United States v. Hamilton ( 2022 )


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  • Case: 20-20645     Document: 00516357991         Page: 1    Date Filed: 06/15/2022
    United States Court of Appeals
    for the Fifth Circuit                            United States Court of Appeals
    Fifth Circuit
    FILED
    June 15, 2022
    No. 20-20645
    Lyle W. Cayce
    Clerk
    United States of America,
    Plaintiff—Appellee,
    versus
    Yolanda Hamilton, Medical Doctor,
    Defendant—Appellant.
    Appeal from the United States District Court
    for the Southern District of Texas
    USDC No. 4:17-CR-418-1
    Before Higginson, Willett, and Ho, Circuit Judges.
    Stephen A. Higginson, Circuit Judge:
    A jury convicted Dr. Yolanda Hamilton of conspiracy to commit
    healthcare fraud, in violation of 
    18 U.S.C. § 1349
    ; conspiracy to solicit and
    receive healthcare kickbacks, in violation of 
    18 U.S.C. § 371
    ; and two counts
    of false statements relating to healthcare matters, in violation of 
    18 U.S.C. § 1035
    .   On appeal, Dr. Hamilton challenges both her conviction and
    sentence. For the following reasons, we AFFIRM.
    Case: 20-20645        Document: 00516357991        Page: 2    Date Filed: 06/15/2022
    No. 20-20645
    I.
    Dr. Hamilton, a licensed physician, owned and operated HMS Health
    and Wellness Center in Houston, Texas and was the sole physician at her
    clinic. Around June 2012, Dr. Hamilton enrolled as a Medicare provider. In
    addition to providing primary care and gastroenterology services, Dr.
    Hamilton certified Medicare patients for home healthcare.
    The relevant background on Medicare processes related to home
    healthcare was helpfully summarized in United States v. Ganji, 
    880 F.3d 760
    (5th Cir. 2018):
    Home health care services are those skilled nursing or therapy
    services provided to individuals who have difficulty leaving the
    home without assistance. . . . The process for receiving home
    health care services begins when a physician identifies a patient
    as an eligible candidate. . . . Then a nurse goes to the patient’s
    home to assess if she is homebound, completing an Outcome
    and Assessment Information Set (“OASIS”). The nurse then
    develops a plan of care based on the OASIS and forwards that
    document [known as Form 485] to a physician for approval. . . .
    In 2011, Medicare implemented a face-to-face requirement to
    further ensure that medical professionals would not order
    home health care without ever seeing the patient. This required
    medical professionals to actually see the patient for the initial
    meeting, but “[t]he face-to-face patient encounter may occur
    through telehealth in person.” [42 C.F.R. 424.22(a)(1)(v)(B).]
    Regulations allow for medical professionals who are not
    physicians to complete the face-to-face encounter, but the
    professionals have to be under the supervision of a physician. A
    medical professional certifies that they completed this
    encounter by completing a face-to-face addendum. The agency
    then sends the addendum with the Form 485 certification
    forms, which were used to certify patients for home health care
    to Medicare for reimbursement. If the professional determines
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    the patient is homebound [and signs the Form 485], the agency
    staff immediately provides that care.
    
    Id. at 764
    .
    A physician signing a Form 485 (and thus certifying a patient for home
    healthcare) must attest that the patient is confined to the home
    (“homebound”). 
    42 C.F.R. § 424.22
    (a)(1)(ii). An individual is confined to
    the home if (1) “the individual has a condition, due to an illness or injury,
    that restricts the ability of the individual to leave his or her home except with
    the assistance of another individual or the aid of a supportive device (such as
    crutches, a cane, a wheelchair, or a walker),” or “if the individual has a
    condition such that leaving his or her home is medically contraindicated,”
    and (2) “there exists a normal inability to leave home and that leaving home
    requires a considerable and taxing effort by the individual.” 18 U.S.C.
    § 1395n(a) (emphasis added). The initial certification lasts 60 days, after
    which time the physician must recertify the patient. 
    42 C.F.R. § 424.22
    (b).
    For some patients that Dr. Hamilton certified, she conducted the
    required face-to-face encounter herself at her clinic. For others, a nurse
    practitioner conducted the face-to-face encounter at the patient’s home.
    When the patient was seen by Dr. Hamilton at her clinic, Dr. Hamilton
    charged a $60 fee. This fee was typically paid by representatives of the home
    healthcare agencies (“HHAs”) to whom she was certifying patients, but at
    least on some occasions, the fee was paid by the patients themselves. After a
    period of time, Dr. Hamilton instituted a policy that the Form 485, the
    certification that the HHAs needed in order to bill Medicare for home
    healthcare services, see 
    42 C.F.R. § 424.22
    (a)(1), would not be released to
    the HHAs until the $60 fee was paid.
    Simultaneously, some HHAs in Houston were paying individuals
    known as “marketers” or “recruiters” to recruit Medicare beneficiaries for
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    home healthcare.     Recruiters then paid the patients they recruited in
    exchange for their getting certified to receive home healthcare. HHAs often
    falsified information in the OASIS and Form 485s that they submitted to
    physicians for certification in order to ensure the physician certified the
    patients for home healthcare.
    In November 2015, the FBI executed a search warrant at HMS, Dr.
    Hamilton’s clinic. A grand jury later charged Dr. Hamilton with one count
    of conspiracy to commit healthcare fraud, in violation of 
    18 U.S.C. § 1349
    ;
    one count of conspiracy to solicit and receive kickbacks, in violation of 
    18 U.S.C. § 371
    ; and four counts of making false statements relating to
    healthcare matters, in violation of 
    18 U.S.C. § 1035
    . The Government
    alleged that Dr. Hamilton participated in a conspiracy to commit healthcare
    fraud with the HHAs by certifying patients for home healthcare when she
    knew they were not homebound as defined by Medicare. Further, the
    Government alleged that the $60 payments that Dr. Hamilton demanded
    before she would release the certifications to the HHAs were illegal
    kickbacks. The substantive counts of making false statements were tied to
    Dr. Hamilton’s certification of four individual patients for home healthcare.
    Dr. Hamilton was first tried in May 2019. After a six-day trial, the jury
    was unable to reach a unanimous verdict, and the district court declared a
    mistrial. Prior to the second trial, the Government dismissed one of the false
    statements counts. In addition, Dr. Hamilton noticed her intent to call an
    expert witness, but the district court excluded the witness’s testimony.
