United States v. Anthony Roberts , 778 F.3d 942 ( 2015 )


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  •          Case: 12-16056   Date Filed: 02/17/2015   Page: 1 of 85
    [PUBLISH]
    IN THE UNITED STATES COURT OF APPEALS
    FOR THE ELEVENTH CIRCUIT
    ________________________
    No. 12-16056
    ________________________
    D.C. Docket No. 1:11-cr-20587-RNS-15
    UNITED STATES OF AMERICA,
    Plaintiff-Appellee,
    versus
    JACQUELINE MORAN,
    Defendant,
    ANTHONY ROBERTS,
    DEREK ALEXANDER,
    RAFAEL ALALU,
    GARY KUSHNER,
    SANDRA HUARTE,
    JORGE MACLI,
    ANTONIO MACLI,
    BISCAYNE MILIEU HEALTH CENTER, INC.,
    Defendants-Appellants.
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    ________________________
    Appeals from the United States District Court
    for the Southern District of Florida
    ________________________
    (February 17, 2015)
    Before HULL and JULIE CARNES, Circuit Judges, and ROTHSTEIN, * District
    Judge.
    HULL, Circuit Judge:
    After a jury trial, eight defendants—seven individuals and one corporation—
    appeal various aspects of their convictions and sentences in connection with the
    operation of a complex and sustained scheme of Medicare fraud. To begin, we
    recount certain evidence regarding the fraud scheme and outline the proceedings
    before the district court. We then review, with relevant factual background, the
    appellants’ challenges to their convictions and sentences.
    I. THE FRAUD SCHEME
    A.     Biscayne Milieu Health Center
    In 1996, Biscayne Milieu Health Center, Inc. (“Biscayne Milieu”), located in
    North Miami, was incorporated in Florida. It offered a partial hospitalization
    program (“PHP”) for patients with mental illness. In 1997, Biscayne Milieu was
    certified as a Community Mental Health Center; it received a provider number
    *
    Honorable Barbara J. Rothstein, United States District Judge for the Western District of
    Washington, sitting by designation.
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    allowing it to bill Medicare for PHP treatment. A PHP provides intensive
    outpatient treatment for patients with acute mental illness who are sufficiently ill
    that they would otherwise require inpatient hospitalization. Medicare covers
    partial hospitalization programs providing treatment for mental illness, but only
    does so subject to a variety of conditions.
    These Medicare rules and regulations are set forth in the Local Coverage
    Determination (“LCD”). Medicare requires that, to qualify for the PHP benefit, the
    services must be reasonable and necessary for the diagnosis and active treatment of
    the patient’s condition. The LCD makes clear that PHPs are structured to “provide
    patients with profound or disabling mental health conditions an individualized,
    coordinated, intensive, comprehensive, and multidisciplinary treatment program
    not provided in a regular outpatient setting.” A given patient must be experiencing
    “an acute onset or decompensation of a covered Axis I mental disorder,” severe
    enough to prevent the patient from functioning in normal daily activities outside of
    a hospital setting.1 And there must also be a reasonable expectation that active
    treatment in the PHP will improve the patient’s condition. Patients should not
    1
    “Axis I mental disorder” referred to the standardized, multiaxial system for classifying
    mental disorders found in the fourth edition of the Diagnostic and Statistical Manual of Mental
    Disorders (DSM-IV). Axis I covered clinical disorders including schizophrenia and other
    psychotic disorders, mood disorders, anxiety disorders, and substance-related disorders, while
    excluding personality disorders and mental retardation. Am. Psychiatric Ass’n, Diagnostic and
    Statistical Manual of Mental Disorders 27-28 (4th ed. 2000). The American Psychiatric
    Association has since eliminated its use of the multiaxial system for classifying mental disorders,
    but the DSM-IV remained current and in effect during the period here discussed, hence its
    inclusion in the LCD.
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    remain in PHPs indefinitely.
    Further, dual diagnosis patients are those suffering from both substance
    abuse and acute mental disorders. Under Medicare’s regulations, dual diagnosis
    patients may be eligible for PHP treatment. But PHP treatment is not authorized
    for “individuals with persistent substance abuse” who “cannot or refuse to
    participate with active treatment of their mental disorder.” An addicted individual
    may be admitted as long as the individual is not actively using the substance at the
    time of admission and has an acute mental health crisis.
    For a patient to be admitted to a PHP, a “psychiatrist or physician trained in
    the diagnosis and treatment of psychiatric illness” must certify that the patient
    would require in-patient psychiatric hospitalization if the PHP services were not
    provided, and must attest that the services will be furnished while the patient is
    under the care of a physician and pursuant to an individualized plan of care. 2 Once
    a patient is enrolled in a PHP, Medicare requires documentation supporting the
    medical necessity of the claims made by the PHP provider. This documentation
    includes progress notes detailing the patient’s participation in and response to the
    intensive treatment.
    2
    The Local Coverage determination further provides that such individualized care is
    required because of the pervasive dysfunction associated with acute episodes of the covered
    mental disorders as well as the need for close medical supervision and coordination. PHP
    patients must be able to cognitively and emotionally participate in the active treatment process of
    a PHP for it to be effective.
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    Partial hospitalization in a PHP is a very intensive and expensive form of
    treatment for patients experiencing an acute mental health crisis. The evidence
    showed that Biscayne Milieu was paid $165 per patient per day for outpatient
    treatment or approximately $5000 per month per patient.
    The owners and operators of Biscayne Milieu—the appellants here—agreed
    to be bound by these rules and regulations and to refrain from filing false claims.
    Because of the volume of claims processed by Medicare, the candor and
    truthfulness of the appellants, as health care providers making claims into the
    system, are absolute necessities.
    As is too often the case, the appellants here concocted and engaged in a
    pernicious scheme to defraud Medicare and preyed upon vulnerable victims. To
    carry out the scheme, the owners and operators of Biscayne Milieu: (a) submitted
    false and fraudulent claims to Medicare for PHP services for patients who were not
    eligible for PHP treatment, for PHP services that were not medically necessary, for
    PHP services that were not eligible for Medicare reimbursement, and for PHP
    services that were not actually provided by Biscayne Milieu; (b) offered, paid, or
    received kickbacks and bribes for recruiting Medicare beneficiaries to attend
    Biscayne Milieu; (c) paid kickbacks and bribes to patients to ensure the attendance
    of ineligible Medicare beneficiaries at Biscayne Milieu; (d) concealed the
    submission of false and fraudulent claims to Medicare, the receipt and transfer of
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    the proceeds from the fraud, and the payment of kickbacks and bribes to patient
    recruiters and Medicare beneficiaries; and (e) diverted proceeds of the fraud for
    personal use.
    Further, Biscayne Milieu employees and agents, including a doctor,
    therapists, nurses, and social workers, implemented the fraud by admitting
    ineligible patients to Biscayne Milieu, holding therapy sessions for patients who
    did not qualify for PHP treatment, falsifying group therapy notes to justify
    fraudulent claims to Medicare, and recruiting Haitian patients who did not qualify
    for PHP treatment by promising to assist such patients with applications for United
    States citizenship. At trial, numerous former employees of Biscayne Milieu, many
    of whom were separately indicted and had previously pled guilty to their
    participation in the fraud scheme, offered substantial evidence of the scheme’s
    scope and design.
    From 2007 to 2011, Biscayne Milieu submitted $57,689,700 in Medicare
    claims for PHP care of mentally ill patients, and Medicare paid $11,481,593 on
    those claims. This billing was largely fraudulent for the simplest of reasons.
    Virtually all of the patients treated at Biscayne Milieu’s PHP were not suffering an
    acute onset of a covered Axis I mental disorder; did not have a reasonable
    expectation of improvement as a result of PHP treatment; or were not cognitively
    able to participate in PHP treatment. As the district court found, even the few
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    patients who might have had such an acute mental disorder did not receive the
    medical care that was required under the PHP rules. 3
    Rather than eligible PHP patients, the patient population principally fell into
    four categories: (1) chronic substance abusers; (2) elderly patients with dementia;
    (3) Haitian patients seeking immigration benefits; and (4) paid patients. Chronic
    substance abusers constituted an enormous percentage of the patient population at
    Biscayne Milieu. Trial witnesses testified that between 70 percent and 96 percent
    of Biscayne Milieu patients were chronic substance abusers. By virtue of their
    chronic substance abuse and lack of an acute mental disorder, the patients at
    Biscayne Milieu were, for the most part, not eligible for PHP treatment at all.
    Even though it was regularly admitting substance abusers, Biscayne Milieu also
    failed to provide meaningful treatment for substance abuse. In short, during the
    relevant period, Biscayne Milieu operated a patient mill supported by a kickback
    scheme that ensured an ongoing supply of patients.
    The kickback scheme itself was highlighted by the use of what the parties
    often referred to as the “money sheet.” The money sheet included columns for: the
    patient’s name; the physician responsible for admitting the patient into the PHP;
    3
    We recognize that, at trial, there was conflicting evidence regarding the scope of and
    intent underlying the fraud scheme. For example, there was conflicting evidence regarding
    whether patients qualified for PHP treatment and regarding which defendants knew what and to
    what extent. But for our purposes the jury verdict resolved those factual disputes, and we must
    view the evidence in the light most favorable to the jury verdict.
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    the initials of the person who referred the patient; and a box for each day of the
    month. Biscayne Milieu billed Medicare, and paid the recruiter, for each day that
    had an “X” in the box, which showed that the patient attended therapy that day.
    Recruiters were paid only for days the patient attended therapy, and they were not
    paid for any days that the patient was absent.
    B.    The Seven Individual Defendants
    In addition to the corporate defendant Biscayne Milieu, the seven individual
    defendants appealing here played various roles in the operation of the fraud
    scheme.
    Defendant Antonio Macli was Biscayne Milieu’s chief executive officer
    (“CEO”). He also served as Biscayne Milieu’s primary contact with Medicare for
    purposes of provider certification. Defendant Antonio Macli certified compliance
    with Medicare rules and regulations despite clear knowledge that Biscayne
    Milieu’s patient inventory had been stocked through the payment of illegal
    recruiter kickbacks. He also directed these recruiters to expand their efforts,
    including by recruiting patients from outside the state, and he ensured that
    recruiters masked the nature of their employment via false case management
    contracts. Defendant Antonio Macli also instructed recruiters to recruit Haitian
    patients to attend the PHP, even though such patients did not qualify for PHP
    treatment.
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    At trial, former employees of Biscayne Milieu testified to defendant Antonio
    Macli’s control over the operation. Former therapist Nikki Charles testified that
    Antonio Macli stated that it was “his business” and that he was “in charge,” further
    adding, when disputes arose, that there were “too many chiefs and not enough
    [I]ndians.” Recruiter James Edwards testified that he was hired as a recruiter by
    Antonio Macli with the explicit understanding that he would be paid $25 per client
    per day of treatment. Former therapist Manotte Bazile testified that Antonio Macli
    offered her $1000 in addition to her salary if she would recruit patients from the
    Haitian community. A government agent testified that Antonio Macli signed the
    checks on behalf of Biscayne Milieu that went to patient recruiters. And John
    Jackson, the former clinical director of Biscayne Milieu, testified that Antonio
    Macli signed the check that was cashed to pay off a patient who threatened to
    expose the fraud.
    Defendant Antonio Macli’s son, defendant Jorge Macli, was the day-to-day
    manager of Biscayne Milieu and also a designated point of contact for Medicare.
    Both Antonio Macli and Jorge Macli had an ownership interest in Biscayne Milieu
    as well as managerial control of the company. In his day-to-day management role,
    defendant Jorge Macli oversaw almost every significant aspect of the fraud. He had
    ultimate oversight over the patient recruiters. He himself recruited patient
    recruiters and then paid kickbacks to those recruiters. In addition, Jorge Macli
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    aided patient recruiters in financing the purchasing or lease of halfway houses used
    to board the patients recruited to attend the PHP at Biscayne Milieu. In 2010,
    defendant Jorge Macli initiated the plan to have the patient recruiters sign
    fraudulent “case manager” contracts and insisted that recruiters, including
    defendants Derek Alexander and Anthony Roberts, do so. He directed the
    recruiters to submit false invoices. Defendant Jorge Macli even paid hush money
    to certain patients to quiet their complaints. Defendant Jorge Macli directed the
    admission of patients he knew to be ineligible for PHP treatment, even over
    complaints from other staff. He overrode staff attempts to deny admissions to
    elderly patients with dementia who were recycled from other PHPs and Haitian
    patients who were not mentally ill and who came to Biscayne Milieu in order to
    obtain immigration benefits.
    Multiple witnesses testified to defendant Jorge Macli’s centrality to the fraud
    scheme. Former clinical director John Jackson testified that defendant Jorge Macli
    agreed, during Jackson’s hiring process, to pay Jackson $25 per day per client
    attending Biscayne Milieu. Further, Jackson testified to two details showing
    defendant Jorge Macli’s clear awareness of the fraudulent nature of the enterprise.
    First, Jackson and Jorge Macli agreed that patients Jackson would recruit from
    another, then-closed facility should enter Biscayne Milieu over time rather than all
    at once to avoid suspicion of the Medicare billing. Second, concerned about how
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    Jackson would account for the additional income, Jorge Macli suggested that
    Jackson be paid for the recruiting via a dummy corporation or under a different
    individual’s name to avoid suspicion regarding Jackson’s fluctuating paycheck.
    Jackson also testified that Jorge Macli agreed to loan Jackson, as well as other
    recruiters, funds to expand halfway houses which would then send their residents
    for PHP treatment at Biscayne Milieu.
    Separately, Rufus Cargile, who began as a patient at Biscayne Milieu but
    was later hired as a mental health worker, was sent to Detroit, Michigan, by
    defendant Jorge Macli for the purpose of recruiting substance abuse patients to
    Biscayne Milieu. Cargile testified that Jorge Macli paid for the trip to Detroit,
    where Cargile was from, with the expectation that Cargile would “do marketing for
    Jorge [Macli] and Biscayne Milieu.” Referring specifically to the value of
    additional patients recruited, Cargile testified that Jorge Macli said, “I get two. You
    get one.” Cargile further testified that marketing in Detroit was viewed as
    effective because of the limited set of treatment options available for Medicare
    patients seeking drug treatment. And, like his father Antonio Macli, defendant
    Jorge Macli also signed checks payable to the recruiters.
    Defendant Antonio Macli’s daughter, defendant Sandra Huarte, was in
    charge of Biscayne Milieu’s Medicare billing and Biscayne Milieu’s payroll. In
    this capacity, defendant Huarte oversaw and administered Biscayne Milieu’s
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    payment of illegal kickbacks to patient recruiters. Defendant Huarte also had the
    “money sheets” in her office, which she used to calculate the recruiter kickbacks.
    Further, recruiter James Edwards testified to defendant Huarte’s possession of the
    “money sheets.” In addition, defendant Huarte instructed patient recruiters to
    recruit Haitian patients to attend the PHP who were not mentally ill and were not
    qualified for PHP treatment. Defendant Huarte also paid therapists to falsify group
    therapy notes and was aware of numerous other fraudulent practices at Biscayne
    Milieu. Therapist Manotte Bazile testified that defendant Huarte, on more than
    one occasion, requested that Bazile fill out falsified group notes and then paid
    Bazile, by hand-delivered check, in excess of her salary, when the notes were
    completed.
    Defendant Huarte also served as CEO of North Biscayne Investment, Inc., a
    separate vehicle for transferring the proceeds of the health care fraud to defendants
    Antonio Macli and Huarte. Several North Biscayne Investment bank accounts
    were involved in the transfer of fraudulent Medicare proceeds. Defendant Huarte
    used the bank accounts to transfer fraudulent Medicare proceeds to herself and
    others.
    From late 2008 through 2011, defendant Dr. Gary Kushner, a medical doctor
    licensed in Florida, was an attending physician at Biscayne Milieu and one of its
    main psychiatrists. Dr. Kushner signed forms and charts authorizing treatment for
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    patients who were not eligible for PHP treatment, often without examining the
    patients or the charts. He authorized Biscayne Milieu to bill Medicare using his
    Medicare identifier as an attending physician to legitimate the fraudulent claims.
    Dr. Kushner admitted numerous patients he himself referred from local hospitals
    and also did so working in concert with patient recruiters. To hide the fact that
    such patients were chronic substance abusers, Dr. Kushner excluded substance-
    abuse issues from patient diagnoses.
    Following admission, Dr. Kushner met with patients only briefly, for five to
    ten minutes. He had minimal interaction with the patients. He conducted the
    meetings merely to justify the creation of records that made it appear as though he
    was providing meaningful treatment. Dr. Kushner also signed forms that falsely
    certified he had conducted reviews of Biscayne Milieu billings and had discovered
    no fraudulent billings. These forms certified that Dr. Kushner had “conducted a
    systematic review of clinic billing to ensure that the billings [were] not fraudulent
    or unlawful” and that Dr. Kushner had not “discovered any unlawful charges.” In
    addition to falsifying these documents, Dr. Kushner authorized other staff to
    complete his paperwork and sign documents for him. Defendant Huarte eventually
    obtained Dr. Kushner’s electronic password in order to sign treatment plans for
    him.
    Defendant Rafael Alalu, a licensed mental health counselor in Florida,
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    became the clinical director at Biscayne Milieu in late June 2010 after serving as a
    part-time therapist on the Biscayne Milieu staff since February 2010. He remained
    at Biscayne Milieu until his arrest in September 2011. Evidence at trial showed
    that defendant Alalu was clearly aware of the variety of patients improperly
    admitted to Biscayne Milieu. Alalu oversaw the work of mental health therapists
    and social workers, falsified numerous group therapy notes, and created false notes
    for patients who were not ill, never showed up, left sessions early, or who were not
    eligible or did not qualify for PHP treatment in the first place. Further, Alalu cut
    and pasted therapy notes from one patient into the files of other patients and
    knowingly oversaw other therapists doing so. At trial, the government introduced
    approximately 87 sets of therapy notes containing two or more notes that Alalu
    simply copied and pasted. In one example, Alalu created notes for seven patients
    on one date and, five weeks later, Alalu copied and pasted the information from
    those notes into identical notes for seven completely different patients. Alalu also
    encouraged the creation of fraudulent records by other therapists.
    Defendant Derek Alexander and defendant Anthony Roberts each served as
    patient recruiters for Biscayne Milieu. Both Antonio Macli and Jorge Macli hired
    recruiters and authorized the payment of kickbacks. And Dr. Kushner steered the
    patients he treated at local hospitals to Roberts and some of the other recruiters,
    who would then compete to get credit for the clients.
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    From March 2010 through February 2011, defendant Alexander was a
    patient recruiter and Biscayne Milieu paid him $30 per patient per day for the
    referred patients’ attendance. He received $47,500 in illegal kickbacks. From
    April 2008 through June 2011, defendant Roberts was a patient recruiter, and
    Biscayne Milieu paid him $30 per patient per day for the referred patients’
    attendance. He received $199,239.48 in illegal kickbacks.
    Both Alexander and Roberts also created fraudulent invoices for purported
    case management services to Biscayne Milieu at a rate of $50 per hour, but the
    evidence showed that the payments to Alexander and Roberts were for patient
    recruiting and patient attendance at Biscayne Milieu, not for case management
    services. In fact, defendants Alexander and Roberts had no training or work
    experience in case management services.
    Many of Alexander’s and Roberts’s recruited patients had chronic
    substance-abuse problems, had been admitted to hospitals after a serious relapse,
    and lived as tenants in privately run halfway houses for substance abusers. Roberts
    operated a halfway house and collected rent from his tenants, in addition to
    receiving illegal kickbacks from Biscayne Milieu. For example, Roberts’s
    clientele included sixteen individuals who had multiple admissions to Biscayne
    Milieu, including one patient with five admissions and five billings to Medicare.
    Roberts also recruited other patient recruiters (including Wyatt Barnfield and
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    Gregory Murphy, who were both separately indicted and who both pled guilty).
    Biscayne Milieu billed $750,300 to Medicare for defendant Alexander’s
    recruited patients and collected $300,876.08. Biscayne Milieu billed $4,866,100 to
    Medicare for defendant Roberts’s recruited patients and collected $887,085.31.
    C.     The Indictment
    In June 2012, a federal grand jury returned a 44-count superseding
    indictment charging the eight appellants in this case, along with three additional
    co-defendants, with various offenses related to Biscayne Milieu’s submission of
    fraudulent Medicare claims. The three co-defendants, not on appeal here, are
    Curtis Gates, Madeline Lucas, and Jacqueline Moran. 4
    Count 1 alleged a four-and-a-half year conspiracy to commit health care
    fraud under 
    18 U.S.C. § 1347
    , from January 2007 through August 2011, in
    violation of 
    18 U.S.C. § 1349
    . Seven individual defendants, Antonio Macli, Jorge
    Macli, Huarte, Dr. Kushner, Alalu, Moran, Lucas, and corporate defendant
    Biscayne Milieu were charged in count 1.
    Counts 2 through 14 charged substantive health care fraud, in violation of 
    18 U.S.C. §§ 1347
     and 2. Six individual defendants, Antonio Macli, Jorge Macli,
    Huarte, Dr. Kushner, Alalu, Moran, and corporate defendant Biscayne Milieu were
    4
    Co-defendants Curtis Gates and Madeline Lucas pled guilty; Lucas testified for the
    government at trial. Co-defendant Jacqueline Moran went to trial and was convicted of Counts
    1, 5-6, and 12; she has dismissed her appeal. The discussion below references the charges,
    sentences, and roles of only those eight defendants remaining in this appeal.
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    charged in counts 2 through 14.
    Count 15 charged conspiracy to receive and pay health care kickbacks to
    recruiters to induce referrals of patients in connection with a federal health care
    program as prohibited by 42 U.S.C. § 1320a-7b(b)(1) and (2), in violation of 
    18 U.S.C. § 371
    . Six individual defendants, Antonio Macli, Jorge Macli, Huarte,
    Alexander, Roberts, Gates, and corporate defendant Biscayne Milieu were charged
    in count 15.
    Counts 16 through 26 charged the substantive payment of specific kickbacks
    to recruiters to induce patient referrals on dates ranging from August 2007 until
    June of 2011, in connection with a federal health care program, in violation of 42
    U.S.C. § 1320a-7b(b)(2)(A). Counts 27 through 29 charged the substantive receipt
    of specific kickbacks by recruiters in return for patient referrals, on 15 August
    2007, 4 April 2010, and 6 June 2010, in connection with a federal health care
    program, in violation of 42 U.S.C. § 1320a-7b(b)(1)(A). Two individual
    defendants, Antonio Macli and Jorge Macli, were charged in counts 16 through 26.
    Three individual defendants, Alexander, Roberts, and Gates, were charged in
    counts 27 through 29.
    Count 30 charged conspiracy to commit money laundering, in violation of
    
