United States v. Martinez ( 2009 )


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  •                       RECOMMENDED FOR FULL-TEXT PUBLICATION
    Pursuant to Sixth Circuit Rule 206
    File Name: 09a0410p.06
    UNITED STATES COURT OF APPEALS
    FOR THE SIXTH CIRCUIT
    _________________
    X
    Plaintiff-Appellee, -
    UNITED STATES OF AMERICA,
    -
    -
    -
    Nos. 06-3882/4206
    v.
    ,
    >
    -
    Defendant-Appellant. -
    JORGE A. MARTINEZ,
    -
    N
    Appeal from the United States District Court
    for the Northern District of Ohio at Youngstown.
    No. 04-00430—Donald C. Nugent, District Judge.
    Argued: June 16, 2009
    Decided and Filed: December 1, 2009
    Before: KEITH, COLE, and WHITE, Circuit Judges.
    _________________
    COUNSEL
    ARGUED: Jonathan P. Witmer-Rich, FEDERAL PUBLIC DEFENDER’S OFFICE,
    Cleveland, Ohio, for Appellant. Nina Goodman, UNITED STATES DEPARTMENT OF
    JUSTICE, Washington, D.C., for Appellee. ON BRIEF: Jonathan P. Witmer-Rich,
    FEDERAL PUBLIC DEFENDER’S OFFICE, Cleveland, Ohio, for Appellant. Nina
    Goodman, UNITED STATES DEPARTMENT OF JUSTICE, Washington, D.C., for
    Appellee.
    _________________
    OPINION
    _________________
    COLE, Circuit Judge. A jury convicted Defendant-Appellant Dr. Jorge A. Martinez
    of eight counts of distribution of controlled substances, in violation of 21 U.S.C. § 841
    (Counts 2-5, 7-8, and 10-11); fifteen counts of mail fraud, in violation of 18 U.S.C. § 1341
    (Counts 13-27); ten counts of wire fraud, in violation of 18 U.S.C. § 1343 (Counts 28-37);
    twenty-one counts of health care fraud, in violation of 18 U.S.C. § 1347 (Counts 38-58); and
    1
    Nos. 06-3882/4206             United States v. Martinez                               Page 2
    two counts of health care fraud resulting in the death of patients, in violation of 18 U.S.C.
    § 1347 (Counts 59-60). Martinez’s appeal is based on his claims that the evidence was
    insufficient to support his conviction and that the district court’s admission of a video
    portraying a non-witness physician performing medical procedures constituted reversible
    error. Martinez also argues that his sentence is both procedurally and substantively
    unreasonable. We AFFIRM.
    I. BACKGROUND
    A. Factual Background
    Dr. Jorge A. Martinez, an anesthesiologist, operated a pain-management clinic in
    Parma, Ohio. As part of his practice, Martinez regularly prescribed controlled substances
    and administered injections to ease his patients’ pain and charged the cost of the
    prescriptions and injections—billed as “nerve blocks”—to the patients’ private insurance
    carriers, Medicaid, Medicare, or the Ohio Bureau of Workers’ Compensation (“BWC”)
    (collectively “health care benefit programs”). The bills used standard billing codes to
    identify the services for which Martinez requested compensation. Martinez generally
    advised his patients to receive nerve-block injections every one to two weeks, and he wrote
    his patients prescriptions for oral pain medication to use during the periods between
    injections.
    The Federal Bureau of Investigation (“FBI”) began investigating Martinez for health
    care fraud in the summer of 2002. At that time, as part of an unrelated investigation, the FBI
    noticed that Martinez ranked the highest among Ohio medical practitioners in submitting
    claims for reimbursement for certain procedures to Blue Cross/Blue Shield and that he
    ranked well above his Ohio peers for billing codes for certain medical procedures. During
    this period, the FBI also became aware that the Office of the Inspector General of the United
    States Department of Health and Human Services had received a complaint from its
    Medicaid unit regarding Martinez’s billing practices. FBI Agent Jennifer A. Boyer
    thereupon began an investigation. As part of its investigation, the FBI enlisted one of
    Martinez’s employees, Cindy Bayura, a nurse, to carry an audio-recorder for two days and
    a video camera for eight days to capture covertly the interactions between Martinez and his
    Nos. 06-3882/4206              United States v. Martinez                              Page 3
    patients. Based on the evidence gathered, the Government obtained a search warrant for
    Martinez’s files, arrested him, and indicted him.
    The Government’s theory at trial was that from about January 1998 until September
    2004, Martinez engaged in fraud and endangered his patients by omitting physical
    examinations, ignoring “red flags” of painkiller addiction, giving appreciably more injections
    than were medically necessary or advisable, and providing at-risk patients with treatments
    that would leave them dependent on him for pain-suppressant prescriptions. According to
    the Government, Martinez hinged patients’ receipt of oral pain medication prescriptions on
    their willingness to visit his office and receive nerve-block injections, which Medicare,
    Medicaid, and other insurance companies reimbursed at higher rates than other injections
    and office visits. The Government also argued that Martinez’s fraud involved ignoring his
    patients’ medical needs, resulting in the death of two patients.
    To support its theory at trial, the Government presented evidence that Martinez’s
    administration of injections to patients far exceeded the number administered by other
    pain-treatment doctors in Ohio. For example, the Government admitted BWC reports
    showing that Martinez gave each patient an average of sixty-four nerve-block injections per
    year, while the state average for pain-treatment patients was only 2.5 injections per year.
    Also, on the days that patients received injections, Martinez gave his patients an average of
    4.14 shots in one visit, while the statewide average was only 1.18. Additionally, the
    Government presented evidence that Martinez did not inform patients of the “optional”
    nature of the injections or of the potential risks and side effects.
    The Government’s evidence also established that Martinez saw many more patients
    per day than other Ohio doctors, which, according to the Government’s theory, meant that
    Martinez provided substandard medical care. According to sign-in sheets maintained at
    Martinez’s offices and testimony from former employees, Martinez often saw well over 100
    patients per day and, on average, around sixty patients during the eight-and-one-half hours
    his office was open. At trial, members of Martinez’s staff testified that he frequently spent
    only two to five minutes with patients during appointments and performed little or no
    physical examination of patients during these brief visits, but Martinez billed the visits
    under billing codes used for more extensive office visits. Relatedly, the jury heard evidence
    Nos. 06-3882/4206              United States v. Martinez                               Page 4
    that a doctor who was properly treating his patients for pain could not possibly see that
    number of patients each day.
    The Government’s expert witness, Dr. Douglas Kennedy, a pain-management
    specialist, reviewed the videos of office visits and the medical records for the patients named
    in the indictment. He testified that Martinez’s billing to health care benefit programs was
    “not appropriate in any fashion,” (Joint Appendix (“JA”) 1359), because the procedures and
    office visits for which Martinez submitted bills “could not have been performed.” (JA
    1359.) Moreover, even if the procedures were performed, “they were not medically
    necessary in any way.” (JA 1359.) Dr. Kennedy further explained that the appropriate
    medical practice for administering nerve-block injections allows for no more than “three
    injections over three to six months” unless additional injections are “absolutely indicated and
    everything else has been ruled out,” (JA 1303, 1305), but that Martinez routinely provided
    as many as twenty injections to patients at their weekly or biweekly appointments.
    Additionally, Dr. Kennedy concluded that Martinez’s prescriptions for controlled substances
    could not have been for legitimate medical purposes and that such prescriptions were outside
    the bounds of accepted medical practice. Because of all these factors, Dr. Kennedy testified
    that Martinez and his patients did not have a true doctor–patient relationship.
    The jury also heard evidence that Martinez did not comply with accepted standards
    of medical practice, including the Ohio State Medical Board’s guidelines for prescribing
    controlled substances for intractable pain. Martinez’s patients likewise testified that he
    prescribed high dosages of pain medications without any physical examination or discussion
    of their symptoms. And another government expert witness, Dr. Theodore Parran, a
    specialist in pain management and in the treatment of addiction, reviewed the files for those
    patients named in the indictment and testified that Martinez prescribed medication for
    patients he saw for only a few minutes and frequently ignored “red flags” indicating that a
    patient’s drug use “was out of control.” (JA 2084-91, 2134-66.)
    The Government also argued that Martinez’s techniques were outside the bounds of
    accepted medical practice. The jury was repeatedly shown videos of Martinez treating his
    patients by walking into an exam room, with needle in hand, quickly “jabbing” the patient
    and sometimes “twisting” the needle, then quickly leaving the room. Dr. Kennedy testified
    Nos. 06-3882/4206               United States v. Martinez                               Page 5
    that this technique, without any physical examination or the “palpatation of topical
    landmarks,” made it impossible for Martinez to “know where the medicine [was] going,” and
    Martinez could not have reached the nerves using such an unorthodox technique. (JA 1313-
    14.) Dr. Kennedy also relied on a video of Dr. Mark Boswell administering nerve-block
    injections to demonstrate the “proper” way to perform the medical procedures for which
    Martinez billed.
    Finally, the Government presented evidence regarding several patients who it alleged
    had died as a result of Martinez’s care, including detailed evidence about the circumstances
    surrounding the deaths of two patients, John Lancaster and Blair Knight. The Government
    presented evidence that Martinez’s course of treatment for these two patients led to their
    deaths.
    In his defense, Martinez called several former employees and fifteen former patients,
    all of whom testified that Martinez provided thorough and effective pain treatment. Martinez
    also called Dr. Thomas Stinson, an anesthesiologist, as an expert witness, who testified that
    the nerve-block injections performed by Martinez were within the bounds of accepted
    medical practice.
    B. Procedural Background
    Martinez was charged in a sixty-count indictment. The district court dismissed
    Count 1 (conspiracy to distribute drugs) after all of the evidence had been submitted.
    Following a week-long deliberation, on January 12, 2006, the jury acquitted Martinez on
    Counts 6, 9, and 12—three of the twelve counts of distribution of controlled substances
    outside the bounds of medical practice––and convicted him on all other counts. Martinez
    filed motions for a judgment of acquittal, under Rule 29 of the Federal Rules of Criminal
    Procedure, and for a new trial, under Rule 33 of the Federal Rules of Criminal Procedure.
    The district court denied both motions. On June 14, 2006, the district court sentenced
    Martinez to concurrent terms of 240 months in prison each on Counts 2-5, 7-8, 10-11 and
    13-37, 120 months in prison each on Counts 38-58, and life imprisonment on Counts 59-60.
    Concluding that the calculation of restitution was complicated and required further
    factfinding, the district court referred the matter to a magistrate judge. On August 23, 2006,
    the district court adopted the magistrate judge’s Report and Recommendation as to the
    Nos. 06-3882/4206             United States v. Martinez                                Page 6
    amount of restitution to be paid by Martinez and entered its final judgment. Counsel for