    At the second trial, the Government presented testimony from: a
    Medicare claims analyst; two of Dr. Hamilton’s former employees; the three
    patients associated with the false statements counts; three HHA owners to
    whom Dr. Hamilton certified patients (and who had already pled guilty to
    healthcare fraud charges); an HHA recruiter (who had pled guilty to
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    kickback charges); an HHA owner who met with Dr. Hamilton but did not
    send patients to her clinic; and a certified fraud examiner who analyzed
    Medicare claims data and patient files for the Government. Dr. Hamilton
    testified in her own defense and presented numerous witnesses, including
    several former employees, a former patient, and four character witnesses.
    The jury returned a verdict of guilty on all counts except one of the
    false statements counts, for which Dr. Hamilton was acquitted. At the close
    of the Government’s case and following the verdict, Dr. Hamilton moved for
    a judgment of acquittal, which the district court denied. The district court
    then sentenced Dr. Hamilton to 60 months’ imprisonment, a downward
    variance from the Guidelines range, and $9.5 million in restitution. Dr.
    Hamilton filed a timely notice of appeal.
    II.
    Dr. Hamilton challenges the sufficiency of the evidence for each count
    of conviction: conspiracy to commit healthcare fraud, in violation of 
    18 U.S.C. § 1349
    ; conspiracy to solicit and receive healthcare kickbacks, in
    violation of 
    18 U.S.C. § 371
    ; and two counts of false statements relating to
    healthcare matters, in violation of 
    18 U.S.C. § 1035
    .
    “Where, as here, a defendant has timely moved for a judgment of
    acquittal, this court reviews challenges to the sufficiency of the evidence de
    novo.” United States v. Nicholson, 
    961 F.3d 328
    , 338 (5th Cir. 2020).
    “Appellate review is highly deferential to the jury’s verdict, and a verdict is
    affirmed unless, viewing the evidence and reasonable inferences in [the] light
    most favorable to the verdict, no rational jury ‘could have found the essential
    elements of the offense to be satisfied beyond a reasonable doubt.’” United
    States v. Ganji, 
    880 F.3d 760
    , 767 (5th Cir. 2018) (quoting United States v.
    Bowen, 
    818 F.3d 179
    , 186 (5th Cir. 2016)). However, “a verdict may not rest
    on mere suspicion, speculation, or conjecture, or an overly attenuated piling
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    of inference on inference.” United States v. Pettigrew, 
    77 F.3d 1500
    , 1521 (5th
    Cir. 1996).
    The parties largely agree that Dr. Hamilton engaged in the acts
    underlying the convictions: Dr. Hamilton owned and operated a clinic where
    she saw patients and certified those patients for home healthcare. Dr.
    Hamilton had a policy of not releasing the home healthcare certifications
    until $60 was paid to the clinic per patient. The HHAs regularly paid that
    $60. Dr. Hamilton and the Government disagree, however, about whether
    Dr. Hamilton agreed to, and did willfully participate in, a conspiracy with the
    HHAs. The Government contends that Dr. Hamilton joined in a conspiracy
    with the HHAs by (1) demanding a $60 kickback from the HHAs in
    exchange for certifications, and (2) certifying patients for home healthcare
    that she knew were not homebound. By contrast, Dr. Hamilton contends that
    the $60 fee was a co-pay that she was permitted to charge under Medicare
    regulations, that the HHAs paid the $60 on behalf of the patients, and that
    all of the certifications for home healthcare were medically necessary based
    on the information the HHAs and patients presented to Dr. Hamilton.
    A.
    Dr. Hamilton challenges her conviction on one count of conspiracy to
    solicit and receive kickbacks (Count 2). 
    18 U.S.C. § 371
    ; 42 U.S.C. § 1320a-
    7b.
    The Government was required to prove beyond a reasonable doubt
    “(1) an agreement between two or more persons to pursue an unlawful
    objective; (2) the defendant’s knowledge of the unlawful objective and
    voluntary agreement to join the conspiracy; and (3) an overt act by one or
    more of the members of the conspiracy in furtherance of the objective of the
    conspiracy.” United States v. Mauskar, 
    557 F.3d 219
    , 229 (5th Cir. 2009)
    (quoting United States v. Williams, 
    507 F.3d 905
    , 910 n.4 (5th Cir. 2007)).
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    The Government must also prove “that the defendant acted willfully, that is,
    ‘with the specific intent to do something the law forbids.’” United States v.
    Njoku, 
    737 F.3d 55
    , 64 (5th Cir. 2013) (quoting United States v. Garcia, 
    762 F.2d 1222
    , 1224 (5th Cir. 1985)). Here, the object of the conspiracy was to
    “solicit[] or receive[] any remuneration (including any kickback, bribe, or
    rebate) directly or indirectly, overtly or covertly, in cash or in kind . . . in
    return for referring” a patient for home healthcare. 42 U.S.C. § 1320a-
    7b(b)(1)(A).
    “The sine qua non of a conspiracy is an agreement.” United States v.
    Barnes, 
    979 F.3d 283
    , 295 (5th Cir. 2020). “The agreement between
    conspirators may be silent and need not be formal or spoken,” United States
    v. Grant, 
    683 F.3d 639
    , 643 (5th Cir. 2012), but “an agreement to commit a
    crime cannot be lightly inferred,” Ganji, 880 F.3d at 768. An agreement may
    be proven through “evidence of the conspirators’ concerted actions,” but
    “this concert of action must illustrate a ‘conscious commitment to a common
    scheme designed to achieve an unlawful objective.’” Id. at 767-68 (quoting
    Monsanto Co. v. Spray-Rite Serv. Corp., 
    465 U.S. 752
    , 754 (1984)).
    The evidence was sufficient to prove that Dr. Hamilton made an
    agreement to and did receive $60 kickbacks in exchange for home healthcare
    certifications. First, the Government presented testimony from the HHA
    owners and Dr. Hamilton’s former employees to show an agreement. They
    testified that Dr. Hamilton required a $60 payment per patient before
    certifications would be released, that Dr. Hamilton met with HHA owners
    and discussed the $60 payment with them, and that the HHAs did in fact
    pay the $60 fee. Second, it was not unreasonable for the jury to conclude that
    the $60 payments were kickbacks, rather than legitimate co-pays, based on
    the evidence that patients rarely paid the fee, that Dr. Hamilton charged a
    uniform $60 fee regardless of the services rendered (despite testimony from
    the Medicare claims analyst that co-pays should reflect the services
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    provided), and that certifications were withheld until payment of the $60 fee.