    18 U.S.C. § 1956
    (h). Counts 31 through 37 charged money laundering, in
    violation of 
    18 U.S.C. § 1957
    . Counts 38 through 44 charged “concealment”
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    money laundering, in violation of 
    18 U.S.C. § 1956
    (a)(1)(B)(i). Three individual
    defendants, Antonio Macli, Jorge Macli, and Huarte, were charged with counts 30
    through 44.
    II. DISTRICT COURT PROCEEDINGS
    A.    Jury Trial
    On July 2, 2012, after extensive pre-trial proceedings, all eight appealing
    defendants proceeded to a jury trial. On July 9, 2012, after a jury was selected and
    sworn, trial commenced with opening statements.
    The trial lasted over seven weeks, until August 24, 2012. Both pre-trial and
    during the trial, the district court ruled that an objection by one defendant would be
    adopted automatically by each defendant unless a defendant opted out of the
    objection.
    As to the 44 counts charged, the defendants moved for judgments of
    acquittal during trial. The district court granted these motions as to counts 9, 10,
    13, 14, 38-40, and 42 and denied them as to the other counts. The remaining
    counts were decided by the jury.
    For clarity in our analysis below, we catalog here the jury verdict as against
    each defendant along with the sentences later imposed by the district court.
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    B.    The Convictions and Sentences
    Defendant Antonio Macli, the CEO of Biscayne Milieu, was convicted of
    counts 1, 7, 15-26, and 30-37, and acquitted of counts 2-6, 8, 11-12. He was
    sentenced to a total of 360 months’ imprisonment as follows: 120 months as to
    each of counts 1, 7, and 31 through 37, to run concurrently; 60 months as to each
    of counts 15 through 26, to run concurrently; and 240 months as to count 30, to run
    consecutively to the terms imposed on the other counts.
    Defendant Jorge Macli, Biscayne Milieu’s day-to-day manager and the
    contact person for Medicare, was convicted of counts 1, 4, 7, 15-26, 30, 32-33, 35,
    and 37, and acquitted of counts 2-3, 5-6, 8, and 11-12. He was sentenced to a total
    of 300 months’ imprisonment as follows: 60 months as to each of counts 1, 4, 7,
    15-26, 32, 33, 35, and 37, to run concurrently, and 240 months as to count 30, to
    run consecutively to the terms imposed on the other counts.
    Defendant Huarte, responsible for Biscayne Milieu’s Medicare billing and
    payroll, was convicted of counts 1, 2, 4-8, 11, 15, 30-31, and 34, and acquitted of
    counts 3 and 12. She was sentenced to a total of 262 months’ imprisonment as
    follows: 22 months as to each of counts 1, 2, 4-8, 11, 15, 31, and 34, to run
    concurrently, and 240 months as to count 30, to run consecutively to the terms
    imposed on the other counts.
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    Corporate defendant Biscayne Milieu was convicted of counts 1, 2-8, 11-12,
    and 15, and sentenced to a one year term of probation as to each count, to run
    concurrently. The court also ordered defendants Antonio Macli, Jorge Macli,
    Huarte, and Biscayne Milieu to pay $11,481,593.43 in joint and several restitution.
    Defendant Dr. Kushner, Biscayne Milieu’s attending physician, was
    convicted of counts 1 and 2. He was sentenced to a total of 144 months’
    imprisonment as follows: 120 months’ imprisonment as to count 1, and 24 months’
    as to count 2, to run consecutively. Dr. Kushner was also ordered to pay
    $9,341,767.24 in restitution.
    Defendant Alalu, Biscayne Milieu’s clinical director, was convicted of
    counts 1 and 3-4, but acquitted on count 11. He was sentenced to concurrent terms
    of 100 months’ imprisonment as to each count of conviction. Alalu was also
    ordered to pay $5,614,353.20 in restitution.
    Defendant Alexander, a patient recruiter, was convicted of counts 15 and 28.
    He was sentenced to concurrent terms of 42 months’ imprisonment as to each
    count of conviction; Alexander was also ordered to pay $300,876.08 in restitution.
    Finally, defendant Roberts, a patient recruiter, was convicted of counts 15
    and 29. He was sentenced to 60 months as to count 15, and 27 months as to count
    29, to run consecutively. Roberts was also ordered to pay $887,085.31 in
    restitution.
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    All eight defendants filed timely notices of appeal.
    III. ISSUES AND STANDARDS OF REVIEW
    Given the number of defendants and overlapping claims, we list here the
    issues raised in this appeal and the standard of review applicable to each claim:
    1) Whether sufficient evidence supports the convictions of six defendants, Antonio
    Macli, Jorge Macli, Huarte, Dr. Kushner, Alexander, and Biscayne Milieu. 5 This
    Court reviews de novo whether there is sufficient evidence to support the jury’s
    guilty verdicts, reviewing the evidence in the light most favorable to the
    government and resolving all reasonable inferences and credibility evaluations in
    favor of the verdict. United States v. Doe, 
    661 F.3d 550
    , 560 (11th Cir. 2011).
    2) Whether count 1, conspiracy to commit health care fraud, and count 15, conspiracy
    to receive and pay health care kickbacks, are multiplicitous. We review
    defendants’ preserved challenges to the indictment de novo. United States v.
    Woods, 
    684 F.3d 1045
    , 1060 n.14 (11th Cir. 2012). Under Federal Rule of
    5
    At the close of his brief, defendant Alalu states: “[t]he Appellant hereby adopts those
    arguments in the Briefs of his co-Appellants filed in this case as they may apply, pertain, or be
    available to him.” We read this to mean arguments as to the eight issues Alalu actually raises on
    appeal, rather than any other challenges to the convictions or sentences. Regardless, the other
    appellants’ claims as to sufficiency of the evidence are about evidence as to their individual guilt,
    not Alalu’s, which does not help him. See United States v. Cooper, 
    203 F.3d 1279
    , 1285 n.4
    (11th Cir. 2000). Alternatively, Alalu’s adoption as to sufficiency of the evidence fails to satisfy
    11th Cir. Rule 28-1(f), requiring that adoptions “include a statement describing in detail which
    briefs and which portions of those briefs are adopted.” In any event, and to the extent defendant
    Alalu raises a sufficiency of the evidence claim, there was ample evidence to convict defendant
    Alalu on counts 1, 3, and 4. We note, also, that counsel for defendant Alalu became unavailable
    for oral argument in this case. Nonetheless, Defendant Alalu has waived no issues and all of
    defendant Alalu’s allegations of error are still submitted to the Court on the briefs.
    21
    Case: 12-16056     Date Filed: 02/17/2015   Page: 22 of 85
    Criminal Procedure 12, challenges to the indictment not raised before trial are
    waived. Fed. R. Crim. P. 12(b)(3)(B).
    3) Whether the district court abused its discretion by declining to remove a juror
    because of an offensive comment made by defendant Alexander’s attorney, and by
    subsequently denying a defense motion, made by Dr. Kushner’s attorney, for
    mistrial on that ground. Separately, whether defendant Alexander was denied
    effective assistance of counsel when his attorney failed to withdraw after making
    that comment. This Court reviews a district court’s decision on whether to remove
    a sitting juror for abuse of discretion. United States v. Register, 
    182 F.3d 820
    , 839
    (11th Cir. 1999). The claim of ineffective counsel presents a mixed question of
    law and fact and therefore receives de novo review. Dell v. United States, 
    710 F.3d 1267
    , 1272 (11th Cir. 2013).
    4) Whether the district court abused its discretion by admitting lay testimony
    regarding the eligibility of patients to receive PHP treatment, and the authenticity
    of Dr. Kushner’s signature on patient records. The district court’s evidentiary
    rulings, including the admission of witness testimony under Federal Rule of
    Evidence 701, are reviewed for abuse of discretion. United States v. Hill, 
    643 F.3d 807
    , 840-41 (11th Cir. 2011).
    5) Whether the district court abused its discretion by denying defendant Jorge Macli’s
    motion for mistrial based on a government witness’s reference to the invocation of
    22
    Case: 12-16056      Date Filed: 02/17/2015     Page: 23 of 85
    Jorge Macli’s right to counsel. This Court reviews for abuse of discretion the
    denial of a mistrial motion based on a comment regarding a defendant’s right to
    counsel. See United States v. Reeves, 
    742 F.3d 487
    , 504 (11th Cir. 2014).
    6) Whether all appellants are entitled to a new trial based on remarks made by the
    prosecutor during rebuttal closing argument. This Court reviews de novo
    allegations of prosecutorial misconduct in closing argument. United States v.
    Eckhardt, 
    466 F.3d 938
    , 947 (11th Cir. 2006).
    7) Whether the omission of a jury instruction defining “attempt” is plain error.
    Because this issue is raised for the first time on appeal, we review it for plain error.
    United States v. Lewis, 
    492 F.3d 1219
    , 1221-22 (11th Cir. 2007) (en banc). Under
    the plain error standard, “before an appellate court can correct an error not raised at
    trial, there must be (1) error, (2) that is plain, and (3) that affects substantial
    rights.” United States v. McKinley, 
    732 F.3d 1291
    , 1296 (11th Cir. 2013). Where
    these three conditions are met, the Court may then exercise its discretion to correct
    the error, “but only if (4) the error seriously affects the fairness, integrity, or public
    reputation of judicial proceedings.” 
    Id. 8
    ) Whether defendants Dr. Kushner and Biscayne Milieu were denied a fair trial by
    the cumulative effect of the alleged trial errors.
    9) Whether the individual defendant-appellants’ sentences are procedurally and
    substantively reasonable. This Court reviews de novo the district court’s
    23
    Case: 12-16056      Date Filed: 02/17/2015    Page: 24 of 85
    interpretation of the guidelines and its application of guidelines to the facts.
    Findings of fact by the trial court at sentencing, however, are reviewed for only
    clear error. United States v. Medina, 
    485 F.3d 1291
    , 1297, 1303 (11th Cir. 2007)
    (loss amount); United States v. Ghertler, 
    605 F.3d 1256
    , 1267 (11th Cir. 2010)
    (sophisticated means); United States v. DeVaron, 
    175 F.3d 930
    , 937 (11th Cir.
    1999) (en banc) (role in the offense); United States v. Singh, 
    291 F.3d 756
    , 763
    (11th Cir. 2002) (obstruction of justice). The district court’s application of the
    vulnerable victim enhancement presents a mixed question of law and fact, which
    this Court reviews de novo. United States v. Arguedas, 
    86 F.3d 1054
    , 1057 (11th
    Cir. 1996). “The district court’s determination of a victim’s ‘vulnerability’ is,
    however, essentially a factual finding to which [this court] give[s] due deference.”
    
