United States v. Robert William Barton ( 2018 )


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  •                 Case: 17-10559    Date Filed: 12/06/2018   Page: 1 of 31
    [PUBLISH]
    IN THE UNITED STATES COURT OF APPEALS
    FOR THE ELEVENTH CIRCUIT
    ________________________
    No. 17-10559
    ________________________
    D.C. Docket No. 8:14-cr-00496-EAK-AEP-1
    UNITED STATES OF AMERICA,
    Plaintiff - Appellee,
    versus
    ROBERT WILLIAM BARTON,
    Defendant - Appellant.
    ________________________
    Appeal from the United States District Court
    for the Middle District of Florida
    ________________________
    (December 6, 2018)
    Before MARCUS, NEWSOM and ANDERSON, Circuit Judges.
    MARCUS, Circuit Judge:
    Robert Barton was charged by a grand jury sitting in the Middle District of
    Florida, tried by a petit jury, and convicted in a single count of being a felon in
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    possession of a firearm in violation of 
    18 U.S.C. § 922
    (g). The evidence adduced
    at trial was overwhelming, including Barton’s two confessions, first at the scene of
    his arrest and later to a jailhouse informant, corroborating testimony from the
    passenger in Barton’s vehicle at the time of the arrest, and deoxyribonucleic acid
    (DNA) evidence directly linking Barton to the firearm. The single issue raised on
    appeal is whether the district court abused its considerable discretion under
    Daubert v. Merrell Dow Pharmaceuticals, Inc., 
    509 U.S. 579
     (1993), in admitting
    expert testimony concerning the DNA evidence. We can discern no error in the
    trial court’s exercise of its critical gatekeeping function and, accordingly, affirm
    the conviction.
    I.
    A.
    At approximately 10 p.m. on August 5th, 2014, Robert Barton was driving
    with his girlfriend, Lisa Moore, and her young daughter, Emma, in Hillsborough
    County, Florida. Hillsborough County Sheriff’s Department Lieutenant William
    Gergel encountered the vehicle, ran its license plate, and discovered it to be a
    stolen tag that did not match the vehicle. Gergel switched on his lights to pull
    Barton over and called for backup. Barton quickly complied. Gergel approached
    the vehicle, explained why he had pulled the car over, and asked for Barton’s
    license and registration. Gergel observed that Barton appeared “nervous.” Barton
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    produced his license and claimed he had borrowed the car from his “soon-to-be ex-
    wife” and did not know that the tag was stolen. Gergel went to his car and
    confirmed that the car was unregistered and that the tag and vehicle did not match.
    He then asked Barton to walk to the back of the vehicle, explained that he would
    probably have to impound the car because it was not registered, and asked Barton
    if there was anything illegal in it. Barton initially insisted there was nothing in the
    car, but when Gergel reiterated to Barton that the vehicle would be impounded and
    anything inside would be discovered, Barton simply put his head down and shook
    it.
    Meanwhile, one of the officers who arrived on the scene, Deputy Geraldine
    Charles, saw in the back seat what appeared to be a firearm -- but turned out to be a
    BB gun -- and then initiated a search of the vehicle. In the course of the search,
    Deputy Charles discovered on the front floor under the passenger’s seat a loaded
    .22-caliber revolver whose serial number had been scratched off. Both Barton and
    Moore had felony convictions. After Deputy Charles read Barton his Miranda
    rights, but before she asked him about the gun, Barton stated, “I will say the gun is
    mine.” Deputy Charles told Barton that she did not want him to just “say” it was
    his; she wanted Barton to tell the truth. Barton responded that the gun was in fact
    his and that he had thrown it under the passenger’s seat when he saw Gergel’s
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    lights. Barton explained that he bought the firearm from a guy off the street in
    Zephyrhills.
    At trial, the Government presented substantial evidence corroborating
    Barton’s confession. Moore testified that while they were being pulled over, she
    felt a gun being thrown at her feet and she kicked it under the passenger’s seat.
    Willie Sims, a jailhouse informant, testified that Barton had confessed while the
    two shared a holding cell awaiting court appearances. Finally, the Government
    introduced DNA evidence analyzed from the firearm through its expert, Candy
    Zuleger, Director of Trinity DNA Solutions, a private laboratory that performed
    the Barton DNA testing. She opined that the DNA profile found on the firearm
    would match with only 1 out of 41 million people in the general population.
    Barton presented his own DNA expert, Dr. Elizabeth Johnson, who, after extensive
    examination, disagreed with Zuleger’s opinion.
    B.
    Before trial, Barton moved in limine to exclude the DNA evidence and
    Zuleger’s testimony. The district court referred the motion to a magistrate judge,
    who held a Daubert hearing at which Zuleger and Johnson both testified.
    The issues raised at the Daubert hearing and in this appeal warrant a word of
    background on DNA. DNA is a complex molecule that contains the biological
    coding of human traits. Within a typical human cell, DNA is wrapped tightly into
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    forty-six chromosomes forming twenty-three pairs. Physical locations (known to
    scientists as “loci”) on one chromosome correspond with physical locations on its
    paired chromosome; for each locus on a chromosome that influences an attribute,
    there is a related locus on its paired chromosome that also influences the attribute.