    See United States v. Dailey, 
    868 F.3d 322
    , 331 (5th Cir. 2017) (evidence that
    defendant withheld certifications until payment supported kickback
    conviction). Finally, the evidence supported a finding that Dr. Hamilton
    “acted willfully,” Njoku, 737 F.3d at 64, in other words, that she knew the
    $60 payments were illegal kickbacks. Dr. Hamilton testified that she knew
    kickbacks were illegal. In addition, a letter from an HHA owner objecting to
    the $60 fee on the grounds that it constituted a violation of Medicare rules
    was found at Dr. Hamilton’s office, and one former employee testified that,
    after Dr. Hamilton was indicted, she told the former employee to say that the
    $60 payments were for patient co-pays, which the former employee did not
    believe to be true. 1
    Dr. Hamilton counters with evidence that the $60 payments were not
    kickbacks but rather co-pays paid by the HHAs on behalf of patients. For
    example, Dr. Hamilton and her former employees testified that Dr. Hamilton
    instituted the policy requiring payment prior to releasing certifications only
    after their attempts to collect co-pays from patients failed because patients
    often did not have money to pay or were unreachable. One of Dr. Hamilton’s
    former employees testified that because the HHAs wanted the certifications
    and because Dr. Hamilton would not release them if the $60 hadn’t been
    1
    Dr. Hamilton argues that the evidence was insufficient to find that she acted
    willfully, analogizing to United States v. Nora, 
    988 F.3d 823
     (5th Cir. 2021). In Nora, as to
    willfulness, there was evidence that the defendant had completed trainings on Medicare
    regulations and compliance—without any evidence of the content of those trainings—and
    testimony by alleged co-conspirators that everyone in the defendant’s workplace knew
    about the misconduct. 
    Id. at 831-32
    . We said that the “speculative leap” jurors would have
    to make about the content of the trainings was insufficient for a finding of willfulness, and
    the “general statements” that “everybody knew” were insufficient to “impute ‘bad
    purpose’ to all 150 employees.” 
    Id.
     Here, the evidence of willfulness, though
    circumstantial, was not solely based on general statements or speculative leaps.
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    paid, the HHAs voluntarily paid the $60. The same former employee also
    testified that an HHA owner told her that they recouped the $60 co-pay from
    patients. Former employees also testified that the $60 payments were for
    “the patient’s balance,” not just “paperwork.” 2
    While there was undoubtedly evidence at trial to support Dr.
    Hamilton’s theory of the case, the jury was entitled to believe the
    Government’s theory instead. See United States v. Bell, 
    678 F.2d 547
    , 549
    (5th Cir. Unit B 1982) (en banc) (“A jury is free to choose among reasonable
    constructions of the evidence.”); see also United States v. Vargas-Ocampo, 
    747 F.3d 299
    , 301-302 (5th Cir. 2014) (en banc) (abandoning use of the
    “equipoise rule”). Dr. Hamilton’s argument that “the jury should have
    believed her theory over the government’s theory . . . does not establish
    insufficiency of the evidence.” United States v. Veasey, 843 F. App’x 555, 564
    (5th Cir. 2021) (per curiam). Because the Government presented evidence
    from which the jury could reasonably infer that Dr. Hamilton made an
    agreement to receive kickbacks in exchange for home healthcare
    certifications, and that she did so willfully, the evidence was sufficient to
    support the conviction for conspiracy to solicit and receive kickbacks.
    B.
    Dr. Hamilton next challenges her conviction on one count of
    conspiracy to commit healthcare fraud (Count 1). 
    18 U.S.C. §§ 1347
    , 1349.
    2
    Dr. Hamilton also argues that because it was the patients and recruiters, rather
    than she, who chose the HHAs, the Government failed to show that Dr. Hamilton
    “referred” patients to the HHAs. See 42 U.S.C. § 1320a-7b(b)(1)(A) (“Whoever
    knowingly and willfully solicits or receives” a kickback “in return for referring an individual
    . . . .” (emphasis added)). However, in United States v. Dailey, 
    868 F.3d 322
     (5th Cir. 2017),
    we rejected that same argument, holding that “[b]y signing the Form 485s in exchange for
    a kickback, Dailey was authorizing care by a particular provider . . . and was therefore
    ‘referring’ patients to that provider.” 
    Id. at 331
    .
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    The Government alleged that Dr. Hamilton joined in a conspiracy to commit
    healthcare fraud both by submitting claims obtained through kickbacks and
    by certifying patients for home healthcare who Dr. Hamilton knew were not
    homebound.
    At trial, the Government was required to prove beyond a reasonable
    doubt that “(1) two or more persons made an agreement to commit health
    care fraud; (2) that the defendant knew the unlawful purpose of the
    agreement; and (3) that the defendant joined in the agreement willfully, that
    is, with the intent to further the unlawful purpose.” Grant, 683 F.3d at 643.
    A person commits healthcare fraud by “knowingly and willingly execut[ing]
    . . . a scheme . . . to defraud any healthcare benefit program.” 
    18 U.S.C. § 1347
    (a)(1).
    Dr. Hamilton argues that the Government failed to prove her
    certifications were fraudulent because there was no expert testimony on the
    medical necessity of home healthcare for her patients. She reasons that
    because Medicare requires a physician to make the determination that home
    healthcare is medically necessary, it is a determination “based on scientific,
    technical, or other specialized knowledge,” and the “arguments of counsel
    and interpretations of lay witnesses” cannot be the sole basis for a jury’s
    determination of lack of medical necessity. Fed. R. Evid. 701.
    We have repeatedly disavowed categorical rules requiring expert
    testimony for a jury finding of medical necessity. See United States v. Sanjar,
    
    876 F.3d 725
    , 745 (5th Cir. 2017); United States v. Martinez, 
    921 F.3d 452
    ,
    474-75 (5th Cir. 2019); United States v. Mesquias, 
    29 F.4th 276
    , 282 (5th Cir.