    Id.
     And this Court reviews the final sentence imposed by the district court under
    an abuse of discretion standard. United States v. Pugh, 
    515 F.3d 1179
     (11th Cir.
    2008).
    10)     Whether the district court correctly calculated Dr. Kushner’s restitution.
    This Court reviews de novo the legality of a restitution order and reviews any
    factual findings about the restitution amount for clear error. United States v. Bane,
    
    720 F.3d 818
    , 827 (11th Cir.), cert. denied, 
    134 S. Ct. 835
     (2013).
    24
    Case: 12-16056       Date Filed: 02/17/2015       Page: 25 of 85
    IV. SUFFICIENCY OF THE EVIDENCE
    A.     Health Care Fraud Scheme
    Five defendants, Antonio Macli, Jorge Macli, Huarte, Biscayne Milieu, and
    Dr. Kushner, all challenge the sufficiency of the evidence underlying their
    convictions for conspiracy to commit health care fraud under 
    18 U.S.C. § 1347
    , in
    violation of 
    18 U.S.C. § 1349
     (count 1), and substantive health care fraud in
    violation of 
    18 U.S.C. §1347
     (counts 2-8 and 11-12).6
    Section 1347(a) provides a criminal penalty for anyone who: “knowingly
    and willfully executes, or attempts to execute, a scheme or artifice (1) to defraud
    any health care benefit program; or (2) 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.” 
    18 U.S.C. § 1347
     (emphasis added).7 Section 1349 provides a criminal penalty for
    anyone who “attempts or conspires to commit any offense under this chapter,”
    6
    Defendant Alalu’s brief did not challenge the sufficiency of the evidence to support his
    conviction under counts 1, 3, and 4. But to the extent defendant Alalu arguably tried to do so,
    see footnote 5, supra, we conclude ample evidence supported his convictions.
    7
    Further, in United States v. Medina, this Court concluded that: “Thus, the government
    has not shown that [defendants] made any false or fraudulent representations to Medicare, nor
    did they present evidence that [defendants] defrauded or attempted to defraud any health care
    program. 
    485 F.3d 1291
    , 1300 (11th Cir. 2007). “[P]aying kickbacks alone is not sufficient to
    establish health care fraud” under § 1347(a)(2). Id. at 1298. Rather, to sustain a § 1347(a)(2)
    conviction, there must be evidence of a false or fraudulent representation to Medicare, and “the
    defendant must be shown to have known that the claims submitted were, in fact, false.” Id. at
    1297; see United States v. Vernon, 
    723 F.3d 1234
    , 1273 (11th Cir. 2013).
    25
    Case: 12-16056     Date Filed: 02/17/2015   Page: 26 of 85
    which includes offenses under § 1347. 
    18 U.S.C. § 1349
    . Thus, § 1349 makes it
    unlawful to attempt or conspire to commit a § 1347 crime of health care fraud.
    To sustain the conspiracy conviction under 
    18 U.S.C. §1349
    , the
    government must prove that (1) a conspiracy existed; (2) the defendant knew of it;
    and (3) the defendant knowingly and voluntarily joined it. United States v.
    Vernon, 
    723 F.3d 1234
    , 1273 (11th Cir. 2013). Because the crime of conspiracy is
    “predominantly mental in composition,” the government may prove these elements
    by circumstantial evidence. Id.; United States v. Mateos, 
    623 F.3d 1350
    , 1362
    (11th Cir. 2010) (affirming Medicare fraud convictions based on circumstantial
    evidence of knowledge). The nature of conspiracy requires proof by such
    inferences and circumstantial evidence. See Vernon, 723 F.3d at 1273; Mateos,
    
    623 F.3d at 1362
    .
    “[T]he government need not prove that the defendant knew all of the details
    or participated in every aspect of the conspiracy.” Vernon, 723 F.3d at 1273; see
    also Mateos, 
    623 F.3d at 1363
    . Instead, the government’s burden is only to prove
    that the defendant knew of “the essential nature of the conspiracy.” Vernon, 723
    F.3d at 1273. A conspiracy conviction will be upheld “when the circumstances
    surrounding a person’s presence at the scene of conspiratorial activity are so
    obvious that knowledge of its character can fairly be attributed to him.” Id.;
    Mateos, 
    623 F.3d at 1362
    . “As for the voluntary joining element, the government
    26
    Case: 12-16056    Date Filed: 02/17/2015    Page: 27 of 85
    can meet this burden ‘through proof of surrounding circumstances such as acts
    committed by the defendant which furthered the purpose of the conspiracy.’”
    Vernon, 723 F.3d at 1274 (citation omitted).
    Here, the jury was properly instructed as to all of the elements of the
    §§ 1347 and 1349 crimes. In particular, and in contrast to the purely individual
    focus of the appellants’ briefs, the jury was instructed that for these substantive
    crimes, where a defendant is a member of a conspiracy, he or she is criminally
    liable for his or her co-conspirator’s reasonably foreseeable crimes committed
    during the course of and in furtherance of the conspiracy. Pinkerton v. United
    States, 
    328 U.S. 640
    , 645-48, 
    66 S. Ct. 1180
    , 1183-84 (1946); United States v.
    Silvestri, 
    409 F.3d 1311
    , 1335 (11th Cir. 2005).
    As recounted in detail above and summarized here, the government clearly
    introduced sufficient evidence to uphold each conviction as to each of these five
    appellants.
    As to defendant Antonio Macli, ample evidence demonstrated his control of
    the Biscayne Milieu business. Multiple witnesses testified that Antonio Macli was
    ultimately in charge. Though he often delegated tasks which implemented the
    fraud scheme, this delegation was entirely consistent with his managerial control.
    Defendant Antonio Macli had access to the “money sheets” throughout the course
    of the conspiracy, and he directed the format of the false employee filing for “case
    27
    Case: 12-16056       Date Filed: 02/17/2015      Page: 28 of 85
    management” services. After hearing seven weeks of trial evidence, the district
    court found at sentencing that Antonio Macli “had intimate knowledge of
    everything, including the amount that was going to be paid” by Medicare.
    As to defendant Jorge Macli, his day-to-day management of Biscayne Milieu
    played a key role in the conspiracy. He acted as the contact person for Medicare,
    hired recruiters to find and refer patients, approved of the recruiting of Haitian
    patients, and pioneered the recruitment of substance-addicted patients from out of
    state.
    As to defendant Huarte, her significant role was made clear by her active
    involvement in the Medicare billing process. She maintained the personnel records
    on the recruiters and implemented the controls regarding therapy notes. 8 At
    sentencing, the district court found that defendant Huarte was not “similarly
    situated” to other defendants in the case who ultimately received lower sentences,
    additionally stating that Huarte’s actions “created problems for patients by not
    giving them the help they deserved, and [ ] ruin[ing] the lives of a number of
    legitimate therapists.”
    As to defendant Dr. Kushner, his centrality to the scheme is easily stated.
    He referred and steered patients treated at local hospitals to Biscayne Milieu even
    though the patients were not eligible for PHP treatment. Through his dual
    8
    Sufficiency of the evidence as to Biscayne Milieu is shown by the sufficiency of
    evidence to convict the Maclis and Huarte.
    28
    Case: 12-16056     Date Filed: 02/17/2015   Page: 29 of 85
    positions at local hospitals and Biscayne Milieu, he was able to control patients
    going back and forth between Biscayne Milieu and the hospitals. Many of these
    same patients were repeatedly recycled through Biscayne Milieu after the PHP
    treatment failed to treat their underlying condition, most often active substance
    abuse. And as the district court found, the evidence showed Dr. Kushner did
    improper initial psychiatric evaluations, offered insufficient individualized
    treatment, and falsely certified that the Medicare rules had been followed.
    Given the evidence recounted above and earlier in this opinion, we readily
    conclude the government presented overwhelming evidence for a reasonable jury
    to convict these five appellants of the conspiracy to commit health care fraud and
    the substantive health care fraud counts.
    B.    Kickbacks
    Five defendants, Antonio Macli, Jorge Macli, Huarte, Biscayne Milieu, and
    Alexander, challenge the sufficiency of the evidence in support of their convictions
    for conspiracy to receive and pay health care kickbacks in connection with a
    federal health care program as prohibited by 42 U.S.C. § 1320a-7b(b)(1) and (2), in
    violation of 
    18 U.S.C. § 371
     (count 15). Defendants Antonio Macli and Jorge
    Macli also challenge the sufficiency of the evidence to support their convictions as
    to counts 16-26, for the payment of specific kickbacks in violation of 42 U.S.C.
    29
    Case: 12-16056       Date Filed: 02/17/2015      Page: 30 of 85
    § 1320a-7b(b)(2)(A). Defendant Alexander also challenges his conviction for the
    receipt of a $990 kickback (count 28) in violation of 42 U.S.C. § 1320a-
    7b(b)(1)(A).9
    The Anti–Kickback statute, 42 U.S.C. § 1320a–7b(b), underlies these
    charges. Subsection (b)(1) criminalizes the receipt, and subsection (b)(2)
    criminalizes the payment, of money “in return for referring an individual to a
    person for the furnishing . . . of any item or service for which payment may be
    made in whole or in part under a Federal health care program.” 42 U.S.C.
    § 1320a–7b(b)(1) and (2); Vernon, 723 F.3d at 1251-52.
    Both defendants Antonio Macli and Jorge Macli hired recruiters and
    authorized the payment of kickbacks to the recruiters to induce them to locate and
    refer patients to Biscayne Milieu. Defendant Antonio Macli signed checks payable
    to recruiters. And the simple math of the kickback scheme is illustrated by the
    documented $990 payment to defendant Alexander. The “money sheet” for a
    given time period showed that defendant Alexander was credited for 33 patient
    “days” in a two-week period. He was paid $990, which equals 33 patient days at
    $30 a day. The jury could reasonably infer a kickback scheme fully in operation.
    In addition, the evidence showed that defendant Dr. Kushner also referred
    and steered patients he treated at local hospitals to defendant Roberts, a recruiter,
    9
    Defendant Roberts does not challenge the sufficiency of the evidence to support his
    convictions on the kickback counts 15 and 29.
    30
    Case: 12-16056     Date Filed: 02/17/2015   Page: 31 of 85
    and some of the other recruiters, who then often fought over the doctor’s referrals.
    C.    Money Laundering
    Defendants Antonio Macli, Jorge Macli, and Huarte challenge the
    sufficiency of the evidence to support their convictions for conspiracy to commit
    money laundering in violation of 
    18 U.S.C. § 1956
    (h). That section makes it a
    crime to conspire to commit money laundering in violation of 
    18 U.S.C. §1956
     or
    §1957. Under §1956(h), “only two elements of conspiracy need be proven: (1) an
    agreement between two or more persons to commit a money-laundering offense;
    and (2) knowing and voluntary participation in that agreement by the defendant.”
    United States v. Broughton, 
    689 F.3d 1260
    , 1280 (11th Cir. 2012).
    The two objects of the money laundering conspiracy charged in count 30
    are: (1) to conduct financial transactions involving the proceeds of specified
    unlawful activity knowing that the transactions were designed to “conceal or
    disguise” the nature, location, source, ownership, and control of the proceeds of the
    specified unlawful activity, in violation of 
    18 U.S.C. §1956
    (a)(1)(B)(i)
    (“concealment money laundering”); and (2) to engage in monetary transactions
    involving “criminally derived property of a value greater than $10,000,” such
    property having been derived from specified unlawful activity, in violation of 
    18 U.S.C. § 1957
     (“§ 1957 money laundering”). The “specified unlawful activity”
    was alleged to be health care fraud in violation of 
    18 U.S.C. § 1347
    . The jury, by
    31
    Case: 12-16056     Date Filed: 02/17/2015   Page: 32 of 85
    special verdict form, found defendants Antonio Macli, Jorge Macli, and Huarte
    guilty of both objects of the conspiracy.
    These three appellants argue their convictions cannot be sustained because
    they did not “conceal” their funds. This ignores that evidence showed the
    shuffling of money through various accounts that could be reasonably read as an
    attempt to conceal the proceeds of the fraud. Evidence also showed the use of sub-
    leasing agreements which, in effect, funneled fraud proceeds disguised as rent
    payments to Huarte.
    Appellants’ argument fails in any event. Though the jury found the
    defendants guilty of both objects of the conspiracy, the evidence need only be
    sufficient for any one of the charged objects to sustain a conviction. Medina, 
    485 F.3d at 1301
    . Concealment is an element of § 1956(a) money laundering crime,
    but not of § 1957 money laundering crime. United States v. Wetherald, 
    636 F.3d 1315
    , 1325 n. 2 (11th Cir. 2011). Section 1957 requires that the property have a
    value greater than $10,000, but it does not require that the defendant know of a
    design to conceal aspects of the transaction or that anyone have such a design.
    “Due to the omission of a ‘design to conceal’ element, section 1957 prohibits a
    wider range of activity than money ‘laundering,’ as traditionally understood.” 
    Id.
    (internal citation omitted). The appellants would have to prevail on a sufficiency
    challenge to the underlying § 1957 counts in order to gain any traction here.
    32
    Case: 12-16056    Date Filed: 02/17/2015   Page: 33 of 85
    This they cannot do. Ample evidence demonstrated the existence of
    monetary transactions in excess of $10,000 related to the above-discussed health
    care fraud in violation of 
    18 U.S.C. § 1347
    . For example, at trial an FBI forensic
    accountant explained the movement of funds through accounts that took in money
    fraudulently obtained by Medicare billing and for which the defendants Antonio
    Macli, Jorge Macli, or Huarte were signatories.
    Viewing the evidence in the light most favorable to the verdict, sufficient
    evidence was presented to convict defendants Antonio Macli, Jorge Macli, and
    Huarte on the money laundering conspiracy and substantive money laundering
    counts.
    V. MULTIPLICITOUS COUNTS IN INDICTMENT
    Defendant Huarte argues, for the first time on appeal, that her two
    conspiracy convictions, in count 1 and count 15, are multiplicitous. Huarte
    contends that the kickback conspiracy count (count 15) is a lesser-included offense
    of the health care fraud conspiracy count (count 1) and thus violates the Double
    Jeopardy Clause.
    Huarte’s argument fails. A defendant must object before trial to defects in
    the indictment, and the failure to do so waives appellate review. Fed. R. Crim. P.
    12(b)(3)(B) and (e). See United States v. Pacchioli, 
    718 F.3d 1294
    , 1307-08 (11th
    Cir.), cert. denied, 
    134 S. Ct. 804
     (2013) (refusing to consider same argument
    33
    Case: 12-16056     Date Filed: 02/17/2015   Page: 34 of 85
    because appellant did not raise it before trial). Thus, defendant Huarte waived this
    argument as a challenge to the indictment by failing to make it before trial.
    Of course, defendant Huarte still challenges on appeal her sentences on
    counts 1 and 15. To the extent this multiplicity argument could be construed as a
    challenge to the sentences as being the result of multiplicitous convictions, see
    Pacchioli, 718 F.3d at 1308, we briefly address this argument and find it wholly
    wanting. As to her multiplicity claims, Huarte has not demonstrated any error,
    much less plain error. Huarte’s convictions on counts 1 and 15 are not
    multiplicitous because they involve two conspiracies with different objects and
    thus different elements.
    More specifically, count 1, a conspiracy under 
    18 U.S.C. § 1349
     to violate
    