    Martinez filed a notice of appeal on August 30, 2006. The district court entered amended
    judgments that altered the restitution calculation on October 12 and 13, 2006, setting the
    final amount of restitution at $14,322,003.12. Martinez timely appealed.
    II. ANALYSIS
    Martinez makes four arguments on appeal. First, he argues that the district court
    erred in admitting the video of Dr. Mark Boswell performing certain medical procedures on
    the grounds that the video was inadmissible hearsay and that its admission violated
    Martinez’s rights under the Confrontation Clause. Second, Martinez contends that the
    evidence presented at trial was insufficient to sustain his convictions. Third, Martinez claims
    that Dr. Parran’s expert testimony was inadmissible because it was mere speculation.
    Finally, Martinez argues that his sentence is substantively and procedurally unreasonable.
    We address each argument in turn.
    A. Admissibility of the Boswell Video
    1. Inadmissible hearsay
    Martinez appeals his conviction on the ground that the district court erred in
    admitting the video of Dr. Mark Boswell that Dr. Kennedy used during his testimony to
    demonstrate the proper way to perform nerve-block injections. We review the district
    court’s admission or exclusion of evidence under an abuse-of-discretion standard. See
    United States v. Hunt, 
    521 F.3d 636
    , 642 (6th Cir. 2008) (citing United States v. Ganier, 
    468 F.3d 920
    , 925 (6th Cir. 2006)). However, “[i]n reviewing a [district] court’s evidentiary
    determinations, this [C]ourt reviews de novo the court’s conclusions of law . . . and reviews
    for clear error the court’s factual determinations that underpin its legal conclusions.” United
    States v. McDaniel, 
    398 F.3d 540
    , 544 (6th Cir. 2005) (quoting United States v. Reed, 
    167 F.3d 984
    , 987 (6th Cir. 1999)). To the extent the district court’s admission of the Boswell
    video constitutes an error of law, such error is an abuse of discretion. 
    Id. (“[I]t is
    an abuse
    of discretion to make errors of law or clear errors of factual determination.”).
    Turning to the video at issue, during her initial investigation of Martinez, Agent
    Boyer contacted Dr. Boswell, the Chief of the Pain Clinic at University Hospital of
    Nos. 06-3882/4206             United States v. Martinez                                 Page 7
    Cleveland (“University Clinic”). She asked him whether the University Clinic’s library
    contained any videos depicting the type of injections for which Martinez had billed third
    parties. Because the library did not contain any such video, Dr. Boswell agreed to record
    himself performing three types of nerve-block injection procedures on patients: a diagnostic
    branch block (or facet injection), a transforaminal epidural steroid injection, and a
    hypogastric plexus block. The video that Dr. Boswell recorded includes an audio track of
    him communicating with patients and other University Clinic staff members, and the portion
    of the video depicting a transforaminal epidural steroid injection includes textual phrases
    superimposed on the screen. Some of the phrases are descriptive, like “Preparing a sterile
    operative field”; while others are instructive, like “Continue proper needle placement in AP
    view by injecting contrast agent.” Although Dr. Boswell did not appear as a witness during
    the trial, the video of him performing the three procedures was admitted during Dr.
    Kennedy’s testimony. The video was played in three segments, so that each procedure was
    played in its entirety. After each segment, Dr. Kennedy explained the procedure, including
    his views on how the procedure should be performed. After the second segment of the video
    was played, Martinez’s counsel objected to the admission of the video on hearsay grounds.
    The following colloquy occurred:
    Court: How is this admissible.
    [Government]: Because in aid of [Dr. Kennedy’s] testimony, he has
    reviewed these videos. He is familiar with this practitioner and has done
    tens of thousands of these procedures and would like to rely on this just as
    a textbook or any other material relied on by experts in the field to illustrate
    what these procedures are.
    Court: That’s an argument.
    [Defense Counsel]: And that’s why I would like to be heard. There is no
    foundation - - we don’t know if he is an expert, Judge.
    Court: [Dr. Kennedy] testified that he was. Do you know this Doctor who
    performed this?
    [Dr. Kennedy]: Yes, sir.
    Court: Is he an expert in the field?
    [Dr. Kennedy]: Yes.
    Court: And you recognize him as such?
    Nos. 06-3882/4206             United States v. Martinez                                Page 8
    [Dr. Kennedy]: Yes.
    Court: And other people recognize him as such?
    [Dr. Kennedy]: Yes.
    [Defense Counsel]: But how do we get around hearsay, your Honor?
    Court: Objection is overruled.
    (JA 1244-45.) After the Government played and Dr. Kennedy explained the second segment
    of the video, Martinez’s counsel once again objected to the admission of the evidence. The
    court again overruled the hearsay objection, and the Government played the third segment
    of the video. Following Dr. Kennedy’s detailed medical explanation of the three procedures
    demonstrated by Dr. Boswell, the Government showed videos of Martinez performing nerve-
    block procedures. At one point, Dr. Kennedy explicitly compared Martinez’s performance
    to Dr. Boswell’s performance: “Next, [Dr. Martinez] billed for [injections] like you saw Dr.
    Boswell perform yesterday. [Dr. Martinez] performed two facet injections like you saw [Dr.
    Boswell] perform . . . . [Dr. Martinez] did that in a span of about 20 seconds, billed $1,935,
    and you saw how long he was in the room without examining the patient, with nonsterile
    technique . . . . Need I say more?” (JA 1322.)
    On appeal, Martinez challenges both the verbal portions of the video and Dr.
    Boswell’s nonverbal conduct on the video as impermissible hearsay. In conducting our
    review, we must first determine whether the video constitutes a hearsay “statement” under
    the Federal Rules of Evidence. The Federal Rules of Evidence define “hearsay” as “a
    statement, other than one made by the declarant while testifying at the trial or hearing,
    offered in evidence to prove the truth of the matter asserted.” Fed. R. Evid. 801(c). The
    verbal portions of the video––both oral and written––easily satisfy the definition, but the
    definition of statement also includes “nonverbal conduct of a person, if it is intended by the
    person as an assertion.” Fed. R. Evid. 801(a); see also United States v. Sutton, 
    642 F.2d 1001
    , 1051 (6th Cir. 1980) (excluding defendants’ “nonverbal conduct showing possession
    and distribution of a large volume of stolen merchandise” as impermissible hearsay). “The
    key to the definition is that nothing is an assertion unless intended to be one.” Fed. R. Evid.
    801(a) advisory committee’s note. Here, Dr. Boswell made the video in response to an FBI
    request, with the purpose of demonstrating the proper performance of nerve-block injections.
    Nos. 06-3882/4206             United States v. Martinez                               Page 9
    Accordingly, because of Dr. Boswell’s intent, we conclude that his conduct during the
    course of the video is an assertion of proper medical performance and is, therefore, a
    statement under Rule 801(a) of the Federal Rules of Evidence.
    Because the video contains “statements,” we must next determine whether the
    statements were offered for the “truth of the matter asserted.” Fed. R. Evid. 801(c). The
    Government argues that the Boswell video was introduced for a non-hearsay purpose––to
    assist the jury in understanding Dr. Kennedy’s testimony. Demonstrative evidence is
    admissible to assist jurors in understanding basic principles. See, e.g., In re Air Crash
    Disaster, 
    86 F.3d 498
    , 539 (6th Cir. 1996) (affirming admittance of video “to demonstrate
    [a] circuit breaker’s inner workings,” in part, because “[u]se of the videotape was limited to
    demonstration, and the court instructed the jury about the limited basis of its admission”).
    In this case, however, the Government used the video for an additional purpose. The
    Government’s opening statement and closing argument show that the Government intended
    the video to demonstrate not only basic principles but the medically proper way to perform
    nerve-block procedures––and to show that Martinez performed the injections improperly.
    In its opening statement, the Government argued: “Jorge Martinez’s version of an epidural
    will be shown to you, and also shown to you will be the University Hospital’s Pain
    Management Clinic version of what an epidural really is, and you will see quite a
    difference.” (JA 524.) Similarly, in closing argument, the Government referred to the
    Boswell video, and stated that it “showed you how these shots are supposed to be given.”
    (JA 526.) Dr. Kennedy used the video for the same purpose during his testimony. (See, e.g.,
    JA 1260 (telling the jury that “[y]ou saw a lumbar trancoraminal procedure with Dr.
    Boswell”).) Thus, the video was offered “for the truth of the matter asserted”—that the
    procedures as performed in the video are properly performed, and that if Dr. Martinez’s
    performance of those same procedures differed, it was improper. Accordingly, we conclude
    that the video is hearsay.
    Of course, the video may still be admissible if it fits under one of the hearsay
    exceptions. See, e.g., Fed. R. Evid. 803, 804, 807. The most relevant exception, the
    “learned treatise” exception, provides:
    To the extent called to the attention of an expert witness upon
    cross-examination or relied upon by the expert witness in direct
    Nos. 06-3882/4206              United States v. Martinez                                 Page 10
    examination, statements contained in published treatises, periodicals, or
    pamphlets on a subject of history, medicine, or other science or art,
    established as a reliable authority by the testimony or admission of the
    witness or by other expert testimony or by judicial notice. If admitted, the
    statements may be read into evidence but may not be received as exhibits.
    Fed. R. Evid. 803(18) (emphasis added). At the outset, we note that we have not before
    considered whether a video constitutes a “learned treatise.” In Constantino v. Herzog,
    however, the Second Circuit reviewed the district court’s admission of a fifteen-minute
    training video from the audiovisual library of the American College of Obstetricians and
    Gynecologists. 
    203 F.3d 164
    , 168 (2d Cir. 2000). Both parties recognized that the video
    was hearsay, but the district court found the video admissible under the “learned treatise”
    exception. 
    Id. at 168-69.
    The Second Circuit affirmed, holding that the video was a
    “contemporary variant of a published treatise,” and “the video’s use as a training
    resource––‘written primarily and impartially for professionals, subject to scrutiny and
    exposure for accuracy, with the reputation [of its producers and sponsors] at stake’––is
    clearly an important index of its authoritativeness.” 
    Id. at 171,
    173 (quoting Fed. R. Evid.
    803(18) advisory committee’s note) (alteration in original). The court also acknowledged
    that the video included recommendations culled from available literature and the video’s
    narrator had “credentials which compared favorably with those of any expert who testified
    at trial.” 
    Id. at 173.
    The Boswell video does not have the same indicia of reliability as the training video
    at issue in Constantino.      “[L]earned treatises usually have ‘sufficient assurances of
    trustworthiness . . . . [A]uthors of treatises have no bias in any particular case . . . [and] are
    acutely aware that their material will be read and evaluated by others in their field, and
    accordingly feel a strong pressure to be accurate.’” In re Welding Fume Prods. Liab. Litig.,
    
