vague term like “reasonable” can acquire real

meaning. If a police officer told the driver that “speeds over 50 mph are unreasonable,”

and the driver saw “that all the other cars around him are going only 48 mph,” then “the

driver might know that ‘Reasonable Speeds’ are anything under 50 mph.” Id. Applying

this principle to the pharmacies, the Court pointed out that insurers told the pharmacies

“the phrase ‘usual and customary’ referred to their discounted prices.” Id. at 754. That

evidence of common usage was enough, at least in principle, for the pharmacies to

“actually kn[o]w what the phrase meant.” Id. 12 In other words, language that doesn’t mean

much on its own can acquire meaning from context. And once it does, people can use that

language to tell the truth—or not.

Reflecting this idea that vague words and phrases can acquire truth values from

context, we have held that only “fundamentally ambiguous” language cannot “form the

12
To be sure, Schutte focused on scienter, and thus knowledge of falsity, not falsity
itself. But of course, the Court’s opinion could have been much shorter if it thought the
claims at issue were too ambiguous to admit of truth values. If a statement has no truth
value, then someone cannot know it is false. Cf. Edmund L. Gettier, Is Justified True Belief
Knowledge?, Analysis, June 1963, at 121. Schutte thus takes as a premise that when
customary usage determines a phrase’s meaning, that phrase’s “facial ambiguity . . . does
not by itself preclude” the falsity of statements using it. 598 U.S. at 754.
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basis for a false statement.” United States v. Sarwari, 669 F.3d 401, 407 (4th Cir. 2012).

This admittedly slippery category—“the exception, not the rule”—covers language without

“a meaning about which men of ordinary intellect could agree.” Id. (first quoting United

States v. Farmer, 137 F.3d 1265, 1269 (10th Cir. 1998); then quoting United States v.

Lighte, 782 F.2d 367, 375 (2d Cir. 1986)). It is not enough that “the words used . . . have

different meanings in different situations.” Id. (quoting Lighte, 782 F.2d at 375). To fall

into this category, the words must be intractable. So long as it is “reasonable to expect a

defendant to have understood the terms used” in their context, they can support a fraud

conviction. Id. (quoting United States v. Long, 534 F.2d 1097, 1101 (3d Cir. 1976)). 13

This is not a case of fundamental ambiguity. The parties’ dispute about the various

meanings one might attach to the phrase “undiagnosed new problem with uncertain

prognosis” is more “semantic” than metaphysical. Id. at 408. Nurses, coding specialists,

two expert witnesses, the CPT Manual, and various federal regulations all assert that

phrases like these can be assigned more or less definite meaning. That does not mean they

contain no vagueness. But the American health insurance system depends on the

proposition that it is possible to categorize degrees of medical decisionmaking. And to

serve that end, the Manual tells us how to deal with linguistic indeterminacy: Follow the

13
When Sarwari speaks of a defendant, it does not mean the defendant. Whether a
statement is false and whether the person on trial knows it to be false are different questions.
And whether a word or phrase is fundamentally ambiguous goes only to falsity—not
knowledge. The reason we ask whether a defendant would reasonably understand the
words is that we need to know whether the words mean something to reasonable people.
If they do, then it is possible to use those words to make a false statement. If they do not—
in other words, if they are fundamentally ambiguous—then it is not possible to use those
words to make a false statement.
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usage that prevails among care providers on the ground. The Manual thus presumes—and

we agree—that “an average person would understand” that it is both possible and forbidden

to make a false statement by misapplying the codes. McLean, 715 F.3d at 137. Given all

this, we will not adopt the skepticism Elfenbein urges.

Retreating to less metaphysical ground, Elfenbein counters that even if the

possibility of reasonable disagreement doesn’t get him off the hook, his interpretations

were reasonable—and that was enough. In other words, if the CPT Manual is not

fundamentally ambiguous, Elfenbein urges that it is still somewhat vague. And this, he

says, creates a safe harbor. On Elfenbein’s proposed rule, a statement that lines up with

any reasonable interpretation of the terms it uses is not false.