    18 U.S.C. § 1347
     and § 2, contains a different set of elements from count 15, a
    conspiracy under 
    18 U.S.C. § 371
     to violate 42 U.S.C. § 1320a-7b(b)(1) and (2).
    As charged in count 1 in this case, the § 1349 conspiracy to commit health care
    fraud under § 1347 required that fraud be the object of the conspiracy. The main
    unlawful purpose of the conspiracy charged in count 1 was the false and fraudulent
    claims and representations made to Medicare.
    As to count 15, however, § 371 prohibits two or more persons from
    conspiring to commit any offense against the United States. 
    18 U.S.C. § 371
    .
    Further, § 371 requires proof of an overt act, while §1349 does not. Moreover, the
    34
    Case: 12-16056     Date Filed: 02/17/2015    Page: 35 of 85
    unlawful purpose of the conspiracy in count 15 was the payment and receipt of
    kickbacks for patient referrals. Unlike in count 1, the conduct (and even the
    submitted claims to Medicare) did not need to be fraudulent. Even if a patient was
    eligible for PHP treatment and actually received covered medical treatment, it was
    still illegal for the co-conspirator owners and operators of Biscayne Milieu,
    including defendant Huarte, to conspire to pay recruiters for patient referrals and
    for those recruiters to receive payments. See United States v. Njoku, 
    737 F.3d 55
    ,
    68 (5th Cir. 2013) (holding that a conviction for § 1349 conspiracy to commit a
    conviction for § 1347 health care fraud and § 371 conspiracy to pay health care
    kickbacks in violation of 42 U.S.C 1320a-7b(b) are not multiplicitous convictions),
    cert. denied, 
    2014 WL 1458281
     (2014). There is no multiplicity error in this case.
    Alternatively, even if defendant Haurte were somehow correct, this would
    not impair her substantial rights. Huarte’s 22-month sentences as to counts 1 and
    15 are to be served concurrently. “Thus, any claimed multiplicity in the indictment
    would have been harmless error anyway.” Pacchioli, 718 F.3d at 1308 (holding
    any multiplicity error in the indictment was “obviously harmless because the
    arguably multiplicitous counts resulted in concurrent sentences”).
    VI. JUROR REMOVAL/ATTORNEY MISCONDUCT
    Four defendants, Alexander, Roberts, Dr. Kushner, and Jorge Macli, argue
    that the district court abused its discretion by failing to remove a juror and denying
    35
    Case: 12-16056       Date Filed: 02/17/2015      Page: 36 of 85
    their motion for mistrial 10 after an episode occurring during defense counsel for
    defendant Alexander’s cross-examination of therapist Barbara Morales.11
    During his cross-examination of therapist Barbara Morales about her
    practice of copying and pasting group therapy notes, defendant Alexander’s
    attorney discussed one effect of such copying and pasting, which was that
    pronouns were often incorrect with respect to the sex of the patient subject of the
    therapy note. In discussing this phenomenon, which illustrated the copying and
    pasting of notes, defendant Alexander’s attorney made the following remark,
    highlighted in the exchange below:
    Q. Using, let’s say, Jacqueline Moran and John Jackson,
    if they were two patients and you took John Jackson’s
    report and you put it on Jacqueline Moran, all of a
    sudden, she would become a he because you cut and
    pasted sections?
    A. I agree with you.
    Q. If you did it in reverse and you took a section of
    Jacqueline Moran’s evaluation and put it on John
    Jackson, he would then become a she?
    A. Yes.
    10
    While the motion for mistrial was made by defendant Dr. Kushner’s counsel, the other
    named defendants adopted the motion at trial. Further, they have adopted the issue on appeal
    and in their appellate briefs. Thus we consider the issue as to all four of these defendants.
    11
    Defendant Alexander claims ineffective assistance of counsel arising from the same set
    of facts. This claim fails too. While this Court ordinarily decides claims of ineffective counsel
    through a 
    28 U.S.C. § 2255
     motion, we may consider such claims on direct appeal if the record is
    sufficiently developed, as it is here. See United States v. Patterson, 
    595 F.3d 1324
    , 1328 (11th
    Cir. 2010). To prevail on an ineffective counsel claim in a criminal case, a defendant must show
    both that counsel’s performance was deficient and that counsel’s performance prejudiced the
    defense. Strickland v. Washington, 
    466 U.S. 668
    , 687, 104 S. Ct 2052, 2064 (1984). Here,
    leaving undecided the question of performance, we find no showing of prejudice for the reasons
    discussed below.
    36
    Case: 12-16056      Date Filed: 02/17/2015    Page: 37 of 85
    Q. Which he probably wouldn’t mind anyway.
    A. Copy and paste.
    The government immediately objected to the attorney’s remark, and the
    district court sustained the objection. Defendant Alexander’s attorney immediately
    apologized to the district court, witness, and jury. At the next recess, the district
    court upbraided the attorney.
    During the same recess, the district court received a note from Juror 13
    stating the following: “I want a written transcript for today’s cross-examination by
    the lawyer who made the comment about John Jackson being gay, that he/she
    comment at around 2:40 p.m. I intend to take it to Gay Services (GLADD).”
    When the jury returned, the district court advised the jury that it had “sternly
    admonished” defendant Alexander’s attorney outside of the jury’s presence, and
    that when the trial was over, anyone could get a copy of the transcript and take
    whatever action he or she felt was appropriate. The district court then asked the
    jury if it could be fair as to each defendant and make its decision only on the
    evidence, stating the following:
    But there are nine defendants on trial and I want to make
    sure and we all want to make sure that the fact that
    something out of place occurred, and hopefully it will be
    isolated and nothing of its kind will infect the rest of this
    trial, we all want to make sure that your decision as to
    each of the defendant’s cases is made on the merits of the
    case and not on whether an attorney did something that
    they shouldn’t have done.
    37
    Case: 12-16056     Date Filed: 02/17/2015   Page: 38 of 85
    So I need some assurances from all of you. I hope all of
    you share the concern that that kind of comment
    shouldn’t be made, but I also need assurances from you,
    if you can give them to me, that you will be able to set
    that aside and to make your decision only on the
    evidence and the law as I instruct you; that you will
    consider each individual defendant’s case and decide
    whether or not the Government has proven the case or
    not proven the case and not let this isolated incident
    affect you. I am not ordering you to do that, but I need to
    find out now if I can do that going forward.
    So can you all agree that you can do that? Is there
    anybody that has any concerns about not being able to do
    that? Raise your hand now.
    Okay. All right. So we’re going to go forward.
    No juror then indicated that he or she would not be able to proceed according to
    the district court’s instruction. Defendant Alexander’s attorney again apologized
    in the presence of the jury.
    Defendant Dr. Kushner then moved for a mistrial on the basis of the
    preceding events. The district court denied the motion for mistrial.
    The following day, the defendants moved to remove Juror 13. The district
    court denied the motion to discharge the juror. The district court questioned Juror
    13 and also questioned each of the other jurors individually and outside the
    presence of the full jury. Each juror, including Juror 13, unequivocally stated that
    defendant Alexander’s attorney’s comment had no effect on his or her ability to
    weigh the evidence and to be fair to all parties.
    38
    Case: 12-16056     Date Filed: 02/17/2015    Page: 39 of 85
    Just cause exists to discharge a juror where the district court finds evidence
    that the juror cannot decide the issues fairly. Register, 
    182 F.3d at 840
    . The
    district court has substantial discretion in ferreting out and determining juror
    misconduct or bias. See 
    id.
     And that discretion will not be disturbed absent a
    showing of bias or prejudice to the defendant. United States v. Fajardo, 
    787 F.2d 1523
    , 1525 (11th Cir. 1986).
    Just cause cannot be shown on this record. Juror 13 assured the district court
    that he was able to be fair and decide the case based on the evidence, explaining
    that when he sent the note, “it wasn’t so much myself that was offended by it or
    felt uncomfortable. It was some of the other jurors.” Asked by the district court
    whether he could look at each of the defendants and at the prosecutors and tell
    them that the incident was “not even going to be any part of my thought process or
    discussion,” Juror 13 replied: “Exactly. That’s exactly how I feel. It won’t be part
    of my emotions or discussions and it won’t come up again.”
    Juror 13 was properly forthright in raising a concern about the comment and
    in answering the district court’s questions. The district court was thorough in
    questioning the jury as a group and each juror individually. The refusal to remove
    Juror 13 was not an abuse of discretion. Nor was the district court’s denial of the
    motion for a mistrial. The district court made a determination well within its
    39
    Case: 12-16056       Date Filed: 02/17/2015       Page: 40 of 85
    discretion that bias had not affected the jury such that a mistrial, an extreme
    remedy, was warranted.
    VII. ADMISSION OF LAY TESTIMONY
    Defendants Alalu, Huarte, Dr. Kushner, and Biscayne Milieu argue that the
    district court abused its discretion by admitting the lay opinion testimony of
    various witnesses who testified as to the eligibility of patients to receive treatment
    as well as, in the view of appellants’, these patients’ medical diagnoses. 12
    Lay opinion testimony must be: “(a) rationally based on the witness’s
    perception; (b) helpful to clearly understanding the witness’s testimony or to
    determining a fact in issue; and (c) not based on scientific, technical, or other
    specialized knowledge within the scope of Rule 702.” Fed. R. Evid. 701. The
    determination of whether testimony is properly admitted as lay opinion is based
    upon the nature of the testimony, not whether the witness could be qualified as an
    expert. United States v. LeCroy, 
    441 F.3d 914
    , 927 (11th Cir. 2006). And “Rule
    701 does not prohibit lay witnesses from testifying based on particularized
    knowledge gained from their own personal experiences.” Hill, 
    643 F.3d at 841
    .
    12
    Defendant Dr. Kushner separately argues that the district court improperly admitted lay
    testimony about the authenticity of his handwriting and signature on certain patient files. We
    reject this argument. The record does not reflect that the testimony regarding Dr. Kushner’s
    signature bore on the authenticity of his signature to the degree Dr. Kushner argues. Rather, the
    bulk of the testimony was from witnesses who, in reviewing records while on the stand, would
    testify that a given signature “appear[ed]” to be Dr. Kushner’s. The only witness to speak to the
    features of Dr. Kushner’s signature was Nurse Carmen Mercado, who testified about signing
    documents on behalf of Dr. Kushner. We see no abuse of discretion in the instances where the
    district court allowed this testimony.
    40
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    The record shows that the testimony here in question—principally from
    social workers and therapists at Biscayne Milieu—was based on personal
    knowledge and reflected the experience of treatment providers with the treatment
    process, and its shortcomings, at Biscayne Milieu. These witnesses were not
    standing in for experts. We see no abuse of discretion in the district court’s
    decision to allow such evidence as lay opinion.
    Moreover, the defendants at trial did not clearly object to the bulk of the
    testimony they now seek to challenge on appeal. Defendants Antonio Macli, Jorge
    Macli, and Huarte did file a pre-trial motion to exclude opinion testimony from
    witnesses not licensed to render medical diagnoses. Following a hearing, the
    district court deferred ruling on the motion until trial had commenced. But when
    most of the evidence then was admitted during trial, the defendants did not point
    out or renew their motion to exclude. While there were a few objections to certain
    questions during this lay opinion testimony, most of this lay opinion testimony
    came in without objection at trial. After ruling on evidentiary challenges as they
    arose during trial, the district court ultimately denied the motion in limine at moot.
    To the extent the defendants did not object during trial as the testimony came in,
    they cannot now show that it was plain error, an even more exacting standard, to
    allow such lay opinion testimony.
    41
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    VIII. REFERENCE TO INVOCATION OF RIGHT TO COUNSEL
    Defendant Jorge Macli challenges the district court’s denial of his motion for
    mistrial, arguing that the government intentionally elicited testimony about his
    invocation of his right to counsel. On direct examination by the government,
    Health and Human Services Special Agent John Mejia testified that he interviewed
    Jorge Macli after his arrest. He testified that Jorge Macli waived his rights and
    agreed to be interviewed without his attorney present. The prosecutor asked: “And
    at any point did Mr. Macli say he wanted his lawyer to be present?” Agent Mejia
    answered: “Not initially.” Jorge Macli objected, and the district court struck the
    testimony.
    Defendant Jorge Macli then moved for a mistrial on the basis that the
    government had elicited an impermissible comment on his right to silence. The
    prosecutor apologized, stating that “the question was meant to be did he invoke his
    right to counsel at that time?” The district court denied the mistrial motion, but
    offered to give a “more strongly worded curative instruction.”
    Jorge Macli denied this offer, along with the district court’s offer to poll the
    jury about the effect of the remark, stating he did not want to “reemphasize” the
    testimony. The district court stated it would take the mistrial motion “under
    advisement” until it was able to determine “whether the evidence [was]
    overwhelming or not.”
    42
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    The government made no further reference to it. “A single, inappropriate
    reference to a defendant’s post-arrest silence that is not mentioned again is too
    brief to constitute a Fifth Amendment violation.” Reeves, 742 F.3d at 505. And,
    as the district court later found at the conclusion of the government’s case, because
    the evidence of Jorge Macli’s guilt was “overwhelming,” any unintentional error
    the government made by eliciting that he had invoked his right to counsel at a
    different time was harmless.13
    IX. PROSECUTOR COMMENTS AT CLOSING ARGUMENT
    Defendants Alalu, Dr. Kushner, and Jorge Macli argue that the district court
    abused its discretion by denying motions for mistrial based on remarks made by
    the prosecutor during rebuttal closing argument. 14 Appellants highlight two
    separate incidents.
    After noting the defense attorneys’ various attempts, in closing argument, to
    plead for sympathy for the circumstances of the various defendants, the prosecutor
    argued:
    13
    At oral argument, counsel for Jorge Macli acknowledged that this challenge on appeal
    would be subject to harmless error analysis.
    14
    Defendant Jorge Macli has adopted the others’ arguments as to this issue. Separately,
    and for the first time on appeal, defendant Biscayne Milieu challenges additional remarks made
    in the government’s rebuttal closing; these remarks are reviewed for plain error. Defendant
    Biscayne Milieu argues (1) that it was improper for the prosecutor to challenge the credibility of
    a defense expert and (2) that the prosecutor improperly vouched for the credibility of a testifying
    FBI agent. Neither of these remarks, which drew no objection at trial, rises to the level of plain
    error.
    43
    Case: 12-16056      Date Filed: 02/17/2015   Page: 44 of 85
    We are all human beings and it is perfectly
    understandable to feel badly for the positions that these
    defendants have put themselves in, but your job is to
    evaluate their guilt based on the law and the facts.
    And recognize this: Over the course of the last six-and-a-
    half weeks, I think you have gotten to know all of us very
    well, and I think that you would agree with me that all of
    the defense attorneys are very – are very talented, very
    diligent and very committed to their client’s cause.
    Ask yourself this: If these attorneys are trying to subtlely
    tap into your feelings of sympathy, what does that say
    about what they know of what would happen –
    Jorge Macli’s attorney immediately objected, arguing this was not about sympathy
    but rather the government’s attempt to use defense counsel’s sympathy plea to
    show defense counsel’s awareness of their clients’ guilt. The district court
    sustained the objection and struck the comment, telling the jury to disregard the
    prosecutor’s last statement.
    After the government’s closing, the defendants moved for a mistrial, arguing
    the comments regarding the sympathy pleas had undermined the defense lawyers’
    effectiveness before the jury. The district court denied the motion but gave a
    curative instruction to the jury, stating in part:
    So whether [the prosecutor] was misunderstood or
    misspoke, what he said concerning what the lawyers may
    or may not think is just not proper and it shouldn’t be
    considered by you.
    All these lawyers are very ethical and you have seen
    them, as [the prosecutor] even pointed out himself, that
    44
    Case: 12-16056     Date Filed: 02/17/2015   Page: 45 of 85
    they are talented, they care about their clients, they care
    about the case and they care about doing the right thing. I
    think that is everybody’s goal here and it has been
    throughout the last couple of months.
    So please do not consider that when you go to consider
    your verdict tomorrow.
    Defendants Dr. Kushner and Biscayne Milieu argue that another remark,
    which also gave rise to a denied motion for mistrial, resulted in an abuse of
    discretion by the district court. The prosecutor discussed the case of a repeat
    Biscayne Milieu patient who ultimately died. The prosecutor stated:
    The reason why Biscayne Milieu stopped billing for
    Richard Adderley is that he died. And he died -- we don’t
    know if treatment -- if the better form of treatment would
    have helped, but we know that Biscayne Milieu didn’t
    care. Richard Adderley was someone who was set up for
    failure at Biscayne Milieu like so many other people.
    That’s not good faith. That is criminal intent. That’s
    guilt.
    Counsel for Huarte and Roberts, after the closing concluded, moved for a mistrial,
    arguing that the prosecutor had blamed Biscayne Milieu for Adderley’s death. The
    district court denied the motion.
    We find no abuse of discretion in the district court’s denial of these motions.
    To show prosecutorial misconduct, the challenging defendants must show both
    that: “(1) the remarks [were] improper, and (2) the remarks must [have]
    prejudicially affect[ed] the substantial rights of the defendant.” Reeves, 742 F.3d
    at 505 (internal quotation and citations omitted). “A defendant’s substantial rights
    45
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    are prejudicially affected when a reasonable probability arises that, but for the
    remarks, the outcome of the trial would have been different.” Id.
    As to the prosecutor’s comments regarding sympathy, the district court
    sustained the objection and gave curative instructions. Given the curative steps
    taken by the district court, we cannot now say that the defendants were
    substantially prejudiced by such comments. See United States v. Rodriguez, 
    765 F.2d 1546
    , 1560 (11th Cir. 1985) (holding curative instructions sufficient to offset
    prosecutor’s prejudicial comments).
    As to the comments regarding Adderley, the district court, in denying the
    motion for mistrial, found that the prosecutor did not blame Biscayne Milieu for
    Adderley’s death. This was not an abuse of the district court’s discretion.
    X. DEFINING “ATTEMPT”
    On appeal, defendant Biscayne Milieu argues that the jury instructions were
    fatally flawed in their failure to define the word “attempt.” The government and
    several defendants submitted proposed jury instructions. None of the proposed
    instructions defined the word “attempt.” Because Biscayne Milieu neither
    requested an instruction defining “attempt” nor objected to the court’s jury charge,
    our review is limited to plain error. United States v. Gonzalez, 
    940 F.2d 1413
    ,
    1427 (11th Cir. 1991). “Jury instructions will only be reversed for plain error if,
    viewing the court’s charge as a whole, it was so clearly erroneous as to result in a
    46
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    substantial likelihood of a grave miscarriage of justice, or the error seriously
    affects the fairness, integrity, or public reputation of judicial proceedings.” 
    Id.
    (internal quotations and citation omitted).
    As the government argues, this Court has previously held that the failure to
    define “attempt” does not constitute plain error because, as a commonly used
    word, “attempt” is unlikely to confuse the jury such that a miscarriage of justice
    would result. We find no merit in defendant Biscayne Milieu’s challenge to the
    jury instructions.
    XI. CUMULATIVE ERROR
    Defendants Dr. Kushner and Biscayne Milieu raise cumulative error
    arguments on appeal. But the above-discussed challenges they cite do not establish
    a single error, let alone the “many errors” required for reversal where a single error
    would not require it. See United States v. Baker, 
    432 F.3d 1189
    , 1223 (11th Cir.
    2005). Accordingly, their cumulative error argument fails.
    XII. SENTENCING
    Defendants Antonio Macli, Jorge Macli, Huarte, Dr. Kushner, Alalu,
    Roberts, and Alexander also appeal their sentences. We begin by reviewing the
    sentences imposed by the district court and then the defendants’ challenges.
    A.     Calculating the Advisory Guidelines Ranges
    1) Antonio and Jorge Macli
    47
    Case: 12-16056     Date Filed: 02/17/2015   Page: 48 of 85
    Defendants Antonio Macli and Jorge Macli had identical advisory guidelines
    calculations. They each had a base offense level of six, pursuant to U.S.S.G.
    § 2B1.l(a)(2). They received these increases to that offense level: (1) a 20-level
    increase under § 2B1.1(b)(1)(K), because the loss amount was more than $7
    million but not more than $20 million; (2) a two-level increase under §
    2B1.1(b)(2)(A)(ii), because their offenses were committed through mass-
    marketing; (3) a two-level increase under § 2B1.1(b)(9)(C), because their offenses
    involved sophisticated means; (4) a two-level increase under § 2B1.1(b)(13)(A),
    because their offenses involved the conscious reckless risk of death or bodily
    injury; (5) a two-level increase under § 3A1.1(b)(1), because they knew or should
    have known that a victim of their offenses was a vulnerable victim; (6) a two-level
    increase under § 3A1.1(b)(2), because the offense involved a large number of
    vulnerable victims; and (7) a four-level upward adjustment under § 3B1.1(a),
    because they were organizers or leaders of criminal activity that involved five or
    more participants or was otherwise extensive.
    As a result, defendants Antonio Macli and Jorge Macli each had a total
    offense level of 40. Antonio Macli and Jorge Macli each had no criminal-history
    points and a criminal history category of I. Their total offense levels of 40 and
    criminal history categories of I resulted in advisory guidelines ranges of 292 to 365
    months’ imprisonment.
    48
    Case: 12-16056       Date Filed: 02/17/2015      Page: 49 of 85
    The district court sentenced defendant Antonio Macli to a total of 360
    months’ imprisonment: 120 months (the statutory maximum for each count) as to
    each of counts 1, 7, and 31 through 37, to run concurrently; 60 months (the
    statutory maximum for each count) as to each of counts 15 through 26, to run
    concurrently; and 240 months (the statutory maximum) as to count 30, to run
    consecutively to the terms imposed on the other counts. 15
    The district court sentenced defendant Jorge Macli to a total of 300 months
    imprisonment: 60 months (the statutory maximum on counts 15 to 26) as to each of
    counts 1, 4, 7, 15-26, 32, 33, 35, and 37 to run concurrently and 240 months (the
    statutory maximum) as to count 30, to run consecutively to the terms imposed on
    the other counts.
    Both Antonio Macli and Jorge Macli were each ordered to pay restitution to
    Medicare in the amount of $11,481,593.42 (jointly with each other, defendant
    Huarte, and Biscayne Milieu).
    2) Sandra Huarte
    In calculating the advisory guidelines range, the Presentence Investigation
    Report (“PSI”) grouped all of defendant Huarte’s convictions together under
    15
    The health care fraud conspiracy, substantive health care fraud, and substantive money
    laundering counts have a statutory maximum of ten years (120 months). 
    18 U.S.C. §§ 1347
    1349, 1957. The kickback conspiracy and the substantive kickback payment and receipt counts
    have a statutory maximum of five years (60 months). 
    18 U.S.C. § 371
    ; 42 U.S.C. § 1320a-
    7b(b)(2)(A). The money laundering conspiracy count has a statutory maximum of twenty years
    (240 months). 
    18 U.S.C. § 1956
    (a)(1).
    49
    Case: 12-16056     Date Filed: 02/17/2015   Page: 50 of 85
    U.S.S.G. § 3Dl.2(c) and (d). Huarte had a base offense level of six, pursuant to §
    2B1.1 (a)(2). She received these increases to that offense level: (1) a 20-level
    increase under § 2B1.1(b)(1)(K), because the loss amount was more than $7
    million but not more than $20 million; (2) a two-level increase under §
    2B1.l(b)(2)(A)(ii), because her offenses were committed through mass-marketing;
    (3) a two-level increase under § 2B1.1(b)(9)(C), because her offenses involved
    sophisticated means; (4) a two-level increase under § 2B1.1(b)(13)(A), because her
    offenses involved the conscious reckless risk of death or bodily injury; (5) a two-
    level increase under § 3A1.1(b)(1), because she knew or should have known that a
    victim of her offenses was a vulnerable victim; (6) a two-level increase under §
    3A1.1(b)(2), because her offenses involved a large number of vulnerable victims;
    and (7) a three-level upward adjustment under § 3B1.1(b), because she was a
    manager or supervisor (but not an organizer) of criminal activity that involved five
    or more participants or was otherwise extensive.
    As a result, Huarte’s total offense level was 39. Huarte had no criminal-
    history points and a criminal history category of I. Her total offense level of 39
    and criminal history category of I resulted in an advisory guidelines range of 262
    to 327 months’ imprisonment.
    The district court sentenced defendant Huarte to a total of 262 months’
    imprisonment: 22 months as to each of counts 1, 2, 4-8, 11, 15, 31, and 34, to run
    50
    Case: 12-16056     Date Filed: 02/17/2015   Page: 51 of 85
    concurrently, and 240 months (the statutory maximum) as to count 30, to run
    consecutively to the terms imposed on the other counts. The district court ordered
    Huarte to pay restitution to Medicare in the amount of $11,481,593.42 (jointly with
    Antonio Macli, Jorge Macli, and Biscayne Milieu).
    3) Dr. Gary Kushner
    In calculating defendant Dr. Kushner’s advisory guidelines range, the PSI
    grouped counts 1 and 2 under U.S.S.G. § 3D1.2(d). Dr. Kushner had a base
    offense level of six, pursuant to § 2B1.1(a)(2). He received these increases to that
    offense level: (1) a 22-level increase under § 2B1.1(b)(1)(L), because the loss
    amount was between $20 million and $50 million; (2) a two-level increase under §
    2B1.1(b)(2)(A)(ii), because his offenses were committed through mass-marketing;
    (3) a two-level increase under § 2B1.1(b)(9)(C), because his offenses involved
    sophisticated means; (4) a two-level increase under § 2B1.1(b)(13)(A), because his
    offenses involved the conscious reckless risk of death or bodily injury; (5) a two-
    level increase under § 3A1.1(b)(1), because he knew or should have known that a
    victim of his offenses was a vulnerable victim; (6) a two-level increase under §
    3A1.1(b)(2), because his offenses involved a large number of vulnerable victims;
    (6) a two-level increase because he abused a position of public or private trust
    under § 3B1.3; and (7) a three-level increase under § 3B1.1(b), because Dr.
    51
    Case: 12-16056     Date Filed: 02/17/2015   Page: 52 of 85
    Kushner was a manager or supervisor of criminal activity that involved five or
    more participants or was otherwise extensive.
    Dr. Kushner’s total offense level was 43. Dr. Kushner had no criminal-
    history points and a criminal history category of I. His total offense level of 43 and
    criminal history category of I resulted in an advisory guidelines range of life
    imprisonment. The statutory maximum term of imprisonment on each count,
    however, was ten years’ imprisonment. Accordingly, the statutory maximum total
    sentence that could be imposed was 20 years’ imprisonment, applying the
    sentences consecutively.
    The district court sentenced Dr. Kushner to a total of 144 months’
    imprisonment: 120 months’ imprisonment (the statutory maximum) as to count 1,
    and 24 months’ as to count 2, to run consecutively. Dr. Kushner was also ordered
    to pay Medicare $9,341,767.24 in restitution.
    4) Rafael Alalu
    In calculating defendant Alalu’s advisory guidelines range, the PSI grouped
    counts 1, 3, and 4 under U.S.S.G. § 3D1.2(d). Alalu had a base offense level of
    six, pursuant to § 2B1.1(a)(2). He received these increases to that offense level:
    (1) a 20-level increase under § 2B1.1(b)(1)(K), because he was responsible for a
    loss amount of between $7 million and $20 million; (2) a two-level increase under
    § 2B1.1(b)(9)(C), because his offenses involved sophisticated means; (3) a three-
    52
    Case: 12-16056     Date Filed: 02/17/2015   Page: 53 of 85
    level increase under § 3B1.1(b), because he was a manager or supervisor of
    criminal activity involving five or more participants; and (4) a two-level increase
    under § 3C1.1 for obstruction of justice.
    Alalu’s total offense level was 33. He had no criminal-history points and a
    criminal history category of I. His total offense level of 33 and criminal history
    category of I resulted in an advisory guidelines range of 135 to 168 months’
    imprisonment. The district court sentenced defendant Alalu to a total of 100
    months’ imprisonment, concurrent terms of 100 months’ imprisonment as to each
    count of conviction. The district court also ordered restitution to Medicare in the
    amount of $5,614,353.20.
    5) Anthony Roberts
    In calculating Roberts’s advisory guidelines range, the PSI grouped counts
    15 and 29 pursuant to U.S.S.G. § 3D1.2(b). Roberts had a base offense level of
    six, pursuant to § 2B1.1(a)(2). He received an 18-level increase under §
    2B1.1(b)(1)(J), because he was responsible for a loss of more than $2.5 million but
    not more than $7 million, and a two-level increase under § 2B 1.1 (b)(9)(C),
    because his offense involved sophisticated means. Roberts did not receive an
    adjustment for his role in the offense. Accordingly, his total offense level was 26.
    Roberts’s criminal history included (1) a 1991 conviction for armed robbery,
    for which he was sentenced to 12 years’ imprisonment and (2) a 1994 conviction
    53
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    for driving with a suspended license and driving under the influence. Roberts did
    not receive any criminal-history points for these convictions, and thus he had a
    criminal history category of I.
    Roberts’s total offense level of 26 and criminal history category of I resulted
    in an advisory guidelines range of 63 to 78 months’ imprisonment.
    The district court sentenced defendant Roberts to a total of 87 months’
    imprisonment: 60 months (the statutory maximum) as to count 15, and 27 months
    as to count 29, to run consecutively. Robert was also ordered to pay $887,085.31
    in restitution.
    6) Derek Alexander
    In calculating Alexander’s advisory guidelines range, the PSI grouped
    counts 15 and 28 under U.S.S.G. § 3D1.2(b). Alexander had a base offense level
    of six, pursuant to § 2B1.1(a)(2). He received a 14-level increase under §
    2B1.1(b)(1)(H), because he was responsible for a loss of between $400,000 and $1
    million. Alexander also received a two-level increase under § 2B1.1(b)(9)(C),
    because his offense involved sophisticated means. He did not receive any
    adjustments for his role in the offense.
    Alexander’s total offense level was 22. Alexander had zero criminal-history
    points and a criminal history category of I. Based on his total offense level of 22
    54
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    and criminal history category of I, his guidelines imprisonment range was 41 to 51
    months.
    The district court sentenced defendant Alexander to a total of 42 months’
    imprisonment: concurrent terms of 42 months’ imprisonment as to each of counts
    15 and 28. Alexander was ordered to pay restitution to Medicare in the amount of
    $300,876.08.
    B.     Loss Amount
    Defendants Antonio Macli, Huarte, and Alalu argue the district court clearly
    erred in determining they were each responsible for a loss amount of between $7
    million and $20 million, which resulted in a 20-level increase to their respective
    offense levels under U.S.S.G. § 2B1.1(b)(1)(K) (2010). 16
    To prevail, defendants must show clear error in the district court’s
    determination. United States v. Barrington, 
    648 F.3d 1178
    , 1197 (11th Cir. 2011).
    The guidelines do not require a precise determination of loss, and a court “need
    only make a reasonable estimate of the loss, given the available information.” 
    Id.
    (quotation omitted). District courts are in a unique position to evaluate the
    evidence relevant to a loss determination, and thus, their determinations are
    entitled to appropriate deference. United States v. Bradley, 
    644 F.3d 1213
    , 1290
    (11th Cir. 2011). The government must establish the pertinent facts by a
    16
    Defendants were sentenced using the 2010 version of the Sentencing Guidelines.
    Where relevant, we refer to that version of the guidelines.
    55
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    preponderance of the evidence, which must be reliable and specific. 
    Id.
     The
    district court, in turn, may make factual findings with respect to the loss amount
    based on evidence heard during trial, undisputed statements in the PSI, or evidence
    presented during sentencing. 
    Id.
     However, a court may not speculate about the
    existence of facts that would result in a higher sentence. Barrington, 
    648 F.3d at 1197
    .
    The guidelines provide for a 20-level increase for a fraud offense involving
    losses of between $7 million and $20 million. U.S.S.G. § 2B1.1(b)(1)(K) (2010).
    The loss amount “is the greater of actual or intended loss.” Id. § 2B1.1 cmt.
    n.3(A). “Actual loss” is the reasonably foreseeable pecuniary harm resulting from
    the offense. Id. § 2B1.1 cmt. n.3(A)(i). “Intended loss” is the monetary harm that
    was intended to result from the offense, even if impossible or unlikely to occur. Id.
    § 2B1.1 cmt. n.3(A)(ii).
    A district court may hold participants in a conspiracy responsible for the
    losses resulting from the reasonably foreseeable acts of co-conspirators in
    furtherance of the conspiracy. United States v. Hunter, 
    323 F.3d 1314
    , 1319 (11th
    Cir. 2003). To determine whether a defendant is liable for the acts of
    co-conspirators, the district court must first make individualized findings
    concerning the scope of criminal activity undertaken by the defendant. 
    Id.
     Only
    56
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    after the district court makes such individualized findings may it determine
    reasonable foreseeability. 
    Id.
    Defendants Antonio Macli, Huarte, and Alalu have failed to demonstrate the
    district court clearly erred in calculating the amount of loss attributable to them.
    As an initial matter, the district court concluded that intended loss, rather than
    actual loss, was the appropriate measure of loss, and none of the parties challenge
    this finding.
    Biscayne Milieu billed Medicare in excess of $57 million, but Medicare paid
    only $11.4 million on these claims. 17 Defendants Antonio Macli and Huarte
    submitted evidence demonstrating that they had been aware of Medicare’s lower
    reimbursement rate and had projected future revenue in accordance with that rate.
    Based on that evidence, the district court concluded that defendants Antonio Macli,
    Jorge Macli, and Huarte had intended to receive only the amounts paid by
    Medicare over the course of the conspiracy, totaling approximately $11.4 million,
    rather than the amounts billed, totaling $57,689,700.
    In addition, the district court determined, based upon its review of the
    evidence at trial, that the overwhelming majority of patients at Biscayne Milieu
    were not eligible for PHP treatment or, if eligible, did not receive the necessary
    17
    The $11.4 million amount triggered a 20-level increase under § 2B1.1(b)(1)(L) (2010)
    (amount between $7 million and $20 million). The $57 million amount would have triggered a
    24-level increase under § 2B1.1(b)(1)(M) (amount between $50 million and $100 million).
    57
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    treatment. See Bradley, 
    644 F.3d at 1290
     (stating the district court’s loss
    determination is entitled to deference because of the court’s unique position to
    evaluate the evidence). The district court found that the “overwhelming” majority
    of patients at Biscayne Milieu—not merely “70% or 80%”—had not received the
    care to which they had been entitled. The defendants allowed recruiters to bring in
    chronic substance abusers, Haitian patients, and elderly patients who did not
    belong in PHP treatment. The district court further found that it was highly
    unlikely that the clinic had provided medically necessary treatment to any PHP-
    qualified patients, and even if the clinic had provided such treatment, it could not
    “have happened in more than a handful of cases.” Thus, a loss amount of between
    $7 million and $20 million was appropriate.
    The defendants rely in part on trial evidence presented by the government
    that they purport demonstrates only 46 percent of the Medicare claims were
    fraudulent, and thus the district court’s loss calculation was incorrect. But the
    evidence cited by defendants deals with a review of patient files for 46 percent of
    the entire patient population at Biscayne Milieu, without regard to whether they
    were even Medicare patients, and this evidence did not address in any way
    Medicare claims for those patients. And the statistical analysis embodied in that
    prosecution testimony was thus not sufficiently reliable for drawing conclusions
    about the defendants’ Medicare billing practices. This is especially so given that
    58
    Case: 12-16056     Date Filed: 02/17/2015    Page: 59 of 85
    the district court separately concluded that even otherwise-eligible Medicare
    patients were not receiving the treatment to which they were entitled at Biscayne
    Milieu.
    The district court did not clearly err in applying a 20-level increase to
    defendant Antonio Macli’s and defendant Huarte’s offense levels for a loss amount
    of greater than $7 million but not greater than $20 million.
    The district court found that defendant Alalu was responsible for $14.5
    million, the amount for which Medicare was billed during defendant Alalu’s tenure
    in 2010-2011 at the clinic. Unlike defendants Antonio Macli and Huarte,
    defendant Alalu neither identified evidence establishing that he knew the rate of
    reimbursement by Medicare nor that he intended for Biscayne Milieu to receive
    only the amounts paid by Medicare, rather than the amounts billed.
    We also reject defendant Alalu’s argument that his loss amount should be
    limited to the billings for only his individual patients and his personal actions.
    Alalu knew or should have known that most, if not all, of the patients at Biscayne
    Milieu were ineligible for PHP treatment. He falsified group therapy notes and
    directed other staff to falsify group therapy notes in order to justify the submission
    of fraudulent claims to Medicare, he instructed staff to assist Haitian patients with
    immigration forms, and he altered patient files to make it appear as though patients
    were eligible for PHP treatment. Because this case involved jointly undertaken
    59
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    criminal activity, the appellants’ relevant conduct includes all reasonably
    foreseeable acts and omissions of others in furtherance of the conspiracies. See
    U.S.S.G. § 1B1.3(a)(1)(B). The extensive fraudulent Medicare billing for which
    defendant Alalu was held responsible was a reasonably foreseeable consequence of
    his participation in the criminal conspiracies. And, indeed, the district court
    reduced the billing amount attributable to defendant Alalu’s loss calculation to the
    2010-11 time period of defendant Alalu’s involvement.
    Thus, the district court did not err by finding he was responsible for losses
    relating to his own fraudulent activity and the fraudulent activity of his
    co-conspirators during that time period. See Hunter, 
    323 F.3d at 1319
    .
    C.     Mass-Marketing Increase
    Defendants Antonio Macli, Jorge Macli, and Huarte challenge the district
    court’s imposition of a two-level increase for mass-marketing under
    § 2B1.1(b)(2)(A)(ii). 18 They argue the mass-marketing targeting Medicare
    beneficiaries was incidental to the fraud in this case and that the increase does not
    apply when the true victim of the offense is the United States.
    18
    We note that, though his PSI included a two-level increase for mass-marketing, the
    district court declined to apply the increase to defendant Dr. Kushner. At the sentencing of
    defendants Antonio Macli, Jorge Macli, and Huarte, the district court stated (1) that Dr. Kushner
    was further removed from the mass marketing aspect of the scheme and (2) that the enhancement
    as to Dr. Kushner would not have affected Dr. Kushner’s sentence, so the district court did not
    apply it.
    60
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    The guidelines provide for a two-level increase to the offense level if the
    offense was committed through mass-marketing. U.S.S.G. § 2B1.1(b)(2)(A)(ii).
    The term “mass-marketing” means a “plan, program, promotion, or campaign that
    is conducted through solicitation by telephone, mail, the Internet, or other means to
    induce a large number of persons to (i) purchase goods or services; (ii) participate
    in a contest or sweepstakes; or (iii) invest for financial profit.” Id. § 2B1.1 cmt.
    n.4(A) (emphasis added). Generally, “offense” means the offense of conviction
    and all relevant conduct under § 1B1.3. Id. § 1B1.1 cmt. n.1(H). In the case of
    “jointly undertaken criminal activity,” such as a conspiracy, relevant conduct
    includes “all reasonably foreseeable acts and omissions of others in furtherance of
    the jointly undertaken criminal activity.” Id. § 1B1.3(a)(1)(B); see also id.
    § 1B1.3 cmt. n.2.
    Looking to the plain language of the guidelines, the mass-marketing increase
    applies to Antonio Macli, Jorge Macli, and Huarte. Patient recruiters engaged in
    mass-marketing in this case by targeting Medicare beneficiaries and bringing them
    to Biscayne Milieu for treatment. See U.S.S.G. § 2B1.1 cmt. n.4(A) (defining
    mass-marketing and including “other means”). Although these three defendants
    did not personally recruit patients for the clinic, they were substantially involved in
    the recruitment efforts. Huarte maintained the money sheets and settled disputes
    among patient recruiters as to which patients were associated with which
    61
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    recruiters. Antonio Macli and Jorge Macli hired recruiters, authorized the payment
    of kickbacks, and instructed recruiters to submit fraudulent invoices for case
    management. Further, upon learning of Detroit’s underserved population of
    Medicare-eligible substance abusers, Jorge Macli directed (and funded) Rufus
    Cargile to “market[]” Biscayne Milieu’s services on out-of-state trips to Michigan.
    As above, because this case involved jointly undertaken criminal activity,
    the appellants’ relevant conduct includes all reasonably foreseeable acts and
    omissions of others in furtherance of the conspiracies. See U.S.S.G.
    § 1B1.3(a)(1)(B). Here, the mass-marketing efforts by the recruiters were
    reasonably foreseeable to Antonio Macli, Jorge Macli, and Huarte.
    While this Court has not applied the mass-marketing increase in the health
    care fraud context, the Fifth Circuit has. See United States v. Mauskar, 
    557 F.3d 219
    , 233 (5th Cir. 2009) (holding that face-to-face marketing, intended to reach a
    large number of persons for the purpose of facilitating health care fraud, can
    constitute mass-marketing under the guidelines); see also United States v. Isiwele,
    