    534 F. Supp. 2d 761
    , 765 (N.D. Ohio 2008) (quoting 2 McCormick on Evidence § 321 (6th
    ed. 2006)). In this case, the Boswell video was prepared for and given to the FBI for
    litigation purposes, it was not subjected to peer review or public scrutiny, and it was not
    “‘written primarily for professionals . . . with the reputation of the writer at stake.’”
    Schneider v. Revici, 
    817 F.2d 987
    , 991 (2d Cir. 1987) (quoting the advisory committee’s
    note accompanying Rule 803(18) to reject the application of the “learned treatise” exception
    to video evidence). Because the Boswell video does not have the necessary qualities of
    Nos. 06-3882/4206             United States v. Martinez                              Page 11
    reliability, we do not need to decide whether a video could satisfy the “learned treatise”
    exception—we simply conclude that the video in this case was impermissible hearsay.
    Having determined that the video was erroneously admitted, next, we ask whether
    its admission was harmless error or whether it requires reversal of Martinez’s conviction.
    In making this determination, we “must take account of what the error meant to [the jury],
    not singled out and standing alone, but in relation to all else that happened . . . . In other
    words, we must find that it was more probable than not that the error materially affected the
    verdict.” United States v. Baker, 
    458 F.3d 513
    , 520 (6th Cir. 2006) (quoting United States
    v. Pugh, 
    405 F.3d 390
    , 400-01 (6th Cir. 2005)). In determining whether such error has
    occurred, we look to “the proceedings in their entirety, in the light of the proofs at trial.”
    Beck v. Haik, 
    377 F.3d 624
    , 635 (6th Cir. 2004), overruled on other grounds by Adkins v.
    Wolever, 
    554 F.3d 650
    (6th Cir. 2009) (internal citations and quotation marks omitted).
    In this case, the video was used to bolster the testimony of the Government’s primary
    expert and created a direct visual contrast between “proper” injections and the allegedly
    “improper” injections Martinez performed. Although the video was admitted in error, we
    conclude that the error did not materially affect the verdict given the remainder of the
    evidence, including Dr. Kennedy’s opinions based on his own review of the Bayura
    recordings and patient files. The jury heard evidence that the procedures for which Martinez
    was billing required careful, precise placement of injection needles, and that such procedures
    could not have been performed during the duration of his patients’ brief office visits. The
    jury viewed multiple videos of Martinez quickly entering a room and injecting a patient or
    repeatedly and rapidly injecting a patient. The jury also heard testimony that such
    procedures did not constitute the billed-for procedures submitted to health care benefit
    programs. Moreover, Dr. Kennedy and Dr. Parran both testified that, if performed, the
    billed-for procedures were medically unnecessary and that Martinez’s prescribing practices
    were outside the bounds of accepted medical practice. To counter this evidence, Martinez
    presented the testimony of a single doctor, and that doctor did not say that Martinez was
    performing the proper procedures during the videos. Thus, given the overwhelming
    evidence that Martinez was not performing medically necessary procedures and that the
    procedures were not those for which he was billing––and considering the weak evidence to
    the contrary––we conclude that any error in admitting the Boswell video was harmless.
    Nos. 06-3882/4206              United States v. Martinez                               Page 12
    2. Confrontation Clause
    On appeal, Martinez also challenges the admission of the Boswell video under the
    Confrontation Clause of the Sixth Amendment. The Confrontation Clause states that “[i]n
    all criminal prosecutions, the accused shall enjoy the right . . . to be confronted with the
    witnesses against him.” U.S. Const. amend. VI. According to the Supreme Court in
    Crawford v. Washington, “the Clause’s ultimate goal is to ensure reliability of evidence, but
    it is a procedural rather than a substantive guarantee. It commands, not that evidence be
    reliable, but that reliability be assessed in a particular manner: by testing in the crucible of
    cross-examination.” 
    541 U.S. 36
    , 61 (2004); see also Melendez-Diaz v. Massachusetts, 
    129 S. Ct. 2527
    , 2536 (2009).
    Because of the importance of cross-examination, “[t]estimonial statements of
    witnesses absent from trial have been admitted only where the declarant is unavailable, and
    only where the defendant has had a prior opportunity to cross-examine.” 
    Crawford, 541 U.S. at 59
    . This restriction applies to only statements that are “offered to prove the truth of
    the matter asserted,” United States v. Gibbs, 
    506 F.3d 479
    , 486 (6th Cir. 2007), and it applies
    whether or not the statement would otherwise be admissible under a hearsay exception. See
    United States v. Hadley, 
    431 F.3d 484
    , 493-95 (6th Cir. 2005). Generally, asserted
    violations of the Confrontation Clause are reviewed using the harmless-error analysis. 
    Pugh, 405 F.3d at 400
    . In this case, however, Martinez did not object to the Boswell video on
    Confrontation Clause grounds at trial, so we review his claim for plain error. 
    Hadley, 431 F.3d at 498
    . To establish plain error, a defendant must show (1) that there was an
    error—“some sort of deviation from a legal rule”; (2) that the error was “obvious, rather than
    subject to reasonable dispute”; and (3) that the error affected the defendant’s “substantial
    rights.” Puckett v. United States, 
    129 S. Ct. 1423
    , 1429 (2009) (internal quotation marks
    omitted). “[I]f the above three prongs are satisfied,” we then have the “discretion to remedy
    the error––which ought to be exercised only if the error seriously affect[s] the fairness,
    integrity or public reputation of judicial proceedings.” 
    Id. (alteration in
    original) (internal
    quotation marks omitted). However, because we have already determined that any error in
    the admission of the video was harmless and we would not exercise our discretion to remedy
    any error here, Martinez cannot establish plain error. See United States v. Kingsley, 
    241 F.3d 828
    , 835-36 (6th Cir. 2001); United States v. Thomas, 
    11 F.3d 620
    , 630 (6th Cir. 1993).
    Nos. 06-3882/4206             United States v. Martinez                              Page 13
    B. Sufficiency of the Evidence
    Martinez also argues that the evidence is insufficient to support his convictions. In
    particular, he contends that the evidence was insufficient to support his conviction for the
    distribution of controlled substances outside the bounds of medical practice and for health
    care, wire, and mail fraud because each patient listed in the indictment for those charges did
    not testify, there was no audio or video evidence of those patients, there was no description
    of Martinez’s treatment of those patients by government witnesses, and the names of those
    patients were not mentioned during the testimony of the expert witnesses. He also argues
    that the evidence was insufficient on the fraud counts based on nerve-block injections
    because the Government’s case at trial focused solely on Martinez’s prescription practices,
    not the nerve-block injections.
    In determining whether there is sufficient evidence to support a conviction, the
    question before us is whether, “after viewing the evidence in the light most favorable to the
    prosecution, any rational trier of fact could have found the essential elements of the crime
    beyond a reasonable doubt.” Jackson v. Virginia, 
    443 U.S. 307
    , 319 (1979) (emphasis
    omitted). In making this determination, we “reverse a judgment for insufficiency of
    evidence only if [the] judgment is not supported by substantial and competent evidence upon
    the record as a whole, [whether or not] the evidence is direct or wholly circumstantial.”
    United States v. Stone, 
    748 F.2d 361
    , 363 (6th Cir. 1984). Moreover, “circumstantial
    evidence alone can sustain a guilty verdict[, and it] need not remove every reasonable
    hypothesis except that of guilt.” United States v. Hughes, 
    505 F.3d 578
    , 592 (6th Cir. 2007)
    (emphasis omitted) (quoting 
    Stone, 748 F.2d at 362
    ).
    1. Counts 38-58: Health Care Fraud in Violation of 18 U.S.C. § 1347
    To obtain a conviction for health care fraud under 18 U.S.C. § 1347, the Government
    is required to prove beyond a reasonable doubt that Martinez: “(1) knowingly devised a
    scheme or artifice to defraud a health care benefit program in connection with the delivery
    of or payment for health care benefits, items, or services; (2) executed or attempted to
    Nos. 06-3882/4206                   United States v. Martinez                                        Page 14
    1
    execute this scheme or artifice to defraud; and (3) acted with intent to defraud.” 
    Hunt, 521 F.3d at 645
    (internal quotations omitted). After reviewing evidence adduced at trial in
    the light most favorable to the Government, we conclude that a rational jury could have
    found beyond a reasonable doubt that Martinez violated § 1347.
    First, we note that, contrary to Martinez’s argument, the lack of individualized
    patient testimony for each count in the indictment alone does not render the evidence
    before the court insufficient. See United States v. Clark, 26 F. App’x 422, 431 (6th Cir.
    2001) (relying on expert testimony instead of patient testimony to establish health care
    fraud under § 1347). If expert testimony is offered in lieu of patient testimony, the
    expert testimony should be sufficiently specific to the patient, date, and services in the
    indictment, but the patients’ names need not be specifically mentioned during the
    expert’s testimony. Id.; cf. United States v. Tran Trong Cuong, 
    18 F.3d 1132
    , 1141 (4th
    Cir. 1994) (finding evidence insufficient to support a doctor’s conviction on eighty
    counts for drug distribution outside the usual course of medical practices and for other
    than legitimate medical purposes where the convictions were based on a medical
    expert’s summary report of thirty-three patient files that were not related to the patients
    listed in the eighty-count indictment). Accordingly, we must determine whether the
    evidence submitted is sufficient to support Martinez’s health care fraud conviction, even
    though the Government did not offer individualized patient testimony.
    We conclude that substantial and competent evidence supports the conclusion
    that Martinez executed a scheme to defraud a health care benefit program by the means
    alleged (the second element of § 1347). The jury heard evidence that between 1998 and
    1
    18 U.S.C. § 1347 is titled “Health care fraud,” and states in relevant part:
    Whoever 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, shall be fined under this title or imprisoned not more than 10 years, or both.
    Nos. 06-3882/4206            United States v. Martinez                            Page 15
    2004, Martinez obtained millions of dollars from Medicare, Medicaid, BWC, and private
    insurers by submitting fraudulent claims for office visits and injections.            The
    Government presented the billing codes that Martinez submitted for reimbursement for
    each day listed in the indictment, the patients’ files, and testimony from Dr. Kennedy
    that Martinez could not have conducted the number of procedures and consultations for
    which he billed. The jury heard evidence that Martinez routinely saw more than sixty
    patients, and often more than 100 patients in a day. Additionally, the jury reviewed
    video and audio recordings that demonstrated the brief amount of time that Martinez was
    physically present with each patient and heard testimony that the billing codes submitted
    required a more thorough office visit than the recordings demonstrated. The jury also
    heard testimony that Martinez’s jabbing techniques could not have possibly served as
    legitimate injections. Moreover, Dr. Kennedy testified that Martinez’s prescription
    practices for controlled substances was outside the bounds of accepted medical practice.
    Last, the jury was presented with sufficient evidence to support an inference that
    Martinez was perpetuating a fraud when he gave injections with such frequency. This
    inference is supported by the testimony of Dr. Kennedy and Dr. Parran, who explained
    that the frequency of injections was so high as to endanger the health of the patients.
    Both physicians testified that the injections were performed as part of a “standard” rather
    than an “individualized” treatment plan. The doctors also testified that many of the
    injections for which Martinez billed were not performed, or, if performed, were not
    medically necessary. Taken together, a jury easily could have inferred from this
    evidence that the bills submitted were part of a scheme to defraud the medical benefit
    programs. See United States v. Canon, 141 F. App’x 398, 405 (6th Cir. 2005)
    (upholding doctor’s conviction under 18 U.S.C. § 1347 because government witness
    testified that patient records did not support the doctor’s use of billing codes and “a
    rational jury could infer a failure to perform from a failure to document”).
    Second, we conclude that there is sufficient evidence to support the jury’s
    determination that Martinez knowingly devised a fraud scheme (the first element of
    § 1347) and that Martinez acted with the intent to commit fraud (the third element of
    § 1347). Martinez’s records for each patient named in the indictment and the claims that
    Nos. 06-3882/4206                 United States v. Martinez                                        Page 16
    Martinez submitted for reimbursement were admitted into evidence and available to the
    jury for review. Dr. Kennedy testified that he reviewed the bills Martinez submitted and
    his patient files, (JA 1266-68, 1274-78), and concluded that the billing was “not
    appropriate in any fashion” and that the procedures claimed in the billing were “not
    medically necessary in any way.” (J.A. 1359-60.) Considering the evidence that
    Martinez performed procedures and prescribed medication that expert witnesses deemed
    medically unnecessary, a rational jury could infer that Martinez knowingly devised a
    billing scheme with the intent to defraud. We, therefore, conclude that there is sufficient
    evidence to support Martinez’s conviction for health care fraud under 18 U.S.C. § 1347.
    2. Counts 13-37: Mail and Wire Fraud in Violation of 18 U.S.C. §§ 1341 and
    1343
    18 U.S.C. § 1341 prohibits the use of the mail to execute a scheme to defraud.2
    To convict Martinez of mail fraud under 18 U.S.C. § 1341, the Government was
    required to prove beyond a reasonable doubt: “(1) a scheme to defraud, and (2) [that
    Martinez caused] the mailing of a letter, etc., for the purpose of executing the scheme.”
    Pereira v. United States, 
    347 U.S. 1
    , 8 (1954); see also Bender v. Southland Corp., 
    749 F.2d 1205
    , 1215-16 (6th Cir. 1984). One “causes” the mails to be used where he or she
    “does an act with knowledge that the use of the mails will follow in the ordinary course
    of business, or where such use can reasonably be foreseen, even though not actually
    intended.” 
    Pereira, 347 U.S. at 8-9
    . “The federal statute prohibiting mail fraud parallels
    section 1343.” United States v. Griffith, 
    17 F.3d 865
    , 874 (6th Cir. 1994) (citing 18
    U.S.C. § 1343). Indeed, the elements of § 1341 and § 1343 are nearly identical. To
    obtain a conviction under § 1343, the Government must prove beyond a reasonable
    doubt: “(1) a scheme or artifice to defraud; (2) use of interstate wire communications in
    2
    18 U.S.C. § 1341, entitled “Frauds and swindles,” states in relevant part:
    Whoever, having devised or intending to devise any scheme or artifice to
    defraud, or for obtaining money or property by means of false or fraudulent pretenses,
    representations, or promises . . . for the purpose of executing such scheme or artifice or
    attempting so to do . . . knowingly causes to be delivered by mail or such carrier
    according to the direction thereon, or at the place at which it is directed to be delivered
    by the person to whom it is addressed, any such matter or thing, shall be fined under this
    title or imprisoned not more than 20 years, or both.
    Nos. 06-3882/4206                   United States v. Martinez                                       Page 17
    furtherance of the scheme; and (3) intent to deprive a victim of money or property.”3
    United States v. Daniel, 
    329 F.3d 480
    , 485 (6th Cir. 2003) (quoting United States v.
    Prince, 214 F.3d 740,747-48 (6th Cir. 2000)). Moreover, the first element of each
    section (scheme to defraud) parallels, in part, the first element of health care fraud under
    § 1347. See 18 U.S.C. § 1347.
    As we have already noted, the Government presented sufficient evidence from
    which a rational jury could find the first element (a scheme to defraud) and the third
    element (intent to defraud) of both mail and wire fraud. Thus, for purposes of
    determining sufficiency of the evidence, we need only determine whether evidence
    existed from which a rational jury could conclude that Martinez used the mail and wire
    communications for each of the specified underlying fraud counts. See 18 U.S.C.
    §§ 1341, 1343. We also note that Martinez does not challenge the sufficiency of the
    evidence as to the second element of each crime—that he caused the allegedly fraudulent
    bills to be mailed or transmitted by wire communications. As such, Martinez has
    forfeited any challenge to the sufficiency of the evidence for this element. United States
    v. Crozier, 
    259 F.3d 503
    , 517 (6th Cir. 2001) (citing United States v. Layne, 
    192 F.3d 556
    , 566 (6th Cir. 1999)) (noting that arguments not developed on appeal are deemed
    forfeited). Accordingly, we conclude that there is sufficient evidence for a jury to
    conclude that Martinez committed mail and wire fraud.
    3
    18 U.S.C. § 1343, entitled “Fraud by wire, radio, or television,” states in relevant part:
    Whoever, having devised or intending to devise any scheme or artifice to
    defraud, or for obtaining money or property by means of false or fraudulent pretenses,
    representations, or promises, transmits or causes to be transmitted by means of wire
    . . . in interstate or foreign commerce, any writings . . . for the purpose of executing
    such scheme or artifice shall be fined under this title or imprisoned not more than 20
    years, or both.
    