    The DNA found at these loci are called “alleles,” and alleles, like chromosomes,
    come in pairs. While more than 99% of DNA is identical from person to person,
    scientists have determined that certain alleles are highly variable between
    individuals, and have likewise determined the statistical probability of finding
    those alleles in the greater population. Forensic DNA analysis focuses on these
    loci and alleles known to vary widely: when a profile of such alleles from a known
    person is compared to a profile of alleles from an unknown DNA sample,
    statistical analysis can determine the frequency with which a sample from a
    random member of the general population would also be a match.
    At the Daubert hearing, Zuleger explained Trinity’s methodology for testing
    and analyzing DNA. As a laboratory accredited by the ANSI-ASQ1 National
    Accreditation Board (ANAB), Trinity adheres to the International Organization for
    Standardization (ISO) 17025 Standards and the FBI Quality Assurance Standards
    for Forensic DNA Testing Laboratories (QAS). These standards are
    operationalized through Trinity’s Forensic Biology Procedures Manual, which is
    1
    ANAB is jointly named for the American National Standards Institute (ANSI) and the
    American Society for Quality (ASQ).
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    audited biennially as part of the accreditation process. The ISO standards govern
    laboratory management, while the QAS standards govern DNA testing and
    analysis. Trinity’s procedures manual also incorporates the guidelines set forth by
    the Scientific Working Group on DNA Analysis Methods (SWGDAM), a group of
    approximately fifty scientists representing federal, state, and local forensic DNA
    laboratories in the United States and Canada. Zuleger testified -- and Barton does
    not dispute -- that she fully adhered to Trinity’s procedures manual in this case.
    Zuleger explained that the DNA in Barton’s case was tested using the
    Polymerase Chain Reaction/Short Tandem Repeat (PCR/STR) method -- a method
    used by every accredited laboratory in the country. Importantly, Barton does not
    challenge the reliability of PCR/STR generally. This testing process involves five
    basic steps: collection, extraction, quantitation, amplification, and profile analysis.
    To begin, the sample is collected from the source -- in this case, the firearm. The
    DNA is then extracted from the sample and put into a solution for testing. Next,
    quantitation estimates how much DNA is present in the sample. As Zuleger
    testified, this is a critical step because either too much or too little DNA in the
    sample can interfere with later stages of analysis: too much DNA can make the
    results unreadable, while too little can prevent the lab from obtaining a DNA
    profile at all. Zuleger testified, however, that even when quantitation estimates
    very little or no DNA at all in the sample, the lab continues with later stages of
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    analysis because the manufacturer’s validation studies revealed that it is
    nevertheless possible to obtain usable data. Zuleger indicated that the optimal
    amount of DNA is .5 nanograms, or 500 picograms, and that in this case,
    quantitation estimated 210 picograms in the sample obtained from the firearm.
    Using PCR in the amplification step, the analyst then makes millions of
    copies of the DNA by adding it to a “DNA kit,” a combination of chemicals that
    produces the reaction. Before laboratory use, a DNA kit is subjected to validation
    testing, which establishes interpretation guidelines for profile analysis. The
    interpretation guidelines from validation testing on the DNA kit used in this case,
    the PowerPlex Fusion, appear in Trinity’s procedures manual, and include the
    parameters in which an analyst may conclude that there is a “major donor” in a
    sample that contains more than one person’s DNA. Finally, Zuleger explained, the
    sample is analyzed by a computer, which produces an electropherogram, a
    visualization of the genetic data from which the analyst conducts profile analysis.
    The alleles at each loci appear as “peaks” on the electropherogram.
    Profile analysis is relatively straightforward where the DNA in the sample
    comes from one individual. One or two peaks will appear at each loci and a DNA
    profile will be readily determined. The process becomes more complicated where
    the DNA in the sample is a mixture from two or more individuals. In that case,
    more than two peaks may appear at any given locus and an individual profile may
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    be determined only if the analyst is able to distinguish between donors, including
    by isolating a so-called “major donor.” Major donors are determined by peak-
    height differences, and Trinity’s procedures manual dictates the peak-height ratios
    and peak-height intensity considerations necessary to identify a major donor.
    Here, because one individual can have a maximum of two peaks at any one
    locus and because there were five peaks at certain loci, Zuleger determined that the
    DNA mixture came from at least three individuals. Following Trinity’s
    procedures, Zuleger determined that there was a major donor in the mixture,
    identified a partial DNA profile for that major donor, and then compared that
    profile to the known Barton profile. During analysis, Zuleger excluded data that
    fell below Trinity’s so-called “analytical threshold” and its so-called “stochastic
    threshold” -- that is, data that could be subject to stochastic effects, random
    distortions including allele drop-out or drop-in, which can occur particularly with
    mixture samples. Zuleger testified that exclusion of this data leads to a more
    conservative statistic.
    Zuleger used a modified random match probability statistical analysis, and
    concluded that the frequency of occurrence of the major DNA profile derived from
    the firearm sample was 1 in 41 million in the general population. The obvious
    implication of Zuleger’s testimony was that it is extraordinarily unlikely that the
    DNA found on the firearm came from someone other than Barton.
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    On the second day of the Daubert hearing, defense DNA expert Dr.
    Elizabeth Johnson testified that there were three major problems with Zuleger’s
    methodology and analysis: (1) that the “major donor” call was unreliable because
    Trinity’s standards regarding peak-height ratios were inadequate; (2) that no
    validation studies pertaining to three-or-more person mixtures had been performed
    on the PowerPlex Fusion DNA kit; and (3) that the quantity of DNA material (210
    picograms) was so low as to be classified as “low copy,” and thus inherently
    unreliable. In support of her contentions, Johnson cited the procedures manuals
    from the Harris County crime lab and the California Department of Justice, and
    claimed that they are representative of what is generally accepted in the scientific
    community.