    635 F.3d 196
    , 198 (5th Cir. 2011) (applying Mauskar where defendant targeted
    elderly and low-income Medicare beneficiaries in order to submit fraudulent
    claims).
    In Mauskar, the defendant conspired to defraud Medicare and Medicaid by,
    among other things, falsely certifying that ambulatory patients needed motorized
    62
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    wheelchairs. Mauskar, 
    557 F.3d at 224
    . Recruiters facilitated the fraud by
    targeting and escorting beneficiaries to the defendant’s clinic for evaluations. 
    Id.
    The defendant objected to the mass-marketing increase on the grounds that he did
    not personally participate in the mass-marketing of patients. 
    Id. at 233
    . The Fifth
    Circuit rejected that argument, noting the offense included all relevant conduct. 
    Id.
    Because the case involved jointly undertaken criminal activity (conspiracy to
    commit health care fraud), the relevant conduct included all reasonably foreseeable
    acts and omissions of others in furtherance of the criminal activity, which included
    mass-marketing by recruiters. See 
    id.
    Similarly here, the recruiters’ conduct was not just foreseeable, but
    orchestrated and facilitated by defendants Antonio Macli, Jorge Macli, Huarte, and
    Biscayne Milieu’s payments to the recruiters. We need not decide the applicability
    of the mass-marketing increase to every possible health care fraud scheme. The
    facts of this case center on the defendants’ repeated attempts to target and profit
    from new patient populations. For all these reasons, defendants Antonio Macli,
    Jorge Macli, and Huarte have shown no error as to the two-level increase for mass-
    marketing.
    D.    Sophisticated-Means Increase
    For the first time on appeal, defendants Huarte and Alalu argue that the
    district court erred in applying a two-level increase under § 2B1.1(b)(9)(C)
    63
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    because their offenses involved sophisticated means. They assert their individual
    actions in the health care fraud were not sophisticated. We review objections to
    sentencing issues not raised in the district court for plain error. United States v.
    Rodriguez, 
    751 F.3d 1244
    , 1257 (11th Cir. 2014).
    Section 2B1.1(b)(9)(C) of the guidelines prescribes a two-level increase
    where the offense involves sophisticated means. U.S.S.G. § 2B1.1(b)(9)(C).
    “Sophisticated means” refers to “especially complex or especially intricate offense
    conduct pertaining to the execution or concealment of an offense,” and ordinarily
    includes conduct such as hiding assets or transactions through the use of fictitious
    entities, corporate shells, or offshore financial accounts. Id. § 2B1.1 cmt. n.8(B).
    In evaluating whether a defendant qualifies for the increase, the proper focus is on
    the offense conduct as a whole, not on each individual step. See Barrington, 
    648 F.3d at 1199
     (“Each action by a defendant need not be sophisticated in order to
    support this enhancement.”).
    Defendant Huarte cannot demonstrate error, plain or otherwise. Her
    offense conduct as a whole involved a complex scheme to defraud Medicare and
    to conceal the fraud. The offense involved the widespread use of kickbacks, the
    falsification of group therapy notes, and the laundering of proceeds from the
    fraud. Huarte’s billing and payroll actions alone facilitated and contributed
    significantly to the fraud.
    64
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    So, too, with defendant Alalu. Though not charged in the money
    laundering counts of the indictment like defendant Huarte, sophisticated means
    were employed, both by Alalu and his co-conspirators, in implementing the health
    care fraud and kickback conspiracies.
    The individual actions of defendants Huarte and Alalu, regardless of their
    sophistication, are irrelevant to the application of the increase. See Barrington,
    