    Id. Nos. 06-3882/4206
                     United States v. Martinez                                       Page 18
    3. Counts 59 and 60: Health Care Fraud Resulting in Death in Violation of
    18 U.S.C. § 1347(2)
    Finally, Martinez appeals his conviction under 18 U.S.C. § 1347(2), which
    contains enhanced penalties in the event that a doctor’s health care fraud results in the
    death of a patient. Section 1347(2) states, in relevant part: “[I]f the violation results in
    death, such person shall be fined under this title, or imprisoned for any term of years or
    for life, or both.” As addressed above, there is sufficient evidence to support a rational
    jury’s conviction of Martinez for health care fraud under § 1347. At trial, the
    Government proceeded under the theory that Martinez’s prolonged fraudulent treatment,
    rather than any single treatment or dose, resulted in John Lancaster’s and Blair Knight’s
    deaths. Martinez, however, argues that the Government failed to show that a rational
    jury could find that he caused their deaths. Thus, the standard of causation required to
    show that such fraud “result[ed] in death” becomes important in determining whether
    there is sufficient evidence to support Martinez’s conviction as to these two counts. This
    is an issue of first impression in this Circuit.4
    a.       Required causation under 18 U.S.C. § 1347(2)
    Section 1347 does not indicate the level of causation required to support
    application of its enhanced penalties, but other federal statutes elevate punishment when
    certain willful crimes “result in death.” In particular, 18 U.S.C. § 242 allows for a life
    sentence if death results from certain intentional civil rights violations. In United States
    v. Marler, the First Circuit determinated that § 242’s requirement for enhanced
    punishment is met when the defendant’s willful violation of the statute is a “proximate
    cause” of the victim’s death, concluding that proximate cause can be demonstrated
    where death was the “natural and foreseeable” result of the defendant’s conduct. 
    756 F.2d 206
    , 215-16 (1st Cir. 1985); see also United States v. Woodlee, 
    136 F.3d 1399
    ,
    4
    Although we are the first circuit court to consider what level of causation is required under the
    statute, the Eleventh Circuit has considered whether evidence sufficiently supported a conviction for health
    care fraud “[resulting] in bodily injury or death” under 18 U.S.C. § 1347, see United States v. Merrill, 
    513 F.3d 1293
    , 1298-99 (11th Cir. 2008), and several district courts have examined whether allegations were
    sufficient to support an indictment under that provision. See United States v. Salko, No. 1:07-CR-0286,
    