    In his 16-page Report and Recommendation -- with the benefit of over six
    hours of expert testimony and argument of counsel -- the magistrate judge
    recommended that Barton’s motion be denied. For starters, he concluded that
    Barton’s argument regarding the validation studies lacked merit because the
    studies were done under well-accepted standards and Zuleger testified that the
    same principles outlined in the validation studies for mixtures applied whether the
    mixture contained DNA from two, three, or more donors. Meanwhile, Barton
    failed to present anything demonstrating the result would have differed if Trinity’s
    validation studies were conducted with complex mixtures from three or more
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    donors. Next, the court found that while 210 picograms is below the optimal
    amount of DNA for testing and may increase the risk of stochastic effects, those
    effects may be “appropriately considered by trained forensic biologists under
    acceptable standards.”
    The magistrate judge thus concluded that “assigning a blanket DNA
    minimum threshold is misguided when the real interpretive challenge -- the
    presence of stochastic effects -- is not perfectly correlated with quantity and can
    typically be determined by reviewing [the] . . . test results.” And in this case,
    because Zuleger “identified the presence of stochastic effects[,] she proceed[ed]
    more cautiously in interpreting the data from the unknown sample, and did so by
    following the interpretation guidelines memorialized from the PowerPlex Fusion
    validation studies, along with Trinity’s procedures, as outlined in the Manual.”
    Finally, the magistrate judge determined that the third argument regarding
    major peak heights likewise lacked merit. Because Johnson based her testimony
    on the procedures utilized by two different laboratories -- both of which “went
    through the same or similar accreditation process as Trinity” -- the magistrate
    judge concluded that these sources offered “at best an alternative procedure in
    comparison with the procedures outlined in Trinity’s Manual and the validation
    studies performed by Trinity on the PowerPlex Fusion kit.” Relying on this
    Court’s opinion in Quiet Technology DC-8 v. Hurel-Dubois UK Ltd., 
    326 F.3d 10
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    1333 (11th Cir. 2003), the magistrate judge concluded that each of Barton’s three
    arguments appropriately went to the weight of the evidence, and did not warrant its
    exclusion under Daubert. After a de novo review, the district court adopted the
    Report and Recommendation over Barton’s objections.
    On September 14, 2016, the jury returned a guilty verdict on the single count
    of the indictment. The district court sentenced Barton to serve a 210-month term
    of imprisonment, followed by three years of supervised release.
    On appeal, Barton argues only that the district court erred in admitting
    Zuleger’s expert testimony and asks this Court to overturn his conviction and
    remand the case for a new trial.
    II.
    “We review for abuse of discretion the district court’s decisions regarding
    the admissibility of expert testimony and the reliability of an expert opinion.”
    United States v. Frazier, 
    387 F.3d 1244
    , 1258 (11th Cir. 2004) (en banc); see also
    Kumho Tire Co., Ltd. v. Carmichael, 
    526 U.S. 137
    , 152 (1999) (“[A] court of
    appeals is to apply an abuse-of-discretion standard when it reviews a trial court’s
    decision to admit or exclude expert testimony.”) (quotations and alterations
    omitted).
    This abuse-of-discretion standard “recognizes the range of possible
    conclusions the trial judge may reach,” Frazier, 
    387 F.3d at 1259
    , and thus affords
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    the district court “considerable leeway” in evidentiary rulings, 
    id. at 1258
    .
    Accordingly, “the ‘deference that is the hallmark of abuse-of-discretion review,’
    requires that we not reverse an evidentiary decision of a district court ‘unless the
    ruling is manifestly erroneous.’” 
    Id. at 1259
     (first quoting Gen. Elec. Co. v. Joiner,
    
    522 U.S. 136
    , 143 (1997); then quoting 
    id. at 142
    ). That is, this Court “must
    affirm unless we find that the district court has made a clear error of judgment, or
    has applied the wrong legal standard.” 
    Id.
    Further, even an abuse of discretion will not warrant reversal where the
    resulting error was harmless. We “will not overturn an evidentiary ruling and
    order a new trial unless the objecting party has shown a substantial prejudicial
    effect from the ruling.” Maiz v. Virani, 
    253 F.3d 641
    , 667 (11th Cir. 2001).
    Substantial prejudice goes to the outcome of the trial; “where an error had no
    substantial influence on the outcome, and sufficient evidence uninfected by error
    supports the verdict, reversal is not warranted.” United States v. Drury, 
    396 F.3d 1303
    , 1315 (11th Cir. 2005) (quoting United States v. Hawkins, 
    905 F.2d 1489
    ,
    1493 (11th Cir. 1990)).
    III.
    A.
    Our analysis begins with Rule 702 of the Federal Rules of Evidence, which
    provides:
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    A witness who is qualified as an expert by knowledge, skill, experience,
    training, or education may testify in the form of an opinion or otherwise if:
    (a) the expert’s scientific, technical, or other specialized knowledge will
    help the trier of fact to understand the evidence or to determine a fact
    in issue;
    (b) the testimony is based on sufficient facts or data;
    (c) the testimony is the product of reliable principles and methods; and
    (d) the expert has reliably applied the principles and methods to the facts
    of the case.
    Fed. R. Evid. 702.