    648 F.3d at 1199
    .
    E.     Conscious or Reckless Risk of Death or Serious Bodily Injury
    Antonio Macli, Jorge Macli, and Huarte also challenge the two-level
    increases to their respective offense levels under § 2B1.1(b)(13)(A) because the
    offense involved the conscious or reckless risk of death or serious bodily injury. 19
    They argue no patients died at Biscayne Milieu or suffered a serious bodily injury.
    The guidelines provide for a two-level increase if the offense involved “the
    conscious or reckless risk of death or serious bodily injury.” U.S.S.G.
    § 2B1.1(b)(13)(A). Even if there is no evidence of death or serious bodily injury,
    the increase may nevertheless be appropriate, because the increase focuses on the
    defendant’s disregard of risk, rather than on the result. Mateos, 
    623 F.3d at 1371
    .
    The district court did not clearly err by finding these three defendants
    placed the Medicare beneficiaries at risk of death or serious bodily injury.
    19
    This two-level increase for risk of death or bodily injury was not applied to defendant
    Alalu, the clinical director, nor to defendants Alexander and Roberts, the patient recruiters.
    65
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    Biscayne Milieu admitted elderly patients with dementia, although the facility and
    staff were not equipped to meet the elderly patients’ needs. Moreover, the elderly
    patients with dementia were placed in a population that consisted mostly of
    chronic substance abusers. Biscayne Milieu also failed to treat the substance-
    abuse issues in a meaningful way; dangerous drug relapses plagued much of the
    improperly treated substance-abusing patient population. By knowingly failing to
    provide necessary treatment to patients, the appellants placed the patients at risk
    of death or serious bodily injury.
    At sentencing, the district court specifically addressed the risk of death or
    bodily injury increase, relying on trial testimony as to the “devastating”
    consequences of drug addiction when “not properly treated.” Acknowledging that
    there was no evidence that any individual died specifically from the treatment at
    Biscayne Milieu, the district court nonetheless applied the increase to defendants
    Antonio Macli, Jorge Macli, and Huarte based on the evidence of “admission after
    admission after admission” that showed the defendants were creating the “reckless
    risk” of dangerous outcomes for the patients.
    The district court did not err, much less clearly err, in applying this two-
    level increase.
    66
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    F.    Vulnerable-Victim Adjustment
    Defendants Antonio Macli, Jorge Macli, and Huarte challenge the increase
    to their sentences for targeting vulnerable victims. Defendant Huarte argues the
    two-level vulnerable-victim adjustment under § 3A1.1(b)(1) does not apply to her
    because she had no contact with patients. Defendants Antonio Macli and Jorge
    Macli argue the only victim of the offense was the United States (Medicare) and
    the United States cannot be a vulnerable victim.
    A two-level increase applies where a defendant knew, or should have
    known, that a victim of the offense was a vulnerable victim. U.S.S.G.
    § 3A1.1(b)(1). Another two-level increase applies if the offense involved a large
    number of vulnerable victims. Id. § 3A1.1(b)(2). A “vulnerable victim” is a
    person “who is a victim of the offense of conviction,” and “who is unusually
    vulnerable due to age, physical or mental condition, or who is otherwise
    particularly susceptible to the criminal conduct.” Id. § 3A1.1, cmt. n.2. The
    increase applies when a defendant selected his victim to take advantage of that
    victim’s perceived susceptibility to the offense. Bradley, 
    644 F.3d at 1288
    .
    Neither bodily injury nor financial loss is required for an individual to qualify as a
    victim. 
    Id.
     at 1288 & n.128.
    Defendants Antonio Macli and Jorge Macli’s argument that Medicare was
    the only victim of this fraud scheme fails. Although Medicare was the primary
    67
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    victim, elderly patients and substance-abuse patients at Biscayne Milieu also were
    victims of the offense. Elderly patients with dementia were transported daily from
    their assisted living facilities to Biscayne Milieu, which was not equipped to
    address their care during the day. Biscayne Milieu never treated other patients’
    substance-abuse issues in a meaningful manner. The substance abusers, many of
    who suffered regular relapses, were vulnerable because of their need for treatment.
    Moreover, many of these patients had little income and depended upon housing
    provided by Biscayne Milieu’s patient recruiters or affiliates. Housing was often
    conditioned on their attendance at Biscayne Milieu. These patients were
    vulnerable because of their need for particular treatment and care that they could
    not receive at Biscayne Milieu.
    Defendants Antonio Macli, Jorge Macli, and Huarte knew about these
    patients and the lack of meaningful treatment. Moreover, these defendants and
    their co-conspirators targeted the Medicare beneficiaries in order to further the
    fraudulent activity. Accordingly, the district court did not clearly err in applying a
    two-level increase for vulnerable victims under § 3A1.1(b)(1). None of the
    appellants have challenged the number of vulnerable victims, and, thus, the
    additional two-level increase under § 3A1.1(b)(2) also applies.
    68
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    G.     Aggravated Role in the Offense
    Defendant Antonio Macli argues he should not have received a four-level
    increase under § 3B1.1(a) based on the district court’s finding that he was an
    organizer or leader of extensive criminal activity. 20 We review a defendant’s role
    in the offense under § 3B1.1 only for clear error. United States v. Ramirez, 
    426 F.3d 1344
    , 1355 (11th Cir. 2005). For a factual finding to be clearly erroneous,
    we must be left with a definite and firm conviction that a mistake has been
    committed. United States v. Rodriguez-Lopez, 
    363 F.3d 1134
    , 1137 (11th Cir.
    2004).
    Section 3B1.1(a) of the guidelines provides for a four-level increase if 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
    defendant must have been the organizer or leader of at least one participant. Id.
    § 3B1.1 cmt. n.2. A participant is defined as “a person who is criminally
    responsible for the commission of the offense,” but the person “need not have
    been convicted.” Id. § 3B1.1 cmt. n.1. Factors to be considered include the
    exercise of decision-making authority, the nature of participation in the
    commission of the offense, the recruitment of accomplices, the claimed right to a
    20
    Alalu similarly argues he should not have received a three-level increase for his
    aggravated role in the offense. We note, however, that the district court sustained Alalu’s
    objection to that increase and we need not address that issue. Alalu does, however, ask for a
    minor role reduction, which we address separately.
    69
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    larger share of the fruits of the crime, the degree of participation in planning the
    offense, the nature and scope of illegal activity, and the degree of control and
    authority exercised over others. Id. § 3B1.1 cmt. n.4.
    Here, the district court did not clearly err by finding defendant Antonio
    Macli was an organizer or leader of the conspiracy to commit health care fraud.
    As discussed above, defendant Antonio Macli incorporated Biscayne Milieu and
    was its CEO. He served as Biscayne Milieu’s primary contact with Medicare for
    purposes of provider certification. He paid kickbacks to patient recruiters,
    directed recruiters to create fraudulent invoices, and instructed recruiters to recruit
    Haitian patients who were not eligible for PHP treatment. He also incorporated
    numerous other business entities in Florida and opened multiple bank accounts
    through which he moved the proceeds of the health care fraud. Based on the
    voluminous record from the seven-week trial, the district court did not err by
    applying the four-level upward increase for defendant Antonio Macli’s role in the
    offense.
    H.    Minor-Role Reduction
    Defendants Alalu, Alexander, and Roberts all argue they should have
    received a reduction to their offense levels for playing a minor role in the offense.
    70
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    We review for clear error a district court’s denial of a role reduction. United
    States v. Bernal-Benitez, 
    594 F.3d 1303
    , 1320 (11th Cir. 2010). A defendant bears
    the burden of proving his minor role by a preponderance of the evidence. 
    Id.
    When an offense is committed by more than one participant, a role reduction
    under § 3B1.2 may apply, and a defendant may receive a two-level decrease if his
    role was minor. U.S.S.G. § 3B1.2 & cmt. n.2. This reduction is only available
    “for a defendant who plays a part in committing the offense that makes him
    substantially less culpable than the average participant.” Id. § 3B1.2 cmt. n.3(A).
    A “minor participant” means any participant “who is less culpable than most other
    participants, but whose role could not be described as minimal.” Id. § 3B1.2 cmt.
    n.5.
    In determining whether a minor-role adjustment applies, the district court
    should consider, first, the defendant’s role in the relevant conduct for which he has
    been held accountable at sentencing, and, second, his role as compared to that of
    other participants in his relevant conduct. United States v. Rodriguez De Varon,
    