    2022). In Sanjar, we left open the possibility that there could be “technical
    medical diagnoses on which expert testimony would be needed to prove
    medical necessity.” 876 F.3d at 745. But that is not the case here. Though
    we have said that whether a person is homebound is “a medico-legal
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    determination,” which “is akin to a term of art,” United States v. Barnes, 
    979 F.3d 283
    , 308 (5th Cir. 2020), the Medicare definition of homebound, 3 with
    which the jury here was provided, 4 is not overly technical and describes
    conditions “suffered and understood by millions,” Sanjar, 876 F.3d at 746.
    Armed with the Medicare definition of homebound, the jury could
    evaluate—based on the medical records introduced at trial and on the
    testimony of patients, employees, and Dr. Hamilton herself—whether Dr.
    Hamilton’s patients were homebound and, if not, whether she knew that
    patients were not homebound.
    Dr. Hamilton points us to United States v. Martinez, in which we stated
    “a simple but significant rule: so long as the jury was not forced to rely on
    disconnected generalizations to conclude [services] were not medically
    necessary, and instead had some evidence to support the impropriety of each
    claim, there will be sufficient evidence for the convictions.” 921 F.3d at 475.
    Dr. Hamilton argues that the jury’s conclusion that her certifications were
    not medically necessary (i.e., that her patients were not homebound) rests on
    “disconnected generalizations.” Id. However, Martinez discussed expert
    testimony on medical necessity in the context of substantive healthcare fraud
    charges, not conspiracy, id. at 472-73, so reliance on generalizations there was
    3
    For Medicare, an individual is confined to the home if (1) “the individual has a
    condition, due to an illness or injury, that restricts the ability of the individual to leave his
    or her home except with the assistance of another individual or the aid of a supportive
    device (such as crutches, a cane, a wheelchair, or a walker),” or “if the individual has a
    condition such that leaving his or her home is medically contraindicated,” and (2) “there
    exists a normal inability to leave home and . . . leaving home requires a considerable and
    taxing effort by the individual.” 18 U.S.C. § 1395n(a) (emphasis added).
    4
    At trial, the Government’s Medicare claims analyst testified as to the Medicare
    definition of homebound. Though Dr. Hamilton disputes the accuracy of that testimony,
    the Medicare claims analyst’s definition matches the Medicare definition. See 42 U.S.C.
    § 1395n(a).
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    more suspect than in the case of conspiracy, where the Government need not
    prove that specific certifications were medically unnecessary.
    Moreover, there was more than “some evidence to support the
    impropriety” of Dr. Hamilton’s certifications. Id. at 475. At trial, an HHA
    owner and an HHA recruiter testified that their patients were not
    homebound. The HHA recruiter testified that she sent patients to Dr.
    Hamilton’s clinic because it was “easy” to get certifications there, and “it
    was very obvious” her patients were not homebound. Dr. Hamilton’s former
    employees testified that some or most of the patients that were certified as
    homebound could walk or get around “unassisted.” In addition, several
    patients testified that they were able to leave home on their own, did not use
    assistive devices, and did not need the care Dr. Hamilton certified they did—
    but did not lie about their condition to Dr. Hamilton. Finally, an HHA
    owner testified that every time she paid the $60 fee, Dr. Hamilton provided
    the certification—from which the jury could infer that certification decisions
    were based on payment, not medical necessity.
    The evidence of fraud here is less direct than in some of our previous
    cases. For example, Dr. Hamilton and her former employees testified that
    she actually examined the patients she certified for home healthcare, unlike
    in many healthcare fraud cases. See, e.g., Njoku, 737 F.3d at 63; Sanjar, 876
    F.3d at 746; United States v. Ramirez, 
    979 F.3d 276
    , 278 (5th Cir. 2020);
    Dailey, 868 F.3d at 329. In addition, none of the witnesses expressed direct
    knowledge that Dr. Hamilton had agreed to certify patients fraudulently or
    that she was aware the patients were not homebound, unlike in many
    healthcare fraud cases. See, e.g., United States v. Eghobor, 
    812 F.3d 352
    , 362
    (5th Cir. 2015) (“The government’s primary witness . . . testified that
    Eghobor admitted patients into PTM by falsifying OASIS forms and Plans
    of Care.”); Njoku, 737 F.3d at 63 (“[A co-conspirator] admitted to falsifying
    forms submitted to Medicare and said that other people she worked with,
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    including Njoku, participated.”). Dr. Hamilton argues that in light of the
    lack of direct evidence, and the fact that her actions could be interpreted as
    entirely lawful, the verdict impermissibly rests on “mere suspicion,
    speculation, or conjecture, or an overly attenuated piling of inference on
    inference.” Martinez, 921 F.3d at 466 (quoting United States v. Pettigrew, 
    77 F.3d 1500
    , 1521 (5th Cir. 1996)).
    But Dr. Hamilton “cannot obtain an acquittal simply by ignoring
    inferences that can logically be drawn from the totality of the evidence.” 
    Id.
    The Government’s evidence that patients were not homebound and that
    their condition was evident was sufficient for the jury to infer that Dr.
    Hamilton knew the patients were not homebound when she certified them
    for home healthcare. 5 See id. at 475 (patient testimony that “they did not
    have the symptoms for which tests were conducted” supported jury finding
    of fraud); United States v. Robinett, 832 F. App’x 261, 268 (5th Cir. 2020)
    (per curiam) (evidence that patients “walked two miles each day” and
    “cooked [their] own meals” supported finding that defendant knew patients
    were not homebound). Though Dr. Hamilton testified that her decisions
    were based on her medical judgment and the information presented to her by
    the HHAs and the patients, the jury was entitled to discredit her testimony. 6
    5
    In addition, the jury’s conclusion that Dr. Hamilton’s certifications were
    fraudulent was supported by the evidence that she was being paid to sign them. Cf.
    Martinez, 921 F.3d at 471 (“Evidence of the kickback scheme is relevant to the conspiracy
    to commit health care fraud because paying patients is clearly a possible indicator of health
    care fraud.”).
    6
    Dr. Hamilton analogizes to United States v. Ganji, 
    880 F.3d 760
     (5th Cir. 2018),
    in which we held the evidence insufficient to support a physician’s conviction for
    conspiracy to commit healthcare fraud. 
    Id. at 772
    . In Ganji, the defendant “provided
    testimony of her innocence,” giving legitimate explanations for the Government’s
    circumstantial evidence of fraud. 