    “As the Supreme Court made abundantly clear in Daubert, Rule 702
    compels the district courts to perform the critical ‘gatekeeping’ function
    concerning the admissibility of expert scientific evidence.” Frazier, 
    387 F.3d at 1260
     (quoting Daubert v. Merrell Dow Pharm., Inc., 
    509 U.S. 579
    , 589 n.7, 597
    (1993)) (emphasis added in original). Because expert testimony can be both highly
    persuasive and difficult for a lay jury to evaluate, the importance of this
    gatekeeping function “cannot be overstated.” 
    Id.
     To faithfully discharge its
    gatekeeping duty, the trial court must engage in a rigorous three-part analysis and
    consider whether:
    (1) the expert is qualified to testify competently regarding the matters he
    intends to address; (2) the methodology by which the expert reaches his
    conclusions is sufficiently reliable as determined by the sort of inquiry
    mandated in Daubert; and (3) the testimony assists the trier of fact, through
    the application of scientific, technical, or specialized expertise, to understand
    the evidence or to determine a fact in issue.
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    Id.
     (quoting City of Tuscaloosa v. Harcros Chems., Inc., 
    158 F.3d 548
    , 562 (11th
    Cir. 1998)).
    Only the second prong -- reliability -- is at issue in this case.2 “When
    evaluating the reliability of scientific expert opinion, the trial judge must assess
    ‘whether the reasoning or methodology underlying the testimony is scientifically
    valid and . . . whether that reasoning or methodology properly can be applied to the
    facts in issue.’” 
    Id.
     at 1261–62 (footnote omitted) (quoting Daubert, 
    509 U.S. at
    592–93). Daubert sets forth a number of illustrative, though not exhaustive, factors
    that should be considered in determining reliability, including:
    (1) whether the expert’s theory can be and has been tested; (2) whether the
    theory has been subjected to peer review and publication; (3) the known or
    potential rate of error of the particular scientific technique; and (4) whether
    the technique is generally accepted in the scientific community.
    Quiet Tech. DC-8 v. Hurel-Dubois UK Ltd., 
    326 F.3d 1333
    , 1341 (11th Cir. 2003);
    see also Frazier, 
    387 F.3d at 1262
     (“These factors are illustrative, not exhaustive;
    not all of them will apply in every case, and in some cases other factors will be
    equally important in evaluating the reliability of proffered expert opinion.”).
    Notwithstanding its critical gatekeeping function, the trial court is just that --
    a gatekeeper -- and Rule 702 is a screening procedure, not an opportunity to
    2
    Indeed, the first and third prongs are beyond dispute. Zuleger has extensive scientific training
    and decades of work in DNA testing laboratories, and Barton stipulated at the Daubert hearing
    that she is a qualified DNA expert. As for the third prong, the presence or absence of the
    Defendant’s DNA on the firearm goes to the very heart of the case -- whether the Defendant, a
    convicted felon, was in fact in possession of a firearm -- and thus indisputably assists the jury “to
    determine a fact at issue.” Frazier, 
    387 F.3d at 1260
    .
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    substitute the trial court’s judgment for that of a jury. In that regard, “it is not the
    role of the district court to make ultimate conclusions as to the persuasiveness of
    the proffered evidence,” Quiet Tech., 
    326 F.3d at 1341
    , and “[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,” 
    id.
     (quoting Daubert, 
    509 U.S. at 596
    ).
    B.
    Here, the trial court could fairly determine that Zuleger’s opinions were
    based on reliable methods and sufficiently reliable application of those methods to
    satisfy Daubert and warrant admission. The reliability of the basic methodology --
    PCR/STR testing -- is not in dispute. Barton agrees that this type of testing is
    reliable and generally accepted within the scientific community. He instead argues
    that the use of this testing with the low quantity of a complex DNA mixture present
    in this case, and in the absence of appropriate validation testing and interpretive
    thresholds for complex mixtures, rendered the data unreliable and Zuleger’s
    opinion drawn from the data inappropriate. Thus, he argues that the trial court
    abused its discretion in admitting the evidence.
    We remain unpersuaded. The magistrate judge had before him the
    competing scientific testimony of two qualified experts. One relied on Trinity’s
    procedures manual, while the other relied on the procedures of two other
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    laboratories. All of these procedures, though different, were reviewed and
    approved by a highly regarded accrediting body. Looking at the explanations,
    methodology, and procedures used by Zuleger, the magistrate judge concluded that
    the Daubert standard was met. And far from “rubber stamp[ing]” the expert
    testimony, as Barton claims, the magistrate judge carefully considered each of
    Barton’s arguments against the reliability of Zuleger’s proposed testimony and
    found the opinions reliable based on the methods she employed and in reference to
    Trinity’s audited procedures. While it is true that “[t]he trial court’s gatekeeping
    function requires more than simply ‘taking the expert’s word for it,’” Fed. R. Evid.
    702 advisory committee’s note (2000 amends.), Zuleger explained in detail how
    she formed her expert opinion based on reliable and generally accepted methods.
    Moreover, the magistrate judge credited Zuleger’s testimony only in light of
    other indicia of reliability, including the auditing and accreditation process. Barton
    argues for the first time in this Court that accreditation and auditing history are not
    useful indicia of a lab’s adherence to reliable methodology. In support of this
    argument, Barton cites a number of news articles regarding laboratories that were
    either closed or reprimanded for serious lapses despite having been accredited.
