Christina Nicole Adams v. Laboratory Corporation of America ( 2014 )


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  •                Case: 13-10425        Date Filed: 07/29/2014      Page: 1 of 39
    [PUBLISH]
    IN THE UNITED STATES COURT OF APPEALS
    FOR THE ELEVENTH CIRCUIT
    ________________________
    No. 13-10425
    ________________________
    D.C. Docket No. 1:10-cv-03309-WSD
    CHRISTINA NICOLE ADAMS, CHRISTOPHER L. ADAMS,
    Plaintiffs-Appellants,
    versus
    LABORATORY CORPORATION OF AMERICA,
    Defendant-Appellee.
    ________________________
    Appeal from the United States District Court
    for the Northern District of Georgia
    ________________________
    (July 29, 2014)
    Before CARNES, Chief Judge, MARTIN and GARZA, ∗ Circuit Judges.
    PER CURIAM:
    ∗
    Honorable Emilio M. Garza, United States Circuit Judge for the Fifth Circuit, sitting by
    designation.
    Case: 13-10425    Date Filed: 07/29/2014    Page: 2 of 39
    Christina and Christopher Adams (“the Adamses”) filed a lawsuit against
    Laboratory Corporation of America (“LabCorp”), alleging that its
    cytotechnologists were negligent in failing to identify abnormalities in Ms.
    Adams’s Pap smears and that this negligence caused a delay in her cancer
    diagnosis. LabCorp moved to exclude the testimony of Dr. Dorothy Rosenthal
    concerning the alleged breach of the cytotechnologists’ standard of care and moved
    for summary judgment based on the resulting absence of evidence regarding the
    standard of care. The district court granted both motions, and the Adamses now
    appeal. We reverse the district court’s evidentiary ruling, vacate the grant of
    summary judgment to LabCorp, and remand for further proceedings.
    I.
    In the 32-month period from January 2006 to September 2008, Ms. Adams
    received five Pap smear tests. Her doctor took scrapings from her cervix, put them
    on a slide, and sent that slide to LabCorp for review to determine if there were
    abnormalities in the cells on the slide. Ms. Adams was not diagnosed with cervical
    cancer until August 2009, when she went to her doctor complaining of vaginal
    bleeding. By then, the cancer had metastasized in Ms. Adams’s lymph nodes. The
    Adamses brought suit against LabCorp, alleging that, between 2006 and 2008, the
    LabCorp employees who viewed slides of Ms. Adams’s cells failed to properly
    identify the abnormal cells on those slides that indicated precancerous conditions
    2
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    or cancer. They contend that those mistakes by LabCorp’s employees delayed the
    diagnosis and treatment of her condition for several years until after her cancer had
    developed and metastasized.
    LabCorp’s method of reviewing samples is as follows. A cytotechnologist
    reviews each Pap smear slide by examining it under a microscope.
    Cytotechnologists are not doctors; they are laboratory professionals trained to
    examine cells using microscopes and to recognize cells that appear abnormal. 1 If
    any of the cells on the slide has precancerous abnormalities or other indications of
    cancer, the cytotechnologist sends the slide to a pathologist 2 for review. If the
    cytotechnologist does not see or recognize any abnormal cells, no pathologist
    reviews the slide.
    The Adamses retained Dr. Rosenthal as an expert witness to testify about
    whether LabCorp’s employees breached the standard of care for cytotechnologists
    when reviewing Ms. Adams’s slides. Dr. Rosenthal’s qualifications are extensive.
    She has been a Professor of Pathology at the Johns Hopkins School of Medicine
    since 1995 and served as Director of Cytopathology for the Johns Hopkins Medical
    Institutions from 1995 to 2003. She has two board certifications from the
    1
    See 1 Exploring Tech Careers 215 (4th ed. 2009); see also 
    42 C.F.R. § 493.1483
    (“Standard: Cytotechnologist Qualifications”).
    2
    A pathologist is a doctor who specializes in “the structural and functional manifestations of
    disease.” Dorland’s Illustrated Medical Dictionary 1416 (31st ed. 2007).
    3
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    American Board of Pathology: one in Anatomic and Clinical Pathology, and
    another described as an Added Qualification in Cytopathology. 3 She served on the
    initial task force that developed the Bethesda System terminology, which is the
    classification system that pathologists and cytotechnologists—including those
    working at LabCorp—use for reporting Pap smear results.4 She testified in her
    deposition that she also has “over 40 years of experience of training cytotechs.”