    Id. at 771
    . But in that case, none of the witnesses “could
    provide direct evidence of their alleged co-conspirator’s actions because the witnesses
    never acted with the defendants,” and thus there was insufficient evidence to prove an
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    See Grant, 683 F.3d at 642 (“The jury ‘retains the sole authority to weigh any
    conflicting evidence and to evaluate the credibility of the witnesses.’”
    (quoting United States v. Loe, 
    262 F.3d 427
    , 432 (5th Cir. 2001))). For the
    evidence to be sufficient, it “need not exclude every reasonable hypothesis
    of innocence or be wholly inconsistent with every conclusion except that of
    guilt.” United States v. Eghobor, 
    812 F.3d 352
    , 362 (5th Cir. 2015) (quoting
    Grant, 683 F.3d at 642). “[V]iewing the evidence and reasonable inferences
    in [the] light most favorable to the verdict,” Ganji, 880 F.3d at 767, as we
    must, and accepting the jury’s credibility determinations, there was
    sufficient evidence to support Dr. Hamilton’s conviction for conspiracy to
    commit healthcare fraud.
    C.
    Dr. Hamilton challenges her convictions on two counts of making
    false statements relating to healthcare matters, 
    18 U.S.C. § 1035
    , based on
    her certifications of patients Kesha Martin and Bernard Miller for home
    healthcare (Counts 3 and 4).
    To support a conviction for making false statements related to
    healthcare matters, the Government must prove beyond a reasonable doubt
    that “(1) the defendant made a materially false, fictitious, or fraudulent
    statement or misrepresentation; (2) in connection with the delivery of [or
    payment for] health care benefits; and (3) [s]he did so knowingly and
    willfully.” Dailey, 868 F.3d at 330.
    agreement. Id. at 766. Absent any other “evidence of the conspirators’ individual actions,”
    the defendant’s unrebutted testimony was sufficient to undermine the conviction. Id. at
    768. Here, like in Ganji, Dr. Hamilton gave innocent explanations for much of the
    Government’s circumstantial evidence. But unlike in Ganji, Dr. Hamilton’s co-
    conspirators, patients, and employees testified as to Dr. Hamilton’s “individual actions”
    such that there was evidentiary support for the finding of an agreement.
    14
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    No. 20-20645
    Martin’s and Miller’s testimony at trial was sufficient to prove that
    neither patient was homebound. Martin testified that at the time she was
    being certified for home healthcare by Dr. Hamilton, she would sometimes
    ride the bus by herself to Dr. Hamilton’s clinic; she did not have “any trouble
    getting up the stairs”; she grocery shopped for herself and carried her own
    groceries; and she was “able to leave the house just fine.” Similarly, Miller
    testified that he would “on some occasions” travel by bus to Dr. Hamilton’s
    clinic and that he could leave his home, walk around his apartment complex
    by himself, and go grocery shopping and carry his own groceries. Miller also
    testified that he used the treadmill or elliptical machine at Dr. Hamilton’s
    office. 7 Both Martin and Miller denied having some of the medical issues
    described in their Form 485s. 8
    Further, based on Martin’s and Miller’s testimony, the jury could
    infer that Dr. Hamilton knew that neither patient was homebound when she
    certified them for home healthcare.             Martin testified that she did not
    “pretend that [she was] sick” when she saw Dr. Hamilton, and Miller
    testified that he did not tell Dr. Hamilton that he could not leave his home.
    Both Martin and Miller testified that Dr. Hamilton did not ask if they were
    able to leave their homes.
    Although Dr. Hamilton testified that she believed home healthcare to
    be medically necessary based on her examinations of Martin and Miller and
    7
    Dr. Hamilton responded that Miller used a recumbent bike in her office, not an
    elliptical, and that he did so with assistance for therapeutic purposes.
    8
    Dr. Hamilton argues that any false statements in the Form 485s were made by the
    HHAs, not by her. But Dr. Hamilton’s signatures on the Form 485 certifying that patients
    were homebound, were themselves false statements if Dr. Hamilton knew the patients were
    not homebound.
    15
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    No. 20-20645
    their diagnoses, 9 the jury was entitled to discount that testimony. See Grant,
    683 F.3d at 642 (“The jury ‘retains the sole authority to weigh any conflicting
    evidence and to evaluate the credibility of the witnesses.’” (quoting Loe, 
    262 F.3d at 431
    )). And the patients’ testimony alone adequately supported the
    opposite conclusion. Thus, the evidence was sufficient to convict Dr.
    Hamilton of making false statements related to the certifications of Martin
    and Miller.
    III.
    Dr. Hamilton argues that she is entitled to a new trial because the
    Government—contrary to an alleged pre-trial agreement—failed to notify
    defense counsel that Dr. Hamilton’s former employees were considered co-
    conspirators, 10 and, as a result, the district court did not give a cautionary
    instruction regarding the testimony of Dr. Hamilton’s former employees.
    This argument fails for several reasons. First, Dr. Hamilton has not
    shown that the Government was obligated to provide notice in advance of
    trial if it considered the testifying employees co-conspirators. Prior to the
    first trial, Dr. Hamilton filed a motion requesting that the Government give
    9
    For example, as to Martin, Dr. Hamilton testified, “[W]hen I saw [Martin] in the
    office, she was balled up a lot of times on the examination table, having difficulty, you know
    from pain. And when she walked, she was limping and bent over, you know walking with
    support.” As to Miller, Dr. Hamilton testified, “Mr. Miller had some significant MRIs
    done that showed herniation, disk herniations, impingement of his nerve. I remember
    times when he could barely even walk at all.”
    10
    At sentencing, the presentence investigation report (“PSR”) contained a list of
    unindicted co-conspirators, including the two former employees who testified for the
    Government, and the Government filed a clarification to add several other former
    employees to that list. The Government’s Sentencing Memorandum reiterated that Dr.
    Hamilton’s employees were participants in the scheme as part of its argument in favor of
    the Sentencing Guidelines leadership role enhancement. These representations led Dr.
    Hamilton to believe that the Government considered the former employees co-
    conspirators.
    16
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    No. 20-20645
    notice of any statements it intended to introduce under Federal Rule of
    Evidence 801(d)(2)(E), which exempts statements of a co-conspirator from
    the definition of hearsay, and the Government agreed to do so.            Dr.