    This information was not presented to the trial court. But even if it had been, the
    failure of accreditation and auditing to uncover problems in a few different labs
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    does not make it an abuse of discretion for the court to have found accreditation
    probative of reliability.
    Ultimately, the trial court concluded that the arguments raised by Barton did
    not undermine admissibility under Daubert, but rather went to the weight of the
    evidence and could be presented to the jury at trial. In so holding, the trial judge
    relied heavily on our opinion in Quiet Technology, which is analogous to this case.
    In that case, the appellant argued not about the reliability of the particular kind of
    study or methodology, but rather that the expert “misapplied the generally valid
    principles underlying” the type of study he performed. Quiet Tech., 
    326 F.3d at 1344
    . Specifically, appellant argued that the expert had failed to use the proper
    equations in calculating certain data that was ultimately put into analysis software.
    Similarly here, Barton argues that Zuleger failed to perform certain calculations
    that would have altered the data ultimately used to determine that the frequency of
    occurrence of the major DNA profile derived from the firearm sample was 1 in 41
    million in the general population. The Quiet Technology Court found that the
    “identification of such flaws in generally reliable scientific evidence is precisely
    the role of cross-examination.” 
    Id. at 1345
    ; see also Rosenfeld v. Oceania Cruises,
    Inc., 
    654 F.3d 1190
    , 1193 (11th Cir. 2011) (“Indeed, ‘in most cases, objections to
    the inadequacies of a study are more appropriately considered an objection going
    to the weight of the evidence rather than its admissibility.’”) (quoting Hemmings v.
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    Tidyman’s Inc., 
    285 F.3d 1174
    , 1188 (9th Cir. 2002)). The Court concluded that
    “[b]ecause [the expert’s] methods and results were discernible and rooted in real
    science -- i.e., were ‘intellectual[ly] rigor[ous]’ -- they were empirically testable.
    As such, they were subject to effective cross examination and, indeed, were
    questioned vigorously” by the appellant at trial. Quiet Tech., 
    326 F.3d at 1346
    (quoting Kumho Tire, 
    526 U.S. at 152
    ). The same is true here: Zuleger testified at
    trial, Barton vigorously cross-examined Zuleger and offered the rebutting
    testimony of Johnson, another expert, and the jury was left to evaluate the
    evidence. Moreover, the district judge appropriately instructed the jury that they
    were to treat expert scientific testimony like “any other witness’s testimony” and
    “decide for [themselves] whether to rely upon the opinion.”
    The trial court rightly reached its decision based on an evaluation of the
    foundations of Zuleger’s testimony and the failure of the defense to rebut it with
    anything but the testimony of a competing expert, who employed the same general
    methodology. Indeed, it would have gone beyond the gatekeeping function of the
    trial court to exclude Zuleger’s testimony on the basis of a credibility
    determination favoring Johnson’s. See Ambrosini v. Labarraque, 
    101 F.3d 129
    ,
    141 (D.C. Cir. 1996) (“The district court[] err[ed] . . . [by] misconce[iving] of the
    limited ‘gatekeeper’ role envisioned in Daubert. By attempting to evaluate the
    credibility of opposing experts and the persuasiveness of competing scientific
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    studies, the district court conflated the questions of the admissibility of expert
    testimony and the weight appropriately to be accorded such testimony by a fact
    finder.”) (cited approvingly in Quiet Tech., 
    326 F.3d at 1341
    ). The issues raised
    by Johnson’s competing testimony went to the weight owed Zuleger’s expert
    opinion, and were properly left to the jury. Under these circumstances, the trial
    court did not abuse its discretion in allowing the presentation of Zuleger’s expert
    testimony to the jury.
    IV.
    On appeal, Barton offers substantial additional evidence on the reliability of
    Zuleger’s methodology, including several scientific journal articles and the
    updated 2017 SWGDAM guidelines. Much of this evidence is potentially
    probative of reliability. The 2017 SWGDAM guidelines in particular contain an
    important update relating to validation studies for greater-than-two-person
    mixtures. Barton acknowledges on appeal that Trinity’s procedures were
    developed in accordance with the 2010 SWGDAM guidelines, but argues that
    those guidelines were primarily designed to cover single-source samples and two-
    person mixtures. He points to SWGDAM’s Frequently Asked Questions (FAQs)
    relating to the 2010 guidelines, which note that the “nuances and limitations to the
    interpretation of . . . more complex mixtures . . . are not fully explored in the 2010
    guidelines,” and thus “encourage” laboratories “to perform additional validation
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    studies of complex mixtures to further their understanding of the issues related to
    these challenging samples.”
    The 2017 guidelines, on the other hand, explicitly address such complex
    mixtures, and take a strong position on mixture validation testing. Under the new
    guidelines:
    Interpretation guidelines for mixtures must be based on mixture studies
    conducted using known contributors that represent the number of
    contributors and the range of general mixture types (e.g., mixture
    proportions and template quantities) for which the procedure will be used in
    casework. If a laboratory will be interpreting mixtures containing stochastic
    level data, the validation studies on which the interpretation guidelines are
    based should contain mixtures with stochastic level data.
    SWGDAM Interpretation Guidelines for Autosomal STR Typing by Forensic
    DNA Testing Laboratories, § 2.3 (2017) (emphasis added). In other words, the
    updated SWGDAM guidelines support Barton’s claim that analysis of a low-
    quantity three-person mixture should be based on interpretation guidelines drawn
    from validation studies performed on low-quantity three-person mixtures.