    Dr. Rosenthal formed her opinion by traveling to Atlanta and reviewing Ms.
    Adams’s slides at LabCorp’s laboratory. She spent about 90 minutes examining
    Ms. Adams’s Pap smear slides, using the same model of microscope that
    LabCorp’s cytotechnologists used. She did not mix in slides from other patients,
    and she already knew that Ms. Adams had been diagnosed with cervical cancer.
    Dr. Rosenthal ultimately concluded that LabCorp’s cytotechnologists’ review of
    Ms. Adams’s slides fell short of the applicable standard of care by failing to
    identify abnormal cells that should have been identified.
    After the discovery period had closed, LabCorp moved to exclude Dr.
    Rosenthal’s testimony concerning the alleged breach of the cytotechnologists’
    standard of care. In its motion, LabCorp contended that Dr. Rosenthal’s review of
    3
    Cytopathology is “the study of changes in cells in disease.” Dorland’s Illustrated Medical
    Dictionary 474 (31st ed. 2007).
    4
    See generally World Health Organization, Comprehensive Cervical Cancer Control: A
    Guide to Essential Practice 39 (2006).
    4
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    Ms. Adams’s Pap smear slides was tainted by an unreliable methodology.
    Assuming that Dr. Rosenthal’s testimony were excluded, LabCorp also moved for
    summary judgment based on the absence of evidence regarding the
    cytotechnologists’ standard of care, an essential element of the professional
    negligence claim.
    The district court granted LabCorp’s motion to exclude Dr. Rosenthal’s
    testimony based on its conclusion that her methodology did not meet the reliability
    requirement of Federal Rule of Evidence 702.5 The court characterized her
    methodology as an ipse dixit assessment that could not be meaningfully reviewed
    by other experts. It insisted that she should have used a blinded review to evaluate
    Ms. Adams’s slides, 6 citing the litigation guidelines approved by the College of
    American Pathologists (“CAP”) and American Society of Cytopathology (“ASC”)
    as evidence that a blinded review was the standard set by the profession. The
    5
    The district court also granted LabCorp’s motions to exclude Dr. Rosenthal’s opinions on
    causation and inadequate “continuous quality improvement” efforts. However, the district
    court’s ruling on Dr. Rosenthal’s standard of care testimony is the only evidentiary ruling before
    us in this appeal. (The Adamses had a second expert witness testify as to causation. Dr. George
    Kemp testified that the cytotechnologists’ failure to identify abnormal cells on Ms. Adams’s
    slide delayed the diagnosis of her cancer by several years and thus prevented her from receiving
    treatment before her precancerous condition became cancerous. So it appears from the record—
    though we express no opinion on the matter—that Dr. Rosenthal’s causation testimony was not
    the only causation evidence for the Adamses’ claim based on negligence by LabCorp’s
    cytotechnologists.)
    6
    There are many forms of blinded review. For purposes of this case, the general defining
    feature of a blinded review that distinguishes it from Dr. Rosenthal’s approach is that, in a
    blinded review, the person reviewing a Pap smear slide does not know (1) the identity of the
    person to whom any particular slide belongs, or (2) the ultimate outcome for that person (i.e.,
    whether the person has been diagnosed with cervical cancer).
    5
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    district court was troubled by the risk of bias in Dr. Rosenthal’s assessment, based
    on the general risk of review bias in non-blinded reviews,7 as well as Dr.
    Rosenthal’s deposition statements about her “philosophical bent” toward patients
    later diagnosed with cancer. Finally, the district court observed that Dr.
    Rosenthal’s methodology did not adequately simulate a cytotechnologist’s working
    conditions and circumstances, and that her role as a pathologist is “materially
    different in function and scope” from that of a cytotechnologist.
    After Dr. Rosenthal’s opinion on the standard of care was excluded, the
    district court granted LabCorp’s motion for summary judgment.
    II.
    We review for abuse of discretion a district court’s evidentiary ruling under
    Daubert v. Merrell Dow Pharmaceuticals, Inc., 
    509 U.S. 579
     (1993). Gen. Elec.
    Co. v. Joiner, 
    522 U.S. 136
    , 141–42 (1997). We defer to the district court unless
    its ruling was “manifestly erroneous.” Tampa Bay Water v. HDR Eng’g, Inc., 
    731 F.3d 1171
    , 1183 (11th Cir. 2013) (quoting Joiner, 
    522 U.S. at 142
    ). The deference
    we show includes giving the court “considerable leeway in deciding in a particular
    case how to go about determining whether particular expert testimony is reliable.”