    2008 U.S. Dist. LEXIS 65211
    , at *17 (M.D. Pa. Aug. 26, 2008); United States v. Mermelstein, 487 F.
    Supp. 2d 242 (E.D.N.Y. 2007). However, none of those courts has specifically construed the meaning of
    the “result[ed] in death” language.
    Nos. 06-3882/4206            United States v. Martinez                             Page 19
    1405 (10th Cir. 1998) (holding that “the bodily injury element of the felony crime is
    satisfied if injury was a foreseeable result of the” defendants’ violation of 18 U.S.C.
    § 254(b)); United States v. Harris, 
    701 F.2d 1095
    , 1101 (4th Cir. 1983) (holding that the
    “if death results” language of 18 U.S.C. § 241 requires only that death is foreseeable and
    naturally results from violating the statute); United States v. Guillette, 
    547 F.2d 743
    , 749
    (2d Cir. 1976) (holding that life imprisonment may be imposed if death results from
    violations of 18 U.S.C. § 241 when the defendant’s violation of that statute is a
    proximate cause of the victim’s death).
    Although we have not interpreted the “results in death” language of § 242, in
    United States v. Wiegand, we interpreted what level of causation is required to show “if
    bodily injury results” under 42 U.S.C. § 3631. No. 93-1735, 1994 U.S. App. Lexis
    37209, at *7 (6th Cir. Dec. 22, 1994). Section 3631 imposes a maximum one-year
    sentence for interfering with an individual’s housing rights “because of [the individual’s]
    race.” 42 U.S.C. § 3631(a). If, however, bodily injury results, the offense becomes a
    felony and is punishable for up to ten years in prison. 
    Id. We upheld
    the enhanced
    punishment because the bodily injury that occurred was the “natural and foreseeable”
    result of the defendant’s violation of the statute. In coming to this conclusion, we
    explained “[a] fundamental principle of criminal law”: “[A] person is held responsible
    for all consequences proximately caused by his criminal conduct. Thus, where events
    are foreseeable and naturally result from one’s criminal conduct, the chain of legal
    causation is considered unbroken . . . .” Wiegand, 1994 U.S. App. Lexis 37209, at *7
    (internal quotation omitted).
    Additionally, in determining that proximate cause was the appropriate causation
    requirement under 18 U.S.C. § 242, the First Circuit in Marler reasoned that “[w]hen the
    Congress provided that [a violation] resulting in death may be punished by life
    imprisonment, we must consider it to have been fully cognizant of the principles of legal
    