Once again, we do not deny the minor premise. Reasonable people could indeed

interpret the CPT Manual differently. But this is what juries are for. In criminal

proceedings, “if the evidence supports different, reasonable interpretations” of the relevant

facts, then “the jury decides which interpretation to believe.” United States v. Burgos, 94

F.3d 849, 862 (4th Cir. 1996) (en banc) (cleaned up) (quoting United States v. Murphy, 35

F.3d 143, 148 (4th Cir. 1994)). And in fraud cases where liability depends on the falsity

of words that “admit[] of two reasonable interpretations,” it is the jury’s job to decide—

based on the evidence—which interpretation is better. Sarwari, 669 F.3d at 409 (quoting

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Farmer, 137 F.3d at 1269). The jury did that here and evidently found Elfenbein’s

interpretation lacking. 14

To this, Elfenbein replies that the jury had too little evidence to decide what a level-

four code meant or whether COVID-19 testing met the definition. In his view, the jury

14
The district court’s contrary conclusion relied on an out-of-circuit case, United
States v. Harra, 985 F.3d 196 (3d Cir. 2021). The Third Circuit there decided that a
statement is false, and so supports fraud liability, only if it contradicts all reasonable
interpretations of the words it uses—not just the best interpretation. See 985 F.3d at 204.
We too used to take this view. See United States v. Race, 632 F.2d 1114, 1120 (4th Cir.
1980) (“[O]ne cannot be found guilty of a false statement under a contract . . . when his
statement is within a reasonable construction of the contract.”). But we have since
“disavow[ed] the Race dicta.” Sarwari, 669 F.3d at 407 n.3.
The district court read Sarwari narrowly, to disavow that rule only in cases reducible
to yes-or-no questions that the defendant claims he answered with literal truth. See
Elfenbein, 708 F. Supp. 3d at 661 n.20. We think this reading too stingy. Although Sarwari
was “a case about” literal truth, “this does not mean it was only a case about” literal truth.
City of Martinsville v. Express Scripts, Inc., 128 F.4th 265, 270–71 (4th Cir. 2025).
Sarwari reasoned that literal truth is “a defense only if a defendant’s statement is literally
true, not if simply a ‘reasonable construction.’” 669 F.3d at 407 n.3. In so doing, Sarwari
made clear that a false-statement conviction is possible even when words are “susceptible
to multiple interpretations.” Id. at 407.
In other words, whether a statement is true depends on whether it tracks the best
interpretation of the words it uses, not just a reasonable interpretation. It is only when there
is no best interpretation, because the words are fundamentally ambiguous, that the
defendant’s statements cannot be either true or false. This leaves us with two types of
cases: (1) cases where the relevant language is fundamentally ambiguous and false-
statement conviction is therefore impossible, and (2) cases where the language is somewhat
ambiguous but not fundamentally so, which means the defendant can be convicted if his
statements contradicted the best interpretation of the language at issue.
To be sure, under Sarwari, what counts as the best interpretation is up to the
factfinder. See 669 F.3d at 407 (explaining that “the fact finder determines” how to
interpret the language at issue and that “[a]n appellate court’s only role . . . is to assess the
sufficiency of the evidence”). We thus agree with our good colleagues up north that “the
construction of an arguably ambiguous question or reporting requirement” is a matter for
the jury. Harra, 985 F.3d at 216 (quotation omitted). But our precedent forbids us to join
them in thinking that fraud defendants benefit from Chevron-like safe harbors. See id. at
218 (quoting Chevron v. Nat. Res. Def. Council, 467 U.S. 837, 843 n.9 (1984)).
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could only decide that COVID-19 tests fell short of level four if an expert said so expressly.

Once again, we disagree. Experts may opine on ultimate issues, but that does not mean

they must. Until fifty years ago, experts could not opine on “issues that the jury must

resolve to decide the case.” Diaz v. United States, 602 U.S. 526, 531 (2024). The rationale

for this rule was that letting an expert state a view on the very question the jury must

decide—whether an injury was caused by malpractice, who fired the killing shot, or

whether a statement was false—would leave the jury “with no other duty but that of

recording the finding of the witness.” Id. at 532 (quoting Chicago & Alton Ry. Co. v.