    Hamilton’s request, and the Government’s agreement, pertained specifically
    to out-of-court statements made by alleged co-conspirators. Dr. Hamilton
    did not request, and the Government did not agree to provide, general notice
    of all individuals the Government deemed co-conspirators.
    Second, any failure by the Government to explicitly notify defense
    counsel that it considered the employees co-conspirators was harmless
    because the district court gave a cautionary instruction about the testimony
    of accomplices or co-conspirators. The district court’s instruction was
    nearly identical to this circuit’s pattern jury instruction on accomplice
    testimony. See Fifth Circuit Pattern Jury Instructions (Criminal) § 1.16
    (2019). The instruction includes as an accomplice “one who has entered into
    a plea agreement with the government” but does not limit accomplices to
    those who have pled guilty. Based on the former employees’ testimony on
    their involvement in the conspiracy, and at least one former employee’s
    testimony that she met with the Government several times, the jury could
    have inferred that the former employees were alleged accomplices and that
    the cautionary instruction applied to them.
    Finally, regardless of whether the Government labels a witness as a
    co-conspirator, the accomplice instruction is only relevant if the witness
    “ha[s] anything to gain by testifying” against the defendant. United States v.
    Hinds, 
    662 F.2d 362
    , 370-71 (5th Cir. Unit B 1981) (holding that there was
    “no plain error in failing to give” the accomplice instruction where
    accomplices “had [no]thing to gain by testifying” because they “had been
    sentenced and were serving prison terms”); see also Cool v. United States, 
    409 U.S. 100
    , 103 (1972) (per curiam) (“[Accomplice instructions] represent no
    more than a commonsense recognition that an accomplice may have a special
    17
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    No. 20-20645
    interest in testifying, thus casting doubt upon his veracity.”). Here, the
    former employees had no special interest in testifying against Dr. Hamilton
    because they were not targeted for prosecution. 11 To the extent any of the
    former employees might have believed they would be prosecuted, Dr.
    Hamilton had notice of that possibility from Government disclosures
    regarding which employees had been interviewed by the Government, how
    many times they had been interviewed, and the content of those interviews.
    Thus, Dr. Hamilton had ample opportunity to request an accomplice
    instruction specifically regarding the former employees’ testimony,
    regardless of any failure by the Government to notify defense counsel that it
    considered the employees co-conspirators. 12
    IV.
    Dr. Hamilton also challenges her sentence. After overruling all of Dr.
    Hamilton’s objections to the PSR, the district court imposed a sentence of
    $9.5 million in restitution and 60 months’ imprisonment, a downward
    variance from the statutory maximum of 300 months, which was below the
    Guidelines range of 324 to 405 months.
    Dr. Hamilton first argues that the district court erred by overruling
    her objection to the application of the Sentencing Guidelines’ four-level
    11
    At the sentencing hearing, the Government clarified that it did not consider Dr.
    Hamilton’s employees to be “knowing and willful members of the conspiracy” who “have
    criminal liability” but rather that they were included as participants in the PSR for the
    purpose of proving that the conspiracy was “otherwise extensive,” as required for the
    Sentencing Guidelines’ aggravating role enhancement. See U.S.S.G. § 3B1.1 (2018).
    12
    In her brief, Dr. Hamilton also raises a claim for a new trial based on the district
    court’s exclusion of her expert witness. However, Dr. Hamilton “cited no authority in
    support of her contentions,” and failed to explain the error in the district court’s ruling.
    United States v. Demmitt, 
    706 F.3d 665
    , 670 (5th Cir. 2013). Thus, the argument is waived.
    Procter & Gamble Co. v. Amway Corp., 
    376 F.3d 496
    , 499 n.1 (5th Cir. 2004).
    18
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    No. 20-20645
    enhancement for being a leader or organizer. U.S.S.G. § 3B1.1(a). “A
    defendant’s role in the offense is a factual finding reviewed for clear error.”
    United States v. Warren, 
    986 F.3d 557
    , 567 (5th Cir. 2021). “A factual finding
    is not clearly erroneous if it is plausible in light of the record read as a whole.”
    United States v. Akins, 
    746 F.3d 590
    , 609 (5th Cir. 2014) (quoting United
    States v. Rose, 
    449 F.3d 627
    , 633 (5th Cir. 2006)).
    The Sentencing Guidelines impose a four-level increase in the base
    offense level “[i]f the defendant was an organizer or leader of a criminal
    activity that involved five or more participants or was otherwise extensive.”
    U.S.S.G. § 3B1.1(a). The commentary to the Guidelines notes that “[t]o
    qualify for an adjustment under this section, the defendant must have been
    the organizer, leader, manager, or supervisor of one or more other
    participants.” Id. cmt. 2; see also United States v. Ronning, 
    47 F.3d 710
    , 712
    (5th Cir. 1995). The commentary defines a participant as “a person who is
    criminally responsible for the commission of the offense, but need not have
    been convicted.” 
    Id.
     cmt. 1.
    The district court did not err in overruling Dr. Hamilton’s objection
    to the leader-organizer enhancement.           There is little doubt that the
    conspiracy here involved five or more criminally responsible participants or
    was otherwise extensive. Four co-conspirators, who had already pled guilty,
    testified at trial. And many more recruiters and HHA owners were involved
    in the conspiracy, as were Dr. Hamilton’s employees (even if unknowingly).
    All those actors can be considered in determining that the activity was
    “otherwise extensive,” even if not all were criminally responsible. U.S.S.G.
    § 3B1.1 cmt. 3. Application of the enhancement here does require that Dr.
    Hamilton acted as the leader or organizer of at least one other criminally
    19
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    No. 20-20645
    responsible participant. Id. at cmts. 1, 2. 13 The HHA owners’ testimony
    that Dr. Hamilton discussed the $60 fee in meetings that she arranged and
    testimony that Dr. Hamilton was responsible for both setting the fee amount
    and instituting the policy that $60 be paid before releasing certifications
    support a finding that Dr. Hamilton acted as an organizer of the HHA agency
    owners in establishing an agreement to pay and receive kickbacks. Thus, she
    qualified for the leader-organizer enhancement.
    V.