    causation.” 756 F.2d at 216
    . The same is true here. Congress was aware of principles
    of legal causation when it determined that a health care fraud “violation [that] results in
    death” warrants an enhanced penalty. See 18 U.S.C. § 1347. We also note that the
    parties do not challenge the district court’s determination that proximate cause is the
    Nos. 06-3882/4206                  United States v. Martinez                                       Page 20
    appropriate standard of causation, and the jury instructions required the jury to find that
    Martinez was the proximate cause of the death of the two patients in order to convict him
    of health care fraud resulting in death.5 We therefore conclude that proximate cause is
    the appropriate standard to apply in determining whether a health care fraud violation
    “results in death.”
    b.       Sufficiency of the evidence to convict Martinez of health care fraud
    “resulting in death”
    Martinez argues that there is insufficient evidence to conclude that he
    proximately caused the deaths of Lancaster and Knight. As we have already determined,
    the evidence sufficiently demonstrated that Martinez committed fraud when he treated
    patients by hurriedly giving them injections and prescriptions rather than taking
    sufficient time to provide his patients with individualized care; the issue of whether
    Martinez was the proximate cause of his two patients’ deaths is a closer question. Our
    decision, however, is guided by the deference we must give to the jury’s verdict. We
    must review the relevant evidence in the light most favorable to the Government and
    must affirm Martinez’s conviction if any rational trier of fact could find that he was the
    proximate cause of Lancaster’s and Knight’s deaths. 
    Jackson, 443 U.S. at 319
    . “This
    standard is a great obstacle to overcome, and presents the appellant in a criminal case
    with a very heavy burden.” United States v. Matthews, 298 F. App’x 460, 464 (6th Cir.
    2008) (internal citations omitted). Thus, in undertaking our review of the jury’s finding
    that Martinez was the proximate cause of the two patients’ deaths, we cannot “substitute
    [our] judgment for that of the jury.” 
    Id. 5 During
    the trial, the jury was instructed that to convict Martinez of health care fraud resulting
    in death, it had to find that Martinez’s fraud was the “proximate or direct cause” of the two patients’
    deaths. According to the instructions, “proximate or direct cause exists where the acts of the Defendant
    in committing healthcare fraud in a natural and continuous sequence directly produces the deaths and
    without which they would not have occurred.” (JA 807.) The court also explained that Martinez is not
    responsible for the deaths of Lancaster and Knight if Martinez’s alleged commission of health care fraud
    was a remote cause of their deaths, i.e., if “the result could not have been reasonably foreseen or
    anticipated as being the likely cause of the deaths.” (JA 807-08.) The jury was further instructed that
    proximate cause does not exist “when another’s act, which could not have been reasonably foreseen and
    is fully independent of [Martinez’s] alleged healthcare fraud, intervenes and completely breaks the effect
    of [Martinez’s] conduct.” (JA 808.)
    Nos. 06-3882/4206            United States v. Martinez                             Page 21
    Our decision is also guided by the principles of proximate cause. “The concept
    of proximate cause incorporates the notion that an accused may be charged with a
    criminal offense even though his acts were not the immediate cause of the victim’s death
    or injury.” 
    Guillette, 547 F.2d at 749
    . “In many situations giving rise to criminal
    liability,” the harm “is not directly caused by the acts of the defendant but rather results
    from intervening forces or events.” 
    Id. “Where such
    intervening events are foreseeable
    and naturally result from [the defendant]’s criminal conduct,” the defendant is
    “criminally responsible for the resulting harm.” Id.; see also Hoopengarner v. United
    States, 
    270 F.2d 465
    , 469 (6th Cir. 1959) (holding defendant culpable for the “natural
    and probable consequence[]” of his conduct). Therefore, even if Martinez did not intend
    for his two patients to die, he can be held responsible for their deaths if there was
    sufficient evidence that it “reasonably might or should have been foreseen . . . that [his
    fraudulent conduct] would be likely to create a situation which would expose another to
    the danger of . . . death.” Id.; see also 
    Harris, 701 F.2d at 1102
    (holding that “if death
    results” requirement under § 241 satisfied because death was “a foreseeable and natural
    result” of defendant’s actions).
    i. John Lancaster
    The evidence presented is sufficient for a rational jury to conclude that
    Lancaster’s death was a reasonably foreseeable consequence of Martinez’s fraudulent
    treatment. The evidence demonstrates that Martinez treated Lancaster nearly every week
    from January 1999 until September 2001, providing him with excessive injections and
    prescriptions, inadequately monitoring him, and failing to provide him with
    individualized care. During this period of time, Lancaster’s health deteriorated from that
    of a relatively healthy and well-adjusted, albeit injured, individual to a moody, abusive,
    and angry individual who no longer worked. There was sufficient evidence for a rational
    jury to infer that Martinez’s treatment of Lancaster enabled and exacerbated Lancaster’s
    addiction to controlled substances. Moreover, Lancaster’s wife, Karen Lancaster,
    testified that she told Martinez that Lancaster had become addicted to drugs and that
    Martinez responded by becoming “defensive and very angry.”                  (JA 2380-83.)
    Additionally, notes in Lancaster’s file indicated that Martinez’s staff was aware that
    Nos. 06-3882/4206             United States v. Martinez                              Page 22
    Lancaster was at risk of becoming an addict and that he had been dismissed as a patient
    by other doctors because of his dependency on prescription drugs. One note in
    Lancaster’s file indicated that he had either used or sold heroin, OxyContin, and Valium,
    and another note on a patient sign-in sheet identified Lancaster as an addict. Even
    Martinez’s own expert, Dr. Stinson, testified that such signals would lead any
    “reasonable” doctor to cease providing drugs to Lancaster.
    Despite the warning signs, Martinez did not alter his treatment of
    Lancaster––including the last time Martinez treated Lancaster. Lancaster’s wife testified
    that on September 4, 2001, Lancaster had recently been released from jail, where he had
    not taken any pain medication. She also testified that her husband was very weak and
    had lost weight. At Lancaster’s last appointment with Martinez on September 5, 2001,
    Lancaster was shaky, loud, and complaining of severe pain because he was suffering
    withdrawal symptoms. Martinez provided Lancaster with prescriptions for Kadian,
    Vicodin, and Valium, all of which Lancaster filled on that day. On the day before
    Lancaster’s death, September 12, 2001, Martinez billed insurance carriers for twelve
    injections to Lancaster, although it is not clear that the billed-for injections were actually
    given on September 5, 2001. Additionally, Martinez submitted the standard report to
    BWC for payment indicating that Lancaster had no complications from the injections,
    made a good recovery, and was discharged in “good condition.”
    The record demonstrates, however, that Lancaster was in anything but “good
    condition.” Records of Lancaster’s office visit show that Lancaster was loud and shaky,
    that Martinez may have slapped Lancaster to calm him down, and that Lancaster took
    a four-hour nap on the examination table following the injections. Less than thirty-six
    hours after his appointment with Martinez, Lancaster was found unconscious, and he
    died less than one week later from aspiration pneumonia caused by a drug overdose.
    Lancaster’s urinary drug screen tested positive for opiates, which include Kadian and
    Vicodin; and benzodiazepines, which include Valium and cocaine. There is also
    evidence that Lancaster had ingested heroin and cocaine, but tests were inconclusive as
    to what drugs actually killed him. However, hospital records indicate that, on the
    afternoon before he was admitted, Lancaster told his wife that he took three Kadian pills
    Nos. 06-3882/4206            United States v. Martinez                            Page 23
    at once. Records also show that Lancaster filled his final Kadian prescription from
    Martinez, and Lancaster had not received a Kadian prescription from any other physician
    for two months before his death. In addition, Dr. Kennedy testified that Martinez’s
    entire course of treatment of Lancaster was a “very strong factor” in Lancaster’s death,
    and that at Lancaster’s last appointment, Martinez “sent him home with medications .
    . . that contributed directly to his death.” (JA 1432-35.) Dr. Parran likewise concluded
    that Martinez’s prescriptions were outside the bounds of medical practice and given for
    no legitimate purpose.
    Viewing the evidence in the light most favorable to the Government, a rational
    jury could have concluded that Lancaster’s death was a foreseeable result of Martinez’s
    conduct.   Martinez over-prescribed controlled substances that led to Lancaster’s
    addiction to narcotics, and Martinez continued to perform unnecessary injections and
    prescribe harmful medications despite the presence of the clear “red flags” of escalating
    addiction. A rational jury could have found that the evidence demonstrates the fraud for
    which Martinez was convicted—providing poor, inattentive treatment while billing for
    quality treatment and excessive, highly-reimbursed nerve-block injections and
    prescriptions—proximately caused Lancaster’s death. Thus, there is sufficient evidence
    for the jury to conclude that Lancaster’s death by overdose was a reasonably foreseeable
    result of Martinez’s conduct. Cf. 
    Merrill, 513 F.3d at 1298-99
    (holding that although
    patients had other illegal substances in their systems when they died, sufficient evidence
    existed for a reasonable jury to conclude that the physician’s fraudulent prescriptions
    caused their deaths because the additional drugs found in their system were the same
    type as those prescribed by the physician).
    In an attempt to break the chain of causation, Martinez argues that Lancaster’s
    use of illegal narcotics constitutes an intervening cause relieving Martinez of criminal
    culpability. This argument fails. “An intervening act is a coincidence when the
    defendant’s act merely put the victim at a certain place at a certain time, and because the
    victim was so located it was possible for him to be acted upon by the intervening cause.”
    Wayne R. LaFave, 1 Substantive Crim. L. § 6.4 (f)(3) (2d ed. 2008) (emphasis omitted).
    But, “an intervening act may be said to be a response to the prior actions of the
    Nos. 06-3882/4206           United States v. Martinez                            Page 24
    defendant when it involves reaction to the conditions created by the defendant.” 
    Id. (emphasis omitted);
    Guillette, 547 F.2d at 749 
    (“The concept of proximate cause
    incorporates the notion that an accused may be charged with a criminal offense even
    though his acts were not the immediate cause of the victim’s death or injury.”).
    Accordingly, where “intervening events are foreseeable and naturally result” from a
    defendant’s criminal conduct, “the chain of legal causation [is] unbroken” and the law
    “holds the [defendant] criminally responsible for the resulting harm.” 
    Guillette, 547 F.2d at 749
    . Because “the perimeters of legal cause are more closely drawn when the
    intervening cause was a matter of coincidence rather than response,” an unforeseeable
    coincidence will break the chain of legal cause, but a response will only do so if it is
    abnormal. LaFave, 1 Subst. Crim. § 6.4(f)(3).
    Here, Martinez was not convicted of being the immediate cause of his patients’
    deaths but of fraudulently performing unnecessary medical services that led to his
    patients’ deaths. The jury could have concluded that Martinez’s treatment enabled and
    exacerbated Lancaster’s addiction, and that, given that addiction, the overdose was a
    natural and reasonably foreseeable result. See LaFave, 1 Subst. Crim. § 6.4(h) (noting
    that with respect to felony murder, “self-inflicted harms attributable to the victim’s
    weakened condition[] are quite normal and thus do not break the causal chain”).
    Moreover, the jury was given an intervening-cause instruction. They were instructed
    that they could not convict Martinez if they found that the cause of the two patients’
    deaths was reasonably foreseen and independent of Martinez’s alleged health care fraud.
    We must presume that the jury followed the instructions unless we have evidence to the