    175 F.3d 930
    , 940 (11th Cir. 1999) (en banc). As to the first prong of this analysis,
    “[o]nly if the defendant can establish that [he] played a relatively minor role in the
    conduct for which [he] has already been held accountable—not a minor role in any
    larger criminal conspiracy—should the district court grant a downward adjustment
    for minor role in the offense.” 
    Id. at 944
    . As to the second prong, the district court
    71
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    should look at other participants only to the extent that they (1) are identifiable or
    discernable from the evidence, and (2) were involved in the relevant conduct
    attributed to the defendant. 
    Id.
     “The conduct of participants in any larger criminal
    conspiracy is irrelevant.” 
    Id.
     Thus, in order to satisfy the second prong, the
    defendant must show that he was less culpable than most other participants in his
    relevant conduct. 
    Id.
    The district court did not clearly err by declining defendants Alalu,
    Alexander, and Roberts’s requests for a two-level reduction for a minor role.
    Alalu played a significant role in the health care fraud by, as discussed above,
    falsifying group therapy notes, directing others to falsify notes, and instructing
    staff to make it appear as though certain patients were eligible for PHP treatment.
    Though Alalu may have been less culpable in the overall health care fraud than,
    for example, the Maclis, he was not less culpable than most other participants in
    the relevant conduct, particularly during the period he, as Biscayne Milieu’s
    clinical director, directed and managed other therapists at Biscayne Milieu.
    Defendants Alexander and Roberts’s conduct was also central to the
    kickback scheme. Absent active recruitment of Medicare patients, Biscayne
    Milieu would have been unable to bill Medicare for those beneficiaries. Although
    both defendants contend their roles were minor compared to the members of the
    overall conspiracy, the conduct of the participants in the larger criminal conspiracy
    72
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    is irrelevant to Alexander’s and Roberts’s roles in the kickback scheme, outlined
    earlier in this opinion. See Rodriguez De Varon, 
    175 F.3d at 944
    . Although
    Alexander received fewer kickback payments than several other recruiters,
    Alexander nevertheless recruited numerous patients and received $47,500 in
    kickbacks. Like many of the other recruiters, he was paid $30 per patient, per day
    of the patient’s attendance, and he submitted fraudulent invoices to reflect a
    fraudulent $50 per hour pay rate for case management services, a job for which he
    had no training or experience. Likewise, Roberts recruited numerous patients and
    received over $199,000 in kickbacks. Notably, the $4,866,100 that Medicare was
    billed for Roberts’s clients was significantly higher than the amounts Medicare was
    billed for any other recruiter’s clients.
    Accordingly, defendants Alexander and Roberts did not play minor roles and
    the district court did not err in denying a role reduction.
    I.    Obstruction of Justice
    Defendant Alalu argues he should not have received an increase for
    obstruction of justice based on his perjury at trial. He argues that the record does
    not support a finding he intentionally lied on the stand or otherwise made
    inaccurate statements.
    In reviewing a district court’s imposition of an obstruction-of-justice
    increase, a district court must make a particularized assessment of the credibility of
    73
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    a defendant, and so we accord special deference to the district court’s credibility
    determinations and review for clear error. United States v. Banks, 
    347 F.3d 1266
    ,
    1269 (11th Cir. 2003).
    The guidelines provide for a two-level increase if the defendant “willfully
    obstructed or impeded, or attempted to obstruct or impede, the administration of
    justice with respect to the investigation, prosecution, or sentencing of the instant
    offense.” U.S.S.G. § 3C1.1. A defendant may obstruct or impede justice by
    “committing, suborning, or attempting to suborn perjury.” Id. § 3C1.1 cmt. n.4(b).
    Perjury here is defined as “false testimony concerning a material matter with the
    willful intent to provide false testimony, rather than as a result of confusion,
    mistake, or faulty memory.” United States v. Dunnigan, 
    507 U.S. 87
    , 94, 
    113 S. Ct. 1111
    , 1116 (1993).
    At defendant Alalu’s sentencing, the district court noted that, “having had
    [the] opportunity to sit through the trial and observe Mr. Alalu’s testimony,” it
    found the increase warranted. The district court separately found, in response to a
    question from the government, that all of the excerpts of defendant Alalu’s
    testimony provided by the government were “associated with perjured testimony.”
    In order to apply the increase, a district court must make an independent
    factual finding that the defendant gave perjured testimony on a material matter.
    United States v. Vallejo, 
    297 F.3d 1154
    , 1168 (11th Cir. 2002). Although a district
    74
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    court preferably should make specific findings as to each instance of obstruction
    by identifying the materially false statements individually, it is sufficient if the
    court makes “a general finding of obstruction of justice that encompasses all of the
    factual predicates of perjury.” 
    Id.
     (quotation omitted).
    Defendant Alalu’s PSI noted that Alalu qualified for the obstruction-of-
    justice adjustment because he had lied during his testimony at trial. Specifically,
    defendant Alalu had provided false testimony that (1) the fabricated patient notes
    as to patient C.S. were merely a mistake; (2) he had no involvement in the creation
    of fabricated notes for a particular patient; (3) his copied-and-pasted group therapy
    notes were accurate; (4) he had no knowledge that Haitian patients attended
    Biscayne Milieu for immigration purposes; and (5) he never instructed co-
    conspirator Manotte Bazile to make the Haitian patients appear depressed.
    The district court did not clearly err by applying the obstruction-of-justice
    adjustment. The court noted it had heard the testimony in the case and found that
    Alalu had lied on the stand. This finding is entitled to deference and is supported
    by the record. See Banks, 
    347 F.3d at 1269
    . For instance, defendant Alalu
    testified he had no knowledge that Haitian patients were attending Biscayne
    Milieu only for immigration purposes. Both witnesses Roselyn Charles and
    Manotte Bazile testified, however, that they had informed defendant Alalu of
    problems with Haitian patients attending Biscayne Milieu for immigration
    75
    Case: 12-16056      Date Filed: 02/17/2015    Page: 76 of 85
    purposes. Although the district court did not address each instance of Alalu’s
    alleged perjury individually, the district court made a sufficient general finding of
    obstruction of justice. See Vallejo, 
    297 F.3d at 1168
    . Defendant Alalu has shown
    no error.
    J.    Downward Departure and Downward Variance
    Defendant Alalu argues the district court should have granted his request
    for a downward departure on the basis that his offense level substantially
    overstated the seriousness of his offenses. He further argues the court abused its
    discretion by denying his request for a downward variance and that his sentence,
    albeit in the advisory guidelines range, is substantively unreasonable.
    We review our subject matter jurisdiction de novo. United States v.
    Winingear, 
    422 F.3d 1241
    , 1245 (11th Cir. 2005). We lack jurisdiction to review a
    district court’s discretionary refusal to grant a downward departure, unless the
    district court incorrectly believed it lacked the authority to depart from the
    guidelines range. United States v. Dudley, 
    463 F.3d 1221
    , 1228 (11th Cir. 2006).
    We will assume the sentencing court properly understood its authority absent a
    record indication to the contrary. 
    Id.
    Here, we lack jurisdiction to review the district court’s discretionary refusal
    to grant Alalu’s request for a downward departure, as the district court did not
    express a belief that it lacked authority to depart. 
    Id.
    76
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    As to a downward variance request, a district court must impose a sentence
    that is reasonable. Gall v. United States, 
    552 U.S. 38
    , 51, 
    128 S. Ct. 586
    , 597
    (2007). We review the reasonableness of a sentence under a deferential abuse-of-
    discretion standard. 
    Id. at 41
    , 
    128 S. Ct. at 591
    . The party challenging the
    sentence bears the burden of establishing the sentence is unreasonable. United
    States v. Dean, 
    635 F.3d 1200
    , 1203-04 (11th Cir. 2011).
    We examine whether a sentence is substantively reasonable in light of the
    totality of the circumstances and the 
    18 U.S.C. § 3553
    (a) factors. Gall, 
    552 U.S. at 51
    , 
    128 S. Ct. at 597
    . The § 3553(a) factors to be considered by a sentencing court
    include, among others: (1) the nature and circumstances of the offense and the
    history and characteristics of the defendant; (2) the need for the sentence imposed
    to reflect the seriousness of the offense, to promote respect for the law, and to
    provide just punishment for the offense; (3) the need to protect the public from
    further crimes of the defendant; and (4) the applicable guideline range. 
    18 U.S.C. § 3553
    (a). A sentencing court must also consider “the need to avoid unwarranted
    sentence disparities among defendants with similar records who have been found
    guilty of similar conduct.” 
    18 U.S.C. § 3553
    (a)(6).
    A sentence is substantively unreasonable if it “does not achieve the purposes
    of sentencing stated in § 3553(a).” Pugh, 
    515 F.3d at 1191
     (quotations omitted).
    77
    Case: 12-16056      Date Filed: 02/17/2015    Page: 78 of 85
    In addition, a sentence may be substantively unreasonable if a district court
    unjustifiably relied on any one § 3553(a) factor, failed to consider pertinent
    § 3553(a) factors, selected the sentence arbitrarily, or based the sentence on
    impermissible factors. Id. at 1191-92. Although we do not automatically presume
    a within-guidelines sentence is reasonable, we ordinarily expect such a sentence to
    be reasonable. United States v. Hunt, 
    526 F.3d 739
    , 746 (11th Cir. 2008).
    As for the variance issue, Alalu has failed to meet his burden of establishing
    that a downward variance was warranted and that his within-guidelines sentence is
    substantively unreasonable. The district court considered the 
    18 U.S.C. § 3553
    (a)
    factors. The district court noted that, based on Alalu’s actions in this case and his
    perjury at trial, the starting point for a reasonable sentence was above the advisory
    guidelines range. Nevertheless, the district court recognized Alalu’s significant
    contributions to his community and gave Alalu credit for receiving only roughly
    $80,000 in salary and no other financial remuneration. Alalu’s attempt to
    compare himself to co-conspirator Thomas Hamer is unpersuasive, as they are not
    similarly situated. Although both were therapists, Hamer was not Biscayne
    Milieu’s clinical director, and did not direct the falsification of therapy notes or
    oversee the work of other therapists. Thus, the district court did not abuse its
    discretion in declining to vary below the advisory guidelines range in imposing a
    sentence of 100 months’ imprisonment, at the low end of that range.
    78
    Case: 12-16056        Date Filed: 02/17/2015       Page: 79 of 85
    K.     Upward Variance
    Defendant Roberts argues the district court abused its discretion by
    imposing an upward variance of 9 months to his advisory guidelines range of 63
    to 78 months’ imprisonment. Roberts contends the district court relied upon
    clearly erroneous facts when it concluded that his criminal history category of I
    was understated and that defendant Alexander would have engaged in a life of
    helping people but for defendant Roberts’s influence. Roberts also asserts the
    probation officer already considered his criminal history when calculating the
    advisory guidelines range. 21
    If the district court sentences outside the advisory guidelines range, it
    should explain why the variance is appropriate in that particular case. United
    States v. Shaw, 
    560 F.3d 1230
    , 1238 (11th Cir. 2009). While extraordinary
    justification is not required, Gall, 
    552 U.S. at 47
    , 
    128 S. Ct. at 595
    , the
    “justification for the variance must be sufficiently compelling to support the
    degree of the variance,” United States v. Irey, 
    612 F.3d 1160
    , 1187 (11th Cir.
    2010) (en banc) (quotation omitted). Moreover, the district court, in imposing a
    variance, may consider conduct that a probation officer already had considered in
    calculating the defendant’s advisory guidelines range. See United States v.
    21
    Roberts further asserts the district court actually imposed an upward departure, rather
    than an upward variance, and therefore failed to provide advance notice of the departure as
    required. This argument lacks merit. The district court specifically stated it was imposing a
    variance, not a departure, and the record supports the district court’s statement.
    79
    Case: 12-16056     Date Filed: 02/17/2015    Page: 80 of 
    85 Williams, 526
     F.3d 1312, 1324 (11th Cir. 2008) (holding that, although
    defendant’s previous offenses were part of the guidelines calculation, those
    offenses fit squarely into the history and characteristics factor of § 3553(a)(1) and
    could properly be considered by the court).
    Defendant Roberts cannot show the district court abused its discretion by
    imposing an upward variance. The district court imposed the upward variance
    after finding that Roberts’s criminal history category of I understated the
    seriousness of his criminal history, when Roberts previously was convicted of
    armed robbery, driving under the influence, and driving with a suspended license.
    Although Roberts argues the district court relied upon clearly erroneous facts when
    concluding his criminal history category of I was understated, he does not identify
    which facts are clearly erroneous. Roberts did not object to the conviction list in
    his criminal history as set forth in the PSI, and thus the district court was permitted
    to rely on those undisputed facts in determining the total sentence. See United
    States v. Philidor, 
    717 F.3d 883
    , 885 (11th Cir. 2013) (holding a district court may
    rely on undisputed facts contained in the PSI when sentencing). Likewise, the
    district court was permitted to consider Roberts’s prior criminal conduct, even
    though the probation officer already had considered that conduct when calculating
    the advisory guidelines range. See Williams, 
    526 F.3d at 1324
    .
    80
    Case: 12-16056     Date Filed: 02/17/2015     Page: 81 of 85
    The district court also imposed the upward variance after finding defendant
    Roberts had been a poor role model for Alexander, which resulted in Alexander
    serving time in prison rather than devoting his life to helping people. Although
    Roberts argues no facts in the record indicate Alexander would have engaged in a
    life of helping people, the district court noted its belief in Alexander’s initial
    honest intentions after hearing the testimony at trial. In any event, the upward
    variance is justified by Roberts’s criminal history and the court’s additional
    findings that Roberts had benefited from the scheme beyond his salary and had
    received kickbacks for recruiting patients who did not actually need or qualify for
    PHP treatment. Defendant Roberts has shown no error.
    XIII. RESTITUTION
    Defendant Dr. Kushner appeals his restitution order, arguing that the value
    of legitimate psychiatric services provided to Biscayne Milieu patients should have
    been subtracted from the restitution amount. The district court ordered Dr.
    Kushner to pay restitution of $9,341,767.24, which represents the amount
    Medicare paid to Biscayne Milieu during Dr. Kushner’s involvement in the
    conspiracy, a period during which Biscayne Milieu billed Medicare in the amount
    of $38,579,138.24.
    Under 18 U.S.C. § 3663A(c), a defendant convicted of fraud must pay
    restitution to victims of the offense. The government bears the burden of proving
    81
    Case: 12-16056     Date Filed: 02/17/2015    Page: 82 of 85
    the loss amount by a preponderance of the evidence, and the court must order
    restitution to each victim in the full amount of each victim’s losses. 
    18 U.S.C. § 3664
    (e), (f)(1)(A).
    “Restitution is not intended to provide a windfall for crime victims but rather
    to ensure that victims, to the greatest extent possible, are made whole for their
    losses.” United States v. Huff, 
    609 F.3d 1240
    , 1249 (11th Cir. 2010) (quotation
    omitted). For this reason, any value of the services or items received by the victim
    must be offset against the restitution order. 
    Id. at 1248
    . Restitution is intended to
    put the victims in the same position they would have been if the crime had never
    been committed. 
    Id. at 1249
    . And “because a defendant’s culpability will not
    always equal the victim’s injury,” the amount of loss for restitution purposes will
    not always equal the amount of loss under the Sentencing Guidelines. 
    Id. at 1247
    (alteration and quotation omitted).
    In Medicare kickback cases, we have previously held the proper measure of
    restitution is the amount of the kickbacks received, not the total amount billed to
    Medicare. See United States v. Bane, 
    720 F.3d 818
    , 827-28 (11th Cir. 2013). In
    Bane, we extended that logic to Medicare fraud cases not involving kickbacks,
    holding that a district court erred in failing to exclude the value of medically
    necessary treatment from the restitution amount. 
    Id. at 828
    . We reasoned that
    failing to offset the amounts paid for medically necessary goods and services
    82
    Case: 12-16056      Date Filed: 02/17/2015    Page: 83 of 85
    against the restitution amount would be inconsistent with the purpose of restitution
    because it would give a windfall to the victims. 
    Id.
     The failure to offset the costs
    would result in the victims receiving funds that they would have expended even
    absent the defendant’s fraud. 
    Id.
    Here, the district court found that the actual payments from, not the amount
    billed to, Medicare should be subject to the restitution order. As applied to Dr.
    Kushner, that totaled $9,341,767.24.
    In his opening brief on appeal, Dr. Kushner addressed the restitution issue
    by trying to revisit the district court’s loss calculation discussed above (as opposed
    to squarely addressing the value of any PHP services allegedly rendered). His
    brief states that, at sentencing, he objected to the loss amount and, on appeal, he
    “adopts the same arguments.” Under our clear precedent, this is insufficient. The
    “request that we ferret out and review any and all arguments it made below—
    without explaining which ones may have merit and where the district judge may
    have erred—clearly runs afoul of various Federal Rules of Appellate Procedure.”
    Four Seasons Hotels & Resorts, B.V. v. Consorcio Barr S.A., 
    377 F.3d 1164
    , 1167
    n.4 (11th Cir. 2004). So, too, for Dr. Kushner’s attempted adoption of “the briefs
    and arguments” of all his other co-defendants except Biscayne Milieu. This
    plainly fails to satisfy our circuit Rule 28-1(f) requiring parties adopting the briefs
    of other parties to “include a statement describing in detail which briefs and which
    83
    Case: 12-16056     Date Filed: 02/17/2015    Page: 84 of 85
    portions of those briefs are adopted.” Defendant Dr. Kushner has not properly
    preserved his challenge to the district court’s loss calculation. See Four Seasons,
    