    Validation studies go to the heart of reliability. See Daubert, 
    509 U.S. at 590
    (“Proposed testimony must be supported by appropriate validation -- i.e., ‘good
    grounds,’ based on what is known.”). Accordingly, the 2017 guidelines modifying
    scientific standards for validation studies are potentially important evidence cutting
    against reliability. Nevertheless, these 2017 SWGDAM guidelines were not
    available at the time of the trial and thus were not presented to the district court.
    20
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    The important question before us, then, is whether and how to consider these new
    guidelines -- or the scientific journal articles -- in the context of an appeal.
    The Sixth Circuit confronted a strikingly similar question in United States v.
    Bonds, 
    12 F.3d 540
     (6th Cir. 1993). There, appellant asked the court to take
    judicial notice of a report of the National Research Committee of the National
    Academy of Sciences, issued a year after appellant’s conviction, which questioned
    the reliability of certain FBI DNA interpretation procedures. 
    Id. at 552
    . First, the
    court noted that the Federal Rules of Appellate Procedure confine the record on
    appeal to the original papers and exhibits filed in the district court, the transcript of
    proceedings, if any, and a certified copy of the docket entries prepared by the
    district clerk. 
    Id.
     (citing Fed. R. App. P. 10(a)). Thus, the report, which was not
    before the district court, could not be considered on appeal. The court likewise
    declined to take judicial notice of the report because it did not contain the sort of
    facts “not subject to reasonable dispute” contemplated by the Federal Rule’s
    judicial notice provision. 
    Id. at 553
    . Most importantly, the Sixth Circuit reasoned
    that consideration of the report would subvert the fact-finding role of the district
    court and inappropriately impose de novo review on appeal. 
    Id.
     (“Most
    importantly, if we were to look at new scientific data available to us but not
    available to the district court that made the admissibility determination, we would
    not be confining ourselves to reviewing the district court’s admissibility ruling, but
    21
    Case: 17-10559   Date Filed: 12/06/2018   Page: 22 of 31
    would be making a de novo determination based on post-conviction developments
    or articles.”)
    We agree with the Sixth Circuit and reach the same result here. The 2017
    SWGDAM guidelines are not and, given their timing, could not be part of the
    record on appeal. We thus decline to consider them. The same is true for the
    medical journal articles Barton newly submits. See United States v. Diaz, 
    630 F.3d 1314
    , 1334 n.13 (11th Cir. 2011) (“In his brief, Diaz has citations to medical
    journal articles that he did not submit as evidence to the district court. This
    evidence is not part of the record on appeal, and we decline to consider it.”) (citing
    Bonds, 12 F.3d at 552).
    Barton now argues that this Court should consider the additional evidence
    anyway, primarily because it was the Government’s burden, not his, to lay a proper
    foundation for its proffered expert opinion testimony. This argument misses the
    mark. The Supreme Court has made it abundantly clear that the question for an
    appellate court is only whether the trial court abused its discretion in making its
    gatekeeping determination. See Joiner, 
    522 U.S. at 146
     (“We hold, therefore, that
    abuse of discretion is the proper standard by which to review a district court’s
    decision to admit or exclude scientific evidence.”). We cannot find an abuse of
    discretion based on our consideration of new evidence -- evidence never
    considered by the trial court and never explained by the DNA expert -- on appeal.
    22
    Case: 17-10559     Date Filed: 12/06/2018    Page: 23 of 31
    The trial court simply could not have abused its discretion in failing to credit
    information not presented in that forum because the evidence did not yet exist.
    Based on the expert evidence presented to the trial court, we cannot say that it
    abused its discretion.
    Indeed, to take the opposite position would effectively mandate de novo
    factual review in this Court; we would be compelled to consider all the evidence
    afresh in light of the new evidence rather than focus on what was before the trial
    court. This would utterly undermine the deference we owe to the district court and
    profoundly alter the role of an appellate court. The virtues of deference to trial
    courts in evidentiary determinations are many, and the sound policy underpinnings
    for our deferential standard of review illustrate the danger of ignoring it. Chief
    among those underpinnings is that district courts are simply best-positioned to
    make fact-intensive evidentiary calls. See Salve Regina Coll. v. Russell, 
    499 U.S. 225
    , 233 (1991) (“Those circumstances in which Congress or [the] Court has
    articulated a standard of deference for appellate review of district-court
    determinations reflect an accommodation of the respective institutional advantages
    of trial and appellate courts.”); United States v. Brown, 
    415 F.3d 1257
    , 1265 (11th
    Cir. 2005). It is undeniable that Daubert and its progeny set forth an
    individualized, fact-laden reliability inquiry. Daubert, 
    509 U.S. at 593
     (“Many
    factors will bear on the inquiry, and we do not presume to set out a definitive
    23
    Case: 17-10559     Date Filed: 12/06/2018      Page: 24 of 31
    checklist or test.”); see also Kumho Tire, 
    526 U.S. at 150
     (explaining that
    Daubert’s “gatekeeping inquiry must be ‘tied to the facts’ of a particular ‘case’”).
    Daubert’s suggested factors that a district court might employ include whether the
    scientific theory can be and has been tested and the known and potential error rate
    of a particular technique. Daubert, 
    509 U.S. at
    593–94. These are potentially
    complex factual questions. And if one principle is clear, it is that appellate courts
    are not fact finders. The institutional advantages of trial courts in such an inquiry -
    - and thus the virtues of deferential review by appellate courts -- are numerous.