    Dr. Hamilton next challenges the PSR’s calculation of the loss
    amount and its effect on her Sentencing Guidelines range. 14
    The Sentencing Guidelines provide that “the amount of loss resulting
    from a crime involving fraud is a specific offense characteristic that increases
    a defendant’s base offense level.” United States v. Mahmood, 
    820 F.3d 177
    ,
    192 (5th Cir. 2016); U.S.S.G. § 2B1.1(b)(1) (2018).                        The Guidelines
    commentary defines the loss amount as “the greater of actual loss or
    intended loss.” § 2B1.1 cmt. 3(A).
    “A district court’s loss calculation, and its embedded determination
    that the loss amount was reasonably foreseeable to the defendant, are factual
    findings reviewed for clear error.” United States v. Brown, 
    727 F.3d 329
    , 341
    (5th Cir. 2013). Even if the district court committed a procedural error in
    13
    For that reason, the enhancement could not have applied based on Dr.
    Hamilton’s role as an organizer or leader of her employees because, as the Government
    acknowledged, there is no evidence that Dr. Hamilton’s employees were criminally
    responsible.
    14
    Dr. Hamilton’s briefs make several passing references to restitution, but she does
    not argue or explain how the alleged errors in the loss amount calculation affected the
    district court’s partial restitution award. Nor does she cite any authority specifically related
    to restitution other than the applicable standard of review. As such, any argument as to
    restitution is inadequately briefed and therefore waived. Demmitt, 706 F.3d at 670.
    20
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    No. 20-20645
    calculating the Guidelines range, “[n]ot every procedural error requires
    reversal.” United States v. Sanchez, 
    850 F.3d 767
    , 769 (5th Cir. 2017). To
    show that a sentencing error is harmless, “the proponent ‘must point to
    evidence in the record that will convince us that the district court had a
    particular sentence in mind and would have imposed it, notwithstanding the
    error.’” United States v. Ibarra-Luna, 
    628 F.3d 712
    , 718 (5th Cir. 2010)
    (quoting United States v. Huskey, 
    137 F.3d 283
    , 289 (5th Cir.1998)).
    Here, the PSR calculated the loss amount based on Medicare Part B
    claims that Dr. Hamilton billed for the actual certifications and
    recertifications, as well as for services she provided to home healthcare
    patients in her clinic other than the actual certification. The loss amount also
    included claims that HHAs billed to Medicare Part A for home healthcare
    services they provided where Dr. Hamilton was the certifying physician. At
    trial, a certified fraud examiner, whom the Government contracted to review
    the Medicare claims and patient files in this case, testified about the data
    underlying the PSR’s calculation. For the Medicare Part B claims, the
    intended loss amount—i.e., the amount Dr. Hamilton billed to Medicare—
    was $5,523,680.51, and the actual loss amount—i.e., the amount Medicare
    actually paid to Dr. Hamilton—was $1,002,622. Of those Medicare Part B
    claims, only $2,817,545 of the intended loss amount and $274,540.17 of the
    actual loss amount was for the certifications or recertifications. For the
    Medicare Part A claims, the intended loss amount—i.e., the amount HHAs
    billed to Medicare—was $14,295,886.74 and the actual loss amount—i.e.,
    the amount Medicare actually paid to the HHAs—was $16,388,521.86.
    Including all of those Medicare claims, the PSR calculated an
    intended loss amount of $19,819,547.25 and an actual loss amount of
    $17,391,143.86. Based on a loss amount greater than $9.5 million but less
    than $25 million, the PSR increased Dr. Hamilton’s offense level by 20
    21
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    No. 20-20645
    levels. 15 U.S.S.G. § 2B1.1(b)(1). The Government endorsed the PSR’s loss
    calculation at sentencing. The district court overruled Dr. Hamilton’s
    objections to the loss amount, which affected the Guidelines range, see id.,
    but the court reduced the restitution amount to $9.5 million.
    Dr. Hamilton contends that two types of Medicare claims should have
    been excluded from the loss amount: (1) claims for services Dr. Hamilton
    provided to home healthcare patients in her clinic, other than the actual
    certification (“non-certification Medicare Part B claims”) and (2) claims the
    HHAs billed to Medicare for home healthcare services provided to patients
    where Dr. Hamilton was the certifying physician (“Medicare Part A
    claims”). Dr. Hamilton also argues that the loss amount included claims that
    were not fraudulent.
    A.
    The district court did not err by overruling Dr. Hamilton’s objection
    to the inclusion of Medicare Part A claims in the loss amount. In United
    States v. Ramirez, 
    979 F.3d 276
     (5th Cir. 2020), a physician was convicted of
    fraudulently signing home healthcare certifications. 
    Id. at 278
    . This court
    affirmed the inclusion of claims that “Medicare paid for home health and
    physician services based on [the defendant’s] certifications” in the loss
    calculation. 
    Id. at 280
    . These are precisely the type of claims that Dr.
    Hamilton argues should not be included in her loss amount. Dr. Hamilton
    attempts to distinguish Ramirez based on her more remote connection to the
    HHAs than the defendant in that case. However, it was not the physician’s
    proximity to the HHA but rather the fact that his fraud “enabled providers
    15
    Dr. Hamilton also received a 3-level increase under U.S.S.G. § 2B1.1(b)(7)(A)
    for conviction of an offense “involving a Government health care program” and a loss
    amount more than $7 million.
    22
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    No. 20-20645
    to falsely bill Medicare for home health services” that led us to affirm the
    inclusion of these claims in the loss amount calculation. Id. at 281. Here, as
    in Ramirez, the defendant’s fraudulent certifications enabled the HHAs to
    bill Medicare for home healthcare services provided to patients who were not
    actually homebound. 16 And, as in Ramirez, it was “reasonably foreseeable”
    to Dr. Hamilton that the HHAs would bill these claims to Medicare based
    on her fraudulent certifications. Id. at 281. In light of Ramirez, it was not
    error to include the Medicare Part A claims in the loss amount.
    B.
    However, the district court did err by overruling Dr. Hamilton’s
    objection to the inclusion of the non-certification Medicare Part B claims in
    the loss amount because absent the fraud Medicare would have paid for these
    claims.
    “[L]oss in a health care fraud case cannot include any amount the
    government would have paid in the absence of the crime.” See Sanjar, 876
    F.3d at 748 (citing Sharma, 703 F.3d at 324). The Sentencing Guidelines
    require that the loss amount be offset based on “the fair market value of the
    . . . services rendered[] by the defendant . . . before the offense was detected.”