    contrary. See Washington v. Hofbauer, 
    228 F.3d 689
    , 706 (6th Cir. 2000). Because a
    rational jury could have found that the addiction and overdose were sufficiently linked,
    we must defer to the jury’s reasonable judgment that the chain of legal causation was not
    broken. Our deferential standard of review requires that we not displace the jury’s
    verdict when Lancaster’s actions as an addict cannot to be said to break the chain of
    proximate causation. See Molton v. City of Cleveland, 
    839 F.2d 240
    , 248 (6th Cir. 1988)
    (holding that suicide of prisoner in police custody was a foreseeable consequence under
    Nos. 06-3882/4206           United States v. Martinez                            Page 25
    the circumstances and, therefore, not an independent intervening cause breaking the
    chain of proximate causation).
    ii. Blair Knight
    As with Lancaster, there is no evidence that a prescription written by Martinez
    directly caused Knight’s death, but there is sufficient circumstantial evidence to allow
    a rational jury to conclude that Martinez proximately caused his death. Before his death,
    Knight was Martinez’s patient for sixteen months, and evidence supports a conclusion
    that Martinez fraudulently treated Knight in a manner similar to that of other patients.
    Evidence at trial demonstrated that, over the course of Knight’s treatment by Martinez,
    Knight’s health deteriorated such that he was bloated, unresponsive, and immobile. As
    with Lancaster, there were “red flags” that Martinez’s treatment was enabling and
    exacerbating Knight’s addiction to controlled substances. There were notes in Knight’s
    charts indicating that Martinez’s staff was aware of Knight’s addiction and that Knight’s
    treatment was harming him, including notes that his speech was “slurred and slow,” that
    Knight had trouble walking due to the lack of feeling in his leg, and that he was failing
    to follow the doctor’s prescribing orders. A January 3, 2001, letter in Knight’s patient
    file indicated that Knight was being treated at a drug rehabilitation facility. Moreover,
    an August 29, 2000, note in Knight’s patient chart stated that Knight was taking “double
    the number” of OxyContin pills that Martinez prescribed, and that his speech was
    “slurred and slow”––indicating overuse of the drug. (JA 1446-47, 3625.) And, as with
    Lancaster and Martinez’s other patients, there is no indication that Martinez provided
    individualized treatment or appropriately responded to these red flags but, instead,
    continued to provide Knight with prescriptions and injections.
    During the two weeks preceding Knight’s death, he twice visited Martinez in
    extreme pain. Knight was so bloated that he could not wear socks or shoes and was
    covered in a red rash. Nonetheless, Martinez’s office notes show that Knight received
    the “standard treatment,” and the notes contain the same generic statements indicating
    that all was going well. There is no evidence that Martinez altered his treatment of
    Knight even though these were indications of drug misuse.        Knight died of a drug
    Nos. 06-3882/4206            United States v. Martinez                           Page 26
    overdose on the same day as his last visit with Martinez. Toxicology reports indicate
    that Knight overdosed on OxyContin pills from an unknown source, as well as
    hydrocodone and Valium. The jury heard evidence that when Knight was transported
    to the hospital, he had green-colored medicine in his mouth and nose, and that
    OxyContin tablets are green or bluish green. During that last office visit, Martinez
    prescribed OxyContin and Endodan, and pharmacy records show that Martinez was the
    only doctor who prescribed OxyContin to Knight shortly before his death.
    There is no definitive evidence that Martinez prescribed the drugs in Knight’s
    system at the time of his death. Nonetheless, there is sufficient evidence that Martinez’s
    overall course of treatment proximately caused Knight’s death. Dr. Kennedy testified
    that Martinez’s entire course of treatment of Knight “contributed largely” to Knight’s
    death. The jury heard evidence that Knight became addicted to narcotics as a result of
    Martinez’s fraudulent prescriptions and injections. Dr. Kennedy suggested that Martinez
    should have monitored Knight’s addiction and provided him with medication only under
    the supervision of an addiction specialist. He also testified that Martinez continued to
    feed Knight’s addiction in order to get Knight to “come in and get [billable] procedures.”
    (JA 1457.) Similarly, Dr. Parran testified that “any reasonable physician should [have
    known] that this patient has an addiction problem” and should have known that
    continued prescriptions would create a risk of overdose. (JA 2118-19.) Based on this
    evidence, a reasonable jury could have inferred that Martinez furthered Knight’s
    addiction to advance his fraudulent billing scheme and that Knight’s subsequent misuse
    of prescribed substances was a foreseeable result of that addiction. Viewing the
    evidence in the light most favorable to the Government, a rational jury could have
    concluded that Knight’s overdose was the reasonably foreseeable result of Martinez’s
    conduct.
    C. Admissibility of Dr. Parran’s testimony
    Related to the issue of causation, Martinez contends that the district court erred
    in admitting testimony from Dr. Parran, an addiction specialist who teaches at Case
    Western Reserve School of Medicine. Dr. Parran testified that the drugs prescribed by
    Nos. 06-3882/4206            United States v. Martinez                             Page 27
    Dr. Martinez caused the deaths of Lancaster and Knight. Martinez objected to Dr.
    Parran’s testimony at trial, but the district court overruled the objection. On appeal,
    Martinez argues that the court impermissibly allowed Dr. Parran to speculate as to the
    causes of Lancaster’s and Knight’s deaths.
    We review the district court’s ruling admitting or excluding expert testimony
    under an abuse-of-discretion standard. Kumho Tire Co. v. Carmichael, 
    526 U.S. 137
    ,
    142 (1999). Rule 702 of the Federal Rules of Evidence provides:
    If scientific, technical, or other specialized knowledge will assist
    the trier of fact to understand the evidence or to determine a fact in issue,
    a witness qualified as an expert by knowledge, skill, experience, training,
    or education, may testify thereto in the form of an opinion or otherwise,
    if (1) the testimony is based upon sufficient facts or data, (2) the
    testimony is the product of reliable principles and methods, and (3) the
    witness has applied the principles and methods reliably to the facts of the
    case.
    Under Rule 702, the district court must examine the expert witness’s testimony for
    reliability and relevance. Our review of the district court’s admission of expert
    testimony must “focus, of course, [] solely on principles and methodology, not on the
    conclusions that they generate,” Daubert v. Merrell Dow Pharms., Inc., 
    509 U.S. 579
    ,
    595 (1993), and we must confirm that the “factual underpinnings of the expert’s opinions
    were sound,” Greenwell v. Boatwright, 
    184 F.3d 492
    , 498 (6th Cir. 1999). However,
    “[v]igorous cross-examination, presentation of contrary evidence, and careful instruction
    on the burden of proof are the traditional and appropriate means of attacking shaky but
    admissible evidence.” 
    Daubert, 509 U.S. at 596
    .
    At trial, Dr. Parran testified that Lancaster’s overdose resulted from medication
    prescribed by Martinez, but on cross-examination he testified that he could not say
    “beyond a reasonable doubt” that the medicine prescribed caused Lancaster’s death. (JA
    2231.) With respect to Knight’s death, Dr. Parran testified that the prescription from
    Martinez “directly and causally contributed,” such that “if it [had not] been for” that
    prescription, Knight would not have overdosed. (JA 2219.) First, we observe that this
    testimony was not admitted in error because it is more than the sort of “unsupported
    Nos. 06-3882/4206              United States v. Martinez                          Page 28
    speculation” that is prohibited, as it was based on Parran’s examination of the toxicology
    reports and the patients’ files. See McLean v. 988011 Ontario, Ltd., 
    224 F.3d 797
    , 801
    (6th Cir. 2000) (noting that an “expert’s conclusions regarding causation must have a
    basis in established fact and cannot be premised on mere suppositions,” and if “based
    on assumed facts, must find some support for those assumptions in the record”). Thus,
    we conclude that Dr. Parran’s testimony was not admitted in error.
    Further, the jury was instructed to consider whether the “course of treatment”
    proximately caused the deaths of Lancaster and Knight––not simply whether the oral
    prescriptions themselves resulted in their deaths. Given the evidence from which a
    rational jury could find that Martinez’s “course of treatment” proximately caused the
    deaths of Lancaster and Knight, we also conclude that any error in admitting Parran’s
    testimony was harmless. 
    Baker, 458 F.3d at 520
    .
    D. Sentencing
    1. Standard of review
    Martinez argues that his sentence was both procedurally and substantively
    unreasonable and that the district court’s loss calculation used to set the appropriate
    amount of restitution was not supported by the evidence. We review challenges to the
    district     court’s   sentencing   determinations     for   reasonableness   under    an
    “abuse-of-discretion standard.” Gall v. United States, 
    552 U.S. 38
    , 56 (2007); Rita v.
    United States, 
    551 U.S. 338
    , 361 (2007); United States v. Booker, 
    543 U.S. 220
    , 261
    (2005). The reasonableness inquiry has both procedural and substantive components.
    United States v. Caver, 
    470 F.3d 220
    , 248 (6th Cir. 2007). Accordingly, “we must
    ‘consider not only the length of the sentence but also the factors evaluated and the
    procedures employed by the district court in reaching its sentencing determination.’”
    United States v. Moon, 
    513 F.3d 527
    , 539 (6th Cir. 2008) (quoting United States v.
    Webb, 
    403 F.3d 373
    , 383 (6th Cir. 2005)).
    Nos. 06-3882/4206            United States v. Martinez                            Page 29
    2. Procedural reasonableness
    Martinez contends his sentence is procedurally unreasonable because the district
    court failed to: (1) explain the calculation of the United States Sentencing Guidelines
    (“U.S.S.G.” or “Guidelines”) range, (2) address Martinez’s objections to the Guidelines
    range as calculated in the Presentence Investigation Report (“PSR”), (3) consider the
    18 U.S.C. § 3553(a) factors, and (4) explain the sentence imposed. Martinez also argues
    that the district court improperly relied on the jury’s implied findings not contained in
    the verdict. In our review of a sentence for procedural reasonableness, we must “ensure
    that the district court committed no significant procedural error, such as failing to
    calculate (or improperly calculating) the Guidelines range, treating the Guidelines as
    mandatory, failing to consider the § 3553(a) factors, selecting a sentence based on
    clearly erroneous facts, or failing to adequately explain the chosen sentence.” 
    Gall, 552 U.S. at 51
    . “Our ‘reasonableness review focuses on the factors listed in § 3553(a), one
    of which is the Sentencing Guidelines themselves.’” 
    Moon, 513 F.3d at 539
    (quoting
    United States v. Duckro, 
    466 F.3d 438
    , 442 (6th Cir. 2006)).
    We may conclude that a sentence is unreasonable when the district court “fails
    to ‘consider’ the applicable Guidelines range or neglects to ‘consider’ the other factors
    listed in 18 U.S.C. § 3553(a), and instead simply selects what the judge deems an
    appropriate sentence without such required consideration.” 
    Moon, 513 F.3d at 539
    (citing United States v. Jones, 
    489 F.3d 243
    , 250-51 (6th Cir. 2007)). The § 3553(a)
    factors are:
    (1) the nature and circumstances of the offense and the history
    and characteristics of the defendant; (2) the need for the sentence to
    reflect the seriousness of the offense, to promote respect for the law, and
    to provide just punishment for the offense; to protect the public from
    further crimes of the defendant; and to provide the defendant with needed
    educational or vocational training, medical care, or other correctional
    treatment in the most effective manner; (3) the kinds of sentences
    available; (4) the appropriate advisory guideline range; (5) any other
    pertinent policy statement issued by the Sentencing Commission; (6) the
    need to avoid unwarranted sentence disparities among defendants with
    similar records who have been found guilty of similar conduct; and
    (7) the need to provide restitution to any victims of the offense.
    Nos. 06-3882/4206            United States v. Martinez                            Page 30
    