    For starters, “[t]he trial judge’s major role is the determination of fact, and with
    experience in fulfilling that role comes expertise.” Anderson v. City of Bessemer
    City, 
    470 U.S. 564
    , 574 (1985) (explaining the underpinnings of clear error review
    of factual findings). We defer, in part, therefore, because district judges (and
    juries) are the expert fact finders of the federal courts.
    Additionally, the trial court has before it the evidence and expert witnesses
    themselves. They are subject to confrontation and cross-examination in that court.
    Because it has “first-hand access to documentary evidence and is physically
    proximate to testifying witnesses,” Brown, 
    415 F.3d at 1265
     (quoting United States
    v. Jernigan, 
    341 F.3d 1273
    , 1285 (11th Cir. 2003)), the district court can evaluate
    the witnesses and, where necessary, clarify its understanding of the complex
    science and its application to the case. See Jernigan, 
    341 F.3d at 1285
     (noting in
    24
    Case: 17-10559      Date Filed: 12/06/2018     Page: 25 of 31
    the Rule 403 context that “the district court is uniquely situated to make nuanced
    judgments on questions that require careful balancing of fact-specific concepts like
    probativeness and prejudice”). Any effort at duplicating at the appellate level the
    trial court’s familiarity with the record or nuanced insights gained throughout the
    life of the case is wholly impractical, if not impossible. 
    Id.
    Moreover, where the law affords discretion, deference not only respects the
    choice and the judgment inherent in discretion, but also promotes certainty for the
    litigants. Almost nowhere is the rationale for abuse-of-discretion review more
    powerful than when the district court makes an evidentiary ruling. Evidentiary
    issues -- whether particular evidence is relevant, or cumulative, or unfairly
    prejudicial -- frequently demand the trial court make close judgment calls. There
    may be no clearly correct answer and, indeed, reasonable minds can readily
    disagree on the appropriateness of admitting or excluding particular evidence. Any
    rule allowing appellate courts to supplant their own judgment on these close
    evidentiary calls would create enormous uncertainty -- uncertainty that would
    come with little benefit for the development of the law. Quite simply, de novo
    appellate review of “questions involving ‘multifarious, fleeting, special, narrow
    facts that utterly resist generalization,’ . . . is unlikely to establish clear guidelines
    for lower courts.” Cooter & Gell v. Hartmarx Corp., 
    496 U.S. 384
    , 404–05 (1990)
    25
    Case: 17-10559     Date Filed: 12/06/2018    Page: 26 of 31
    (quoting Pierce v. Underwood, 
    487 U.S. 552
    , 561–62 (1988)) (describing the fact-
    specific inquiry in a Rule 11 sanctions determination).
    This is not to say that a defendant is left without any remedy if
    postconviction scientific advances cast doubt on the reliability of forensic evidence
    used to establish his guilt. As science progresses, and “[s]cientific conclusions are
    subject to perpetual revision,” Daubert, 
    509 U.S. at 597
    , and best methods are
    replaced by those still better, reliability is an inherently moving target. 
    Id.
     While
    methods of forensic analysis, once widely accepted, can be discredited or discarded
    altogether, the law has mechanisms to revisit convictions arguably infected by
    unreliable evidence. Here, for instance, Barton could seek a new trial. Under Rule
    33 of the Federal Rules of Criminal Procedure, a district court may grant a motion
    for a new trial “if the interest of justice so requires.” Fed. R. Crim. P. 33(a). A
    motion for a new trial based on “newly discovered evidence” must be filed within
    three years after the guilty verdict. Fed. R. Crim. P. 33(b)(1).
    We acknowledge that a Rule 33 motion is an uphill climb. Such motions
    “are highly disfavored in the Eleventh Circuit and should be granted only with
    great caution.” United States v. Campa, 
    459 F.3d 1121
    , 1151 (11th Cir. 2006). To
    succeed on a Rule 33 motion based on newly discovered evidence, a defendant
    must demonstrate the following conditions:
    (1) the evidence must be discovered following trial; (2) the movant must
    show due diligence to discover the evidence; (3) the evidence must not be
    26
    Case: 17-10559      Date Filed: 12/06/2018    Page: 27 of 31
    merely cumulative or impeaching; (4) the evidence must be material to
    issues before the court; and (5) the evidence must be of such a nature that a
    new trial would probably produce a new result.
    United States v. DiBernardo, 
    880 F.2d 1216
    , 1224 (11th Cir. 1989). Given the
    law’s interest in certainty and finality, that the new trial standard is difficult to
    meet is a feature, not a flaw; only under limited circumstances should the law
    disturb the considered judgments of trial courts and juries after the fact.
    Nevertheless, real remedies exist to correct injustices where postconviction
    scientific developments seriously undermine the validity of those judgments. But
    turning appellate courts into basic fact finders is not one of them.
    V.
    Beyond all of that, any error in admitting the DNA evidence here -- and we
    see none -- was harmless. The Federal Rules of Criminal Procedure direct courts
    to disregard “[a]ny error, defect, irregularity, or variance that does not affect
    substantial rights.” Fed. R. Crim. P. 52(a). At the appellate level, we read this rule
    in conjunction with the federal harmless-error statute, which compels us to decide
    appeals “without regard to errors or defects which do not affect the substantial
    rights of the parties.” 