    377 F.3d at 1167
    .
    Though defendant Dr. Kushner expands on his objection to the loss
    calculation in his reply brief, this comes too late. Dr. Kushner has abandoned the
    issue by failing to develop any argument on it in his opening brief. See United
    States v. Woods, 
    684 F.3d 1045
    , 1064 n.23 (11th Cir. 2012) (holding an appellant
    abandons an issue if he fails to develop any argument in support of it in his
    opening brief); United States v. Evans, 
    473 F.3d 1115
    , 1120 (11th Cir. 2006)
    (holding we will not consider arguments raised for the first time in a reply brief).
    Even if Dr. Kushner could resurrect an underlying challenge to the loss
    calculation for purposes of his restitution claim, his claim would fail in any event.
    The district court was not required to offset defendant Dr. Kushner’s restitution
    amount by Medicare payments for legitimately rendered services because, in
    reaching the loss calculation, the district court determined that the pervasive
    absence of qualified PHP patients or real PHP treatment at Biscayne Milieu
    warranted holding defendants accountable for the amount Medicare actually paid
    due to the fraud. At defendant Dr. Kushner’s restitution hearing, the district court
    specifically applied this reasoning to Dr. Kushner’s restitution amount. Because
    the district court found that Biscayne Milieu did not render proper PHP treatment,
    84
    Case: 12-16056       Date Filed: 02/17/2015   Page: 85 of 85
    defendant Dr. Kushner has shown no evidence that the services he allegedly
    provided can somehow offset his restitution amount. The district court did not err
    in determining defendant Dr. Kushner’s restitution.
    XIV. CONCLUSION
    For the foregoing reasons, we affirm the convictions and sentences as
    rendered by the district court.
    AFFIRMED.
    85
    

Document Info

Docket Number: 12-16056

Citation Numbers: 778 F.3d 942, 96 Fed. R. Serv. 1065, 2015 U.S. App. LEXIS 2357

Judges: Hull, Carnes, Rothstein

Filed Date: 2/17/2015

Precedential Status: Precedential

Modified Date: 10/19/2024

Authorities (40)

Pinkerton v. United States , 66 S. Ct. 1180 ( 1946 )

four-seasons-hotels-and-resorts-b-v-four-seasons-hotels-barbados-four , 377 F.3d 1164 ( 2004 )

United States v. Register , 182 F.3d 820 ( 1999 )

United States v. William Emmett LeCroy, Jr. , 441 F.3d 914 ( 2006 )

Gall v. United States , 128 S. Ct. 586 ( 2007 )

United States v. Tracey Dudley , 463 F.3d 1221 ( 2006 )

United States v. Dunnigan , 113 S. Ct. 1111 ( 1993 )

United States v. Isabel Rodriguez De Varon , 175 F.3d 930 ( 1999 )

United States v. Patterson , 595 F.3d 1324 ( 2010 )

United States v. Joseph Silvestri , 409 F.3d 1311 ( 2005 )

United States v. Bradley , 644 F.3d 1213 ( 2011 )

United States v. Carlos Gonzalez , 485 F.3d 1291 ( 2007 )

United States v. Hubert Garland Evans , 473 F.3d 1115 ( 2006 )

United States v. Arguedas , 86 F.3d 1054 ( 1996 )

United States v. Banks , 347 F.3d 1266 ( 2003 )

United States v. Mateos , 66 A.L.R. Fed. 2d 621 ( 2010 )

United States v. Irey , 612 F.3d 1160 ( 2010 )

United States v. Daniel Francisco Ramirez , 426 F.3d 1344 ( 2005 )

united-states-v-juan-carlos-gonzalez-aka-carlos-gonzalez-aka-j , 940 F.2d 1413 ( 1991 )

United States v. Pugh , 515 F.3d 1179 ( 2008 )

View All Authorities »