Springfield & N. W. R.R. Co., 67 Ill. 142, 145 (1873)). Though we have since abolished

this rule, courts often admit—and sometimes prefer—expert testimony that offers

background information yet does not close the loop. See United States v. Campbell, 963

F.3d 309, 313–14 (4th Cir. 2020); United States v. Offill, 666 F.3d 168, 174 (4th Cir. 2011).

For good reason. The purpose of experts in federal trials is not to decide technical

questions; it is to bring the unfamiliar aspects of those questions within the jury’s ken so

that the jury can decide them. As the advisory committee explained when it abolished the

so-called ultimate-issue rule, once an expert has explained the technical or conceptual

framework the jury must apply, applying it is normally the jury’s job. See Fed. R. Evid.

702 advisory committee’s note to 1972 amendment (“[A]n expert on the stand may give a

dissertation or exposition of scientific or other principles relevant to the case, leaving the

trier of fact to apply them to the facts.”). So long as experts have said enough to bring

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technical questions within the jury’s competence, the jury may answer them—whether or

not an expert also says what answer he would give. 15

The jury had enough information about CPT codes to apply them here. Although

no expert said in so many words that level-four codes were inappropriate for COVID-19

tests, the experts did explain what the codes meant in general. For instance, Miscoe

testified that under the CPT Manual, level-four codes go with high-risk problems. By

comparing this with Elfenbein’s testimony that COVID-19 generally posed a low risk, the

jury could conclude that the codes were too high.

Along similar lines, Miscoe testified that the treatment prescribed by the physician

was “the key” to determining whether a problem warranted a level-four code. J.A. 1901.

And as explained, Miscoe opined that basic treatment like rest and over-the-counter pain

medication did not fit the bill. With this background in hand, the jury faced a

straightforward task: Cross-reference Miscoe’s explanation about what treatment

indicated level-four conditions with evidence about the treatments Elfenbein prescribed.

The jury was free to, and seemingly did, credit Miscoe’s testimony about the meaning of

15
To be sure, some applications may be sufficiently complex that an expert must do
more than explain a general principle. If an expert testifies about what a CT scan is
generally, we doubt that a jury could then examine a scan and decide whether a mass looks
cancerous. But this example does not change the general principle that an expert need only
give the jury enough information so that it has the capacity to decide technical questions.
It only illustrates a corollary: The more detail an expert gives the jury about the relevant
conceptual framework, the less likely it will be that the expert must also opine on how the
framework applies to the facts in question because the jury will be able to perform this step
itself. Conversely, if an expert provides less detail about the framework, application
testimony may be more important.
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the codes while disagreeing with Miscoe about whether Elfenbein’s use of the codes fit

that meaning. We see no error there. 16

Elfenbein last invokes the jury standard itself. Whatever we make of these

problems, he insists, they at least created reasonable doubt below. And given that, he

asserts, the jury could not convict. But this reply confuses the rule applied by factfinders

with the rule applied by judges reviewing those findings.

The venerable words “beyond a reasonable doubt” describe how juries must reach

their conclusions. They mean that jurors may only vote to convict if they are sure the

defendant is guilty. This rule is important: It is “bedrock” that “lies at the foundation

of . . . our criminal law” and has “constitutional stature.” In re Winship, 397 U.S. 358,

363–64 (1970) (quoting Coffin v. United States, 156 U.S. 432, 453 (1895)). But the rule is

also aspirational. Absolute proof lies beyond mortal humans; “the beyond a reasonable

doubt standard is itself probabilistic.” Victor v. Nebraska, 511 U.S. 1, 14 (1994). Phrases

like “reasonable doubt” are “quantitatively imprecise” because “no one has yet

invented . . . a mode of measurement for the intensity of human belief.” Winship, 397 U.S.

at 369 (Harlan, J., concurring) (quoting 9 John Wigmore, Evidence 325 (3d ed. 1940)).