    28 U.S.C. § 2111
    . “In applying this test, we use the
    Kotteakos standard, which teaches that a nonconstitutional error requires reversal
    only if it resulted ‘in actual prejudice because it had substantial and injurious effect
    or influence in determining the jury’s verdict.’” United States v. Guzman, 167
    27
    Case: 17-10559     Date Filed: 12/06/2018     Page: 28 of 
    31 F.3d 1350
    , 1353 (11th Cir. 1999) (quoting United States v. Lane, 
    474 U.S. 438
    ,
    449 (1986); Kotteakos v. United States, 
    328 U.S. 750
    , 776 (1946)); see also
    Frazier, 
    387 F.3d at
    1266 n.20. In other words, “where an error had no substantial
    influence on the outcome, and sufficient evidence uninfected by error supports the
    verdict, reversal is not warranted.’” Drury, 
    396 F.3d at 1315
     (quoting Hawkins,
    
    905 F.2d at 1493
    ); Peat, Inc. v. Vanguard Research, Inc., 
    378 F.3d 1154
    , 1162 (11th
    Cir. 2004) (“Our cases, consistent with Rule 61 of the Federal Rules of Civil
    Procedure, hold that a new trial is warranted only where the error has caused
    substantial prejudice to the affected party (or, stated somewhat differently, affected
    the party’s ‘substantial rights’ or resulted in ‘substantial injustice’). Notwithstanding
    the difference in terminology, the inquiry is always the same -- how much of an
    effect did the improperly admitted or excluded evidence have on the verdict?”).
    Though the harmlessness inquiry is necessarily case-specific, our precedents
    set forth a number of useful factors in answering the question, including “the
    number of errors, the closeness of the factual disputes (i.e., the strength of the
    evidence on the issues affected by the error), . . . the prejudicial effect of the
    evidence at issue[,] . . . whether counsel focused on the evidence during the trial,
    and whether any cautionary or limiting instructions were given.” 
    Id. at 1162
    .
    We are mindful both that DNA evidence is powerful and it could be highly
    prejudicial. Nevertheless, the other evidence of Barton’s guilt was overwhelming.
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    For starters, Barton was driving the car in which the gun was found. Barton
    confessed not once, but twice. At the scene of his arrest, Barton told Deputy
    Charles that the gun was his and that he had thrown it under the passenger’s seat
    when he saw Gergel’s lights. He said he got it from a guy off the street in
    Zephyrhills. While sharing a holding cell at the courthouse with Sims, Barton
    again confessed. When Barton discovered that Sims was from Pasco County,
    Barton began naming possible common acquaintances from the area. When it
    turned out they both knew Rosa Linda from Lock Street in Dade City (a
    neighboring town of Zephyrhills), Barton told Sims he purchased his firearms from
    Rosa Linda, including the .22-caliber revolver with a scratched-off serial number
    for which he was then facing charges. Sims said Barton also told him that Barton
    was driving his wife’s car with another woman when he was pulled over, and that
    he attempted to wipe fingerprints off the gun because he knew with his record that
    the police were likely to search the car. Sims’s detailed knowledge of the crime
    and arrest -- though not entirely consistent with Barton’s initial confession -- made
    his testimony particularly credible.
    Barton’s confessions were corroborated in still other ways. Both at the
    scene and later at trial, his passenger, Lisa Moore, implicated him, and her story
    matched with his. Moore said that after seeing Sergeant Gergel’s lights, she felt a
    gun being thrown at her feet, and that she kicked it under the passenger’s seat,
    29
    Case: 17-10559      Date Filed: 12/06/2018     Page: 30 of 31
    precisely where the gun was found. Moore gave a written statement to police on
    the night of the arrest that similarly said Barton had thrown the gun at her feet. All
    told, this evidence painted a powerful picture of Barton’s guilt. Thus, it is clear
    that sufficient evidence uninfected by any conceivable error in admitting the DNA
    testimony supports Barton’s conviction. Drury, 
    396 F.3d at 1315
    .
    In addition to the strength of the other evidence against Barton, the trial
    judge properly instructed the jury on weighing expert testimony. As we have
    repeatedly found, proper instruction to the jury on weighing expert testimony may
    render errors in admitting the evidence harmless. See United States v. Myers, 
    972 F.2d 1566
    , 1578 (11th Cir. 1992) (“This error, however, was harmless in light of
    the court’s instructions to the jury that it was their ‘duty to decide . . . the specific
    facts,’ and whether to ‘accept . . . [and] rely upon an expert witness.’”); United
    States v. Herring, 
    955 F.2d 703
    , 708–09 (11th Cir. 1992) (finding any possible
    error harmless where the district court “carefully instructed the jury” and
    “admonished [it] to give no special deference to the expert testimony”). Here,
    using this Circuit’s pattern jury instruction, the district judge told the jurors to treat
    expert scientific testimony like “any other witness’s testimony” and “decide for
    [themselves] whether to rely upon the opinion.” After hearing the extensive
    testimony from dueling DNA experts, the jury was properly directed to evaluate
    30
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    the competing testimony of Zuleger and Johnson and decide for itself what weight,
    if any, to accord the DNA evidence.
    In short, even if we were to conclude that the district court had abused its
    discretion in allowing the expert testimony of Ms. Zuleger, any claimed error
    would have been harmless. The evidence was overwhelming and we can find no
    reasonable likelihood that the claimed error affected the Defendant’s substantial
    rights.
    Accordingly, we affirm.
    AFFIRMED.
    31