    Caver, 470 F.3d at 248
    (quoting 18 U.S.C. § 3553(a)). “[T]he district court need not
    ‘engage in a ritualistic incantation’ of the § 3553(a) factors,” but its decision should be
    “sufficiently detailed to reflect the considerations listed in § 3553(a)” to permit
    meaningful appellate review. 
    Moon, 513 F.3d at 539
    (quoting United States v. McBride,
    
    434 F.3d 470
    , 474 (6th Cir. 2006)). “The district court’s [decision] must also provide
    some indication that the court considered the defendant’s arguments in favor of a lower
    sentence and the basis for rejecting such arguments.” 
    Id. (citing Jones
    , 489 F.3d at
    250-51).
    At the sentencing hearing, the district court made an “initial” finding that “there
    is a total offense level of 43 with a Criminal History Category I,” and then explained the
    sentences that this calculation “initially” allowed for under each of the counts. (JA 870.)
    This calculation was the same as that reached in the PSR, a range to which Martinez
    objected both in writing and at his sentencing hearing. According to the PSR, this
    calculation was reached in the following manner: The base level offense was 7, 24
    additional levels were added for a loss of more than $50 million, 2 additional levels were
    added because the offense involved conscious or reckless risk of death, 2 additional
    levels were added because the offense involved sophisticated means, 6 additional levels
    were added because the offense involved 250 or more victims, 2 additional levels were
    added because the victims were vulnerable, 4 additional levels were added because
    Martinez was the organizer and leader of extensive criminal activity, and 2 additional
    levels were added because Martinez was in a position of trust. This resulted in an
    offense level of 49, which was adjusted downward to the maximum offense level of 43,
    resulting in an advisory Guidelines sentence of life imprisonment.
    In his objections to the PSR, Martinez objected to this calculation for a variety
    of reasons. However, at sentencing, his objection focused on the district court’s method-
    of-loss calculation and the enhancement for vulnerable victims. Martinez’s brief
    addresses only the district court’s calculation of loss. Therefore, Martinez has forfeited
    any other challenge to the Guidelines calculation. 
    Crozier, 259 F.3d at 517
    .
    Nos. 06-3882/4206            United States v. Martinez                           Page 31
    a. Loss calculation
    Martinez argues that the court calculated the loss caused by his crimes
    incorrectly. We disagree. As an initial matter, we note that the district court explained
    the method used to calculate the loss caused by Martinez’s crimes, and we review a
    district court’s calculation of the amount of loss for clear error. United States v.
    Blackwell, 
    459 F.3d 739
    , 772 (6th Cir. 2006). In order to challenge this calculation,
    Martinez must “carry the burden of demonstrating ‘that the court’s evaluation of the loss
    was not only inexact but outside the universe of acceptable computations.’” United
    States v. Raithatha, 
    385 F.3d 1013
    , 1024 (6th Cir. 2004), vacated and remanded on
    other grounds, 
    543 U.S. 1136
    (2005) (quoting United States v. Tardiff, 
    969 F.2d 1283
    ,
    1288 (1st Cir. 1988)). When determining the amount of loss for sentencing purposes,
    “a defendant will be held accountable for the actual or intended loss to a victim,
    whichever is greater, or a combination thereof.” 
    Id. (citing United
    States v. Wade, 
    266 F.3d 574
    , 586 (6th Cir. 2001)); see also U.S.S.G. § 2B1.1, cmt. n.3(A)(ii). Moreover,
    “[s]o long as the intended loss is supported by a preponderance of the evidence, the
    district court may use it in reaching the appropriate offense level.” 
    Raithatha, 385 F.3d at 1024
    (quoting United States v. Logan, 
    250 F.3d 350
    , 371 (6th Cir. 2001)). Following
    a verdict, restitution is properly ordered in the full amount of each victim’s loss. See
    18 U.S.C. § 3664(f)(1)(A). “The term ‘victim’ is defined as ‘a person directly and
    proximately harmed by a defendant’s offense.’” 
    Hunt, 521 F.3d at 648
    (quoting
    18 U.S.C. § 3663A(a)(2)).
    During the sentencing hearing, the court questioned the parties regarding loss
    calculation.   Martinez argued that the amount would properly be calculated at
    approximately $45,000 because that was the loss corresponding to the exact charges on
    the indictment. The court, in turn, articulated the Government’s position and said that
    “the treatment that was given” and “the bills that were either submitted or intended to
    be submitted” by Martinez were not for medical treatment, and therefore all the bills that
    Martinez submitted were “properly covered”in the calculation of intended loss. (JA
    888.) The Government supplemented this explanation, noting that all of the fraud counts
    included an allegation that Martinez “devise[d] a scheme to defraud,” and that the
    Nos. 06-3882/4206            United States v. Martinez                             Page 32
    Government presented proof that the scheme ran from January 1998 until September
    2004. (JA 893-894.) Because the charges referred not only to the specific charges in the
    indictment, but also to the entire scheme underlying the fraud, the total intended loss
    connected to the wire and mail fraud was properly included, resulting in an actual loss
    of more than $12,337,230 for payments actually made to Martinez and an intended loss
    of $60,799,000 for bills submitted by Martinez. These calculations were supported by
    the testimony of representatives from BWC, Medicare, and Medicaid concerning the
    amounts Martinez billed them and the payments Martinez received; by the expert
    testimony of statistician Dr. Michael Nowak, who presented these calculations during
    trial; and by the testimony of Dr. Kennedy, who examined the patient files and bills
    submitted by Martinez.
    “Because [the health care benefit programs] would not have paid for [the
    procedures] but for the presence of [Martinez’s] signature on the orders, [Martinez] was
    the direct and proximate cause of the harm suffered by those entities.” 
    Hunt, 521 F.3d at 648
    . Thus, the district court did not commit error when it accepted the reimbursement
    amounts over the years which Martinez was committing the fraud when it ordered
    restitution. Further, it is appropriate for the court to consider the nature of the fraud in
    determining whether the loss amount should be limited to the specific losses testified to
    or to an amount derived from the nature of the fraud. 
    Id. (rejecting defendant’s
    argument
    that only the specific amounts proven could be included in the loss calculation, and
    accepting estimates for loss based on the Government’s sample and average figures
    provided by the insurance companies). Because the district court did not err in including
    the total amount of intended loss in its calculation, Martinez cannot show that the
    calculation of loss was incorrect.
    b. The district court’s consideration of the 18 U.S.C. § 3553(a) factors
    The court also recognized that the Guidelines are advisory and noted that it had
    reviewed all of Martinez’s objections to the PSR. Here, the district court gave both
    parties an opportunity to argue for what they deemed an appropriate sentence—Martinez
    argued for a sentence of “time served,” and the Government argued for a sentence within
    Nos. 06-3882/4206            United States v. Martinez                           Page 33
    the Guidelines. Following a lengthy presentation by the Government of documents in
    support of a Guidelines sentence in this case, the district court gave Martinez an
    opportunity to argue for a downward variance. Martinez asked the court not to impose
    a “draconian” penalty and professed his innocence, arguing that his actions were merely
    an attempt to relieve his patients’ pain. Martinez also disclaimed responsibility for the
    deaths of Lancaster and Knight, contending that he was not responsible for their drug
    overdoses. He further requested leniency, arguing that a lower sentence was warranted
    based on his years of service to his patients and his status as a non-citizen.
    The record reflects that the district court considered and rejected Martinez’s
    arguments. The court’s reasoning in doing so was “sufficiently detailed to reflect the
    considerations listed in § 3553(a) and to allow for meaningful appellate review.” United
    States v. Mayberry, 
    540 F.3d 506
    , 518 (6th Cir. 2008) (internal quotation marks
    omitted). Although the court acknowledged that some patients were satisfied with the
    care provided by Martinez, it found that he had hurt many more. In response to
    Martinez’s argument that the Guidelines sentence was “draconian,” the court explained:
    [P]eople who were helpless came to [Martinez] as their last hope, and
    [he] didn’t treat them according to medical standards; [he] . . . continued
    their addiction to narcotic drugs, and [he] didn’t get them better; they
    only got worse. And during this course of treatment, at least two people
    died as a result of the fraud and distribution of drugs. That being the
    case, the sentences don’t seem to be draconian.
    (JA 932.) The court also remarked, “the point is, [Lancaster and Knight] came, sought
    treatment, and they were in desperation, and [] you continued to prescribe drugs that
    would continue [their] downward spiral, that resulted in [their overdoses], and that’s why
    you are responsible [for their deaths].” (JA 933-34.) Before announcing Martinez’s life
    sentence, the court stated that it was relying on the findings that it had made under 18
    U.S.C. § 3553(a). Although the district court did not address Martinez’s pleas for a
    lower sentence based on his years of service to his patients and his status as a
    non-citizen, its failure to do so is not procedurally unreasonable. See United States v.
    Liou, 
    491 F.3d 334
    , 339 n.4 (6th Cir. 2007) (noting that “a district court’s failure to
    Nos. 06-3882/4206            United States v. Martinez                             Page 34
    address each argument [of the defendant] head-on will not lead to automatic vacatur”
    (citing Rita v. United States, 
    551 U.S. 338
    , 358 (2007))).
    3. Substantive reasonableness
    In addition to procedural reasonableness, we must determine whether Martinez’s
    sentence is substantively reasonable. United States v. Webb, 
    403 F.3d 373
    , 383 (6th Cir.
    2005). A sentence may be substantively unreasonable where the district court “‘select[s]
    the sentence arbitrarily, bas[es] the sentence on impermissible factors, fail[s] to consider
    pertinent § 3553(a) factors or giv[es] an unreasonable amount of weight to any pertinent
    factor.’” United States v. Collington, 
    461 F.3d 805
    , 808 (6th Cir. 2006) (quoting 
    Webb, 403 F.3d at 383
    ). We have held that sentences within a properly calculated Guidelines
    range are afforded a rebuttable presumption of reasonableness, and the defendant bears
    the burden of rebutting this presumption. 
    Caver, 470 F.3d at 247
    (citing United States
    v. Williams, 
    436 F.3d 706
    , 708 (6th Cir. 2006)). Martinez has failed to rebut that
    presumption, and we conclude that his sentence is substantively reasonable.
    E.      Martinez’s Pro Se Claims
    Martinez raises a number of additional pro se claims, but we decline to address
    them because he is represented by counsel. United States v. Howton, 260 F. App’x 813,
    819 (6th Cir. 2008) (“We decline to address [the defendant’s pro se] arguments because
    [the defendant] was represented by counsel in this matter.”). Even if we did address
    such claims, they are without merit.
    III. CONCLUSION
    For the foregoing reasons, we AFFIRM Martinez’s conviction and sentence.
    

Document Info

Docket Number: 06-4206

Filed Date: 12/1/2009

Precedential Status: Precedential

Modified Date: 9/22/2015

Authorities (52)

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united-states-v-john-lester-harris-united-states-of-america-v-dennis , 701 F.2d 1095 ( 1983 )

united-states-v-carl-sutton-jr-joseph-spinoza-elkins-dyeatra-ann , 642 F.2d 1001 ( 1980 )

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Rufus Washington v. Gerald Hofbauer , 228 F.3d 689 ( 2000 )

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United States v. Steven Lynn Griffith , 17 F.3d 865 ( 1994 )

United States v. Ming Liou , 491 F.3d 334 ( 2007 )

United States v. Wendell Layne , 192 F.3d 556 ( 1999 )

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Pereira v. United States , 74 S. Ct. 358 ( 1954 )

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