16
In so concluding, we have assumed without deciding that the narrow question on
which falsity rested—whether COVID-19 counted in 2021 as a problem “with uncertain
prognosis”—was a question about which the jury needed expert testimony. But this
premise is not obvious. Expert testimony is required only if some matter in dispute lies
outside lay common knowledge. It would not, for instance, be necessary in order for a jury
to conclude that the flu has an uncertain prognosis—that it sometimes but seldom kills and
usually causes only moderate symptoms. By contrast, a jury may well need an expert’s
help to make the same call about a rarer condition like cystic fibrosis. And of course, the
scope of common knowledge changes over time. In 2023, when Elfenbein was tried, the
dangers of COVID-19 may have fallen into this category.
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Indeed, the aspiration is part of the point. By requiring “a subjective state of near certitude

of the guilt of the accused, the standard symbolizes the significance that our society

attaches to the criminal sanction and thus to liberty itself.” Jackson, 443 U.S. at 315.

As important as these lofty words are, their subjective focus should make clear that

they do not describe the way district courts evaluate Rule 29 motions—or the way we

review jury verdicts on appeal. In those contexts, we have explained, deference to juries

requires nearly the opposite rule: While a jury must not convict if it could reasonably

acquit, a judge must not order the jury to acquit if it could reasonably convict. See Jackson,

443 U.S. at 318; accord United States v. Rafiekian (Rafiekian II), 68 F.4th 177, 186 (4th

Cir. 2023). Sometimes, the difference between conviction and acquittal comes to whether

the jury believes a single witness. See Carmell v. Texas, 529 U.S. 513, 541–42 & n.30

(2000); John H. Wigmore, Required Numbers of Witnesses; A Brief History of the

Numerical System in England, 15 Harv. L. Rev. 83, 93 (1901). It is not for us to second-

guess the jury’s belief. Burgos, 94 F.3d at 860–61. Or, closer to this case, the jury’s

decision may rest on how it interprets cryptic testimony. That, too, is the jury’s job—not

ours. See Sarwari, 669 F.3d at 409. On a cold record, situations like these may tempt us

to wonder whether the jury truly was doubt-free. But that is not the question we’re

supposed to ask. So long as anyone could look at the evidence and reasonably conclude

that the defendant committed the crime, we leave the defendant’s fate with the jury. In

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more concrete terms, so long as a witness testified to the existence of each element, and

the jury was not obligated to discredit that witness, we will not disturb the jury’s verdict. 17

B. Even So, Granting A New Trial Was Not An Abuse Of Discretion

As explained, the jury had enough evidence to convict Elfenbein. But it got that

evidence in an unusual way. At the close of the government’s case-in-chief, the jury had

little of the key evidence—no clear, general explanation about what level-four codes

required or the CPT Manual’s terms meant; no testimony about how Elfenbein and his staff

used terms like “low risk”; and only partial information about the treatments Elfenbein

prescribed and his reasons for doing so. Most of that information came from Miscoe

(Elfenbein’s expert) and Elfenbein himself, who took the stand in his defense.

That fact makes no difference to whether the jury could convict. And on first

review, we might agree with the jury’s weighing of the evidence. But the district court is

owed deference in granting a new trial under Rule 33. See Rafiekian II, 68 F.4th at 186–

87. By that deferential standard, the weaknesses in the government’s case-in-chief lead us

to find no abuse of discretion in the district court’s decision to try the case again.

17
We do not take Elfenbein to separately argue that he lacked scienter even if the
codes were false. But we note that we see the evidence as sufficient here too. In fraud
cases, knowledge must often be inferred “from the totality of the circumstances,” not
“proven by direct evidence.” McLean, 715 F.3d at 138 (quoting United States v. Harvey,
532 F.3d 326, 334 (4th Cir. 2008)). The jury could have made that inference here.
Elfenbein said many times that COVID-19 test visits were neither complex nor lengthy.
And he was told by staff in his clinic and independent auditors that his codes were too high.
If the codes were indeed improper—which again depends on the common usage of medical
care providers—then the jury could infer that Elfenbein knew it.
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* * *

Sometimes, complex cases reduce to simple questions. Overall, the government’s

evidence against Elfenbein was thin. But Elfenbein’s expert testified about the high risk

and significant treatment that warranted level-four codes, and Elfenbein testified that he

neither saw the risk nor prescribed the treatments. Given this, the jury could have

convicted. All the same, the district court was within bounds to order a do-over.

AFFIRMED IN PART, REVERSED IN PART, AND REMANDED

31

United States v. Ron Elfenbein

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