    U.S.S.G. § 2B1.1 cmt. 3(E)(i). In United States v. Mahmood, 
    820 F.3d 177
    (5th Cir. 2016), we explained that “Medicare receives ‘value’ within the
    meaning of U.S.S.G. § 2B1.1 [cmt. 3(E)(i)] when its beneficiaries receive
    legitimate health care services for which Medicare would pay but for a
    fraud.” Id. at 193. “[T]o be entitled to an offset against an actual loss amount
    . . . , [the defendant] must establish (1) ‘that the services [he provided to
    16
    Medicare regulations require physician certification that a beneficiary is
    homebound before HHAs can bill Medicare for home healthcare services. 
    42 C.F.R. § 424.22
    (a)(1).
    23
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    No. 20-20645
    Medicare beneficiaries] were legitimate’ and (2) ‘that Medicare would have
    paid for those services but for his fraud.’” United States v. Mathew, 
    916 F.3d 510
    , 521 (5th Cir. 2019) (quoting Mahmood, 820 F.3d at 194). 17
    The Government contends that Medicare would not have paid the
    non-certification Medicare Part B claims but for the fraud because
    “Hamilton would not have seen the patients and would have been unable to
    submit any of the Part B claims” if the HHAs were not sending patients there
    as a result of the kickback and fraudulent certification scheme. However, the
    Government misunderstands the nature of the inquiry into whether
    Medicare would have paid the claims absent the fraud. The question is not
    whether Dr. Hamilton would have had the opportunity to provide other
    services absent the fraud, but rather whether those other services were
    legitimate (i.e., medically necessary and otherwise in compliance with
    Medicare regulations). See Mahmood, 820 F.3d at 194.
    For example, in United States v. Ricard, 
    922 F.3d 639
     (5th Cir. 2019),
    an HHA marketer was found guilty in a kickback conspiracy “for referring
    Medicare patients to a particular health care provider,” and the district court
    included in the loss amount all of Medicare’s payments to the defendant’s
    HHA employer because the services provided were obtained through
    payment of kickbacks. 
    Id. at 643, 646-47
    . We held that the loss amount
    calculation was error because there was no evidence that the services the
    HHA provided were not legitimate, did not meet Medicare’s basic standards
    of care, or that Medicare would not have paid for the services absent the
    kickback scheme. 
    Id. at 659
    . The fact that the HHA would not have seen
    the patients but for the defendant’s fraud did not justify the inclusion of those
    17
    Mathew applied this test in the context of restitution, but Mahmood calculated the
    loss amount for Sentencing Guidelines purposes and restitution purposes in the same
    manner. See Mahmood, 820 F.3d at 192-96.
    24
    Case: 20-20645    Document: 00516357991           Page: 25   Date Filed: 06/15/2022
    No. 20-20645
    claims in the loss amount when the services provided were otherwise
    legitimate.
    Here, there is no evidence—and the Government has not argued—
    that the non-certification Medicare Part B claims were medically
    unnecessary or otherwise out of compliance with Medicare regulations.
    Thus, “Medicare would have paid for those services but for [the] fraud,”
    Mahmood, 820 F.3d at 194, and they should have been excluded from the loss
    amount.
    Nonetheless, this error was harmless. The intended loss amount for
    the non-certification Medicare Part B claims was $2,706,135.51, and the
    actual loss amount for the same claims was $728,081.83. Even deducting the
    non-certification Medicare Part B claims, the total loss amount remains well
    above $9.5 million—the bottom end of the range for the Guidelines’ 20-level
    enhancement. See U.S.S.G. § 2B1.1(b). As such, the district court’s error in
    overruling Dr. Hamilton’s objection to the inclusion of the non-certification
    Medicare Part B claims in the loss amount did not affect the Sentencing
    Guidelines range.
    C.
    Dr. Hamilton makes several other brief arguments about the loss
    amount. First, she claims that the Medicare Part A loss amount included
    HHA claims for home healthcare services where Dr. Hamilton’s signature
    on the Form 485 was forged. However, the Government’s fraud examiner
    testified that his calculations included only claims where a signed Form 485
    was found at Dr. Hamilton’s clinic, and Dr. Hamilton fails to explain why
    forged forms would have been found in her own office. Second, Dr. Hamilton
    claims that the loss amount improperly included claims where an HHA
    recruiter paid the $60 fee, but the fact that the recruiter, rather than the
    HHA owner, paid the fee has no bearing on whether that fee was a kickback
    25
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    No. 20-20645
    or whether the certification was fraudulent. Third, Dr. Hamilton challenges
    the inclusion of claims for patients who paid the $60 fee themselves. Dr.
    Hamilton points to only one patient for whom there was evidence that the
    patient, rather than the HHA, paid the $60 fee, and that patient testified that
    her HHA would pay the fee “most of the time.” Even if the district court
    erred by including claims related to that patient in the loss amount, their
    exclusion would not have reduced the loss amount to less than $9.5 million
    and thus would not have affected the Guidelines range. For the same reason,
    inclusion of claims related to the patient for whom Dr. Hamilton was
    acquitted of false statements was also harmless. 18
    VI.
    For the foregoing reasons, Dr. Hamilton’s conviction and sentence
    are AFFIRMED.
    18
    Dr. Hamilton also argues that of the 7,461 claims included in the Medicare Part
    A loss amount, at least 4,100 were associated with patients for whom Dr. Hamilton did not
    charge a $60 fee because the face-to-face encounter necessary for the certification was
    conducted by a nurse practitioner (“NP”) in the patients’ homes, rather than by Dr.
    Hamilton at her clinic. There are numerous factual uncertainties related to this claim that
    cannot be resolved by looking to the trial record. Regardless, as to the calculation of the
    Guidelines range, any error was harmless. Dr. Hamilton’s 60-month sentence would have
    been well below the Guidelines range even if the loss amount had excluded all of the
    Medicare Part A claims. U.S.S.G. § 2B1.1(b)(1); U.S.S.G. ch. 5, pt. A. Moreover, the
    district court judge’s statement at sentencing that he was “contemplating a variance that
    will take care of all of these objections” indicates that he had “a particular sentence in mind
    and would have imposed it, notwithstanding [any] error.” Ibarra-Luna, 
    628 F.3d at 718
    .
    26