    Kumho Tire Co., Ltd. v. Carmichael, 
    526 U.S. 137
    , 152 (1999). Even where a
    7
    In her deposition, Dr. Rosenthal defined “review bias” as a form of hindsight bias. She
    explained that, “[a]ny time you go to look at another case somebody else has looked at and
    rendered a diagnosis, you’re biased by what they called it, and you’re also biased if you have any
    additional information.”
    6
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    ruling excluding expert testimony is “outcome determinative” and the basis for a
    grant of summary judgment, our review is not more searching than it would
    otherwise be. Joiner, 
    522 U.S. at
    142–43.
    III.
    The Adamses contend that the district court abused its discretion in
    excluding Dr. Rosenthal’s testimony.
    In Daubert, the Supreme Court explained that trial courts must act as
    “gatekeepers” tasked with screening out “speculative, unreliable expert testimony.”
    Kilpatrick v. Breg, Inc., 
    613 F.3d 1329
    , 1335 (11th Cir. 2010) (citing Daubert, 
    509 U.S. at 597
    ). In that role, trial courts may consider a non-exhaustive list of factors
    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 error rate of the technique; and (4) whether the technique is generally
    accepted in the scientific community. 
    Id.
     Later, in Kumho, the Court explained
    that the gatekeeping function governs all expert testimony based on “scientific
    technical, or other specialized knowledge,” not just scientific testimony. 
    526 U.S. at
    147–49 (quoting Fed. R. Evid. 702). The Court also stressed that the factors
    identified in Daubert “do not constitute a definitive checklist or test.” 
    Id. at 150
    (internal quotation marks omitted). While those factors may help in assessing the
    reliability of scientific or experience-based expert testimony, the district court’s
    7
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    “gatekeeping inquiry must be tied to the facts of a particular case.” 
    Id.
     (internal
    quotation marks omitted). Furthermore, Kumho emphasized that the goal of
    gatekeeping is to ensure that an expert “employs in the courtroom the same level of
    intellectual rigor that characterizes the practice of an expert in the relevant field.”
    
    Id. at 152
    .
    Federal Rule of Evidence 702, as amended in response to Daubert and
    Kumho, provides:
    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.
    We have distilled from Daubert, Kumho, and Rule 702 these three requirements:
    First, “the expert must be qualified to testify competently regarding the matter he
    or she intends to address”; second, the expert’s “methodology . . . must be reliable
    as determined by a Daubert inquiry”; and third, the expert’s “testimony must assist
    8
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    the trier of fact through the application of expertise to understand the evidence or
    determine a fact in issue.” Kilpatrick, 613 F.3d at 1335.8
    The district court excluded Dr. Rosenthal’s testimony based on its
    conclusion that her methodology was unreliable.9 The court gave four grounds for
    its decision. We address each in turn.
    A.
    The district court determined that “Dr. Rosenthal’s methodology . . . is an
    ipse dixit assessment that is devoid of any methodology that would allow another
    expert to challenge it in any objective sense.” Adams v. Lab. Corp. of Am., No.
    1:10-CV-3309-WSD, 
    2012 WL 370262
    , at *15 (N.D. Ga. Feb. 3, 2012). The court
    8
    In federal diversity actions, state law (Georgia law in the present case) governs substantive
    issues and federal law governs procedural issues. McDowell v. Brown, 
    392 F.3d 1283
    , 1294
    (11th Cir. 2004). The district court did not exclude Dr. Rosenthal’s testimony based on
    substantive Georgia law; it relied on its federal Rule 702 analysis. See infra note 9. So there is
    no substantive state law issue presented on appeal.
    9
    The district court did not find that Dr. Rosenthal’s testimony failed to meet the first and
    third requirements of Rule 702 (qualification to testify and helpfulness to the jury). The court
    noted that LabCorp “does not dispute [Dr. Rosenthal’s] qualifications under Georgia law or
    Daubert to offer an opinion on the standard of care.” Adams v. Lab. Corp. of Am., No. 1:10-CV-
    3309-WSD, 
    2012 WL 370262
    , at *10 (N.D. Ga. Feb. 3, 2012). However, certain language in the
    district court’s opinion suggests that the court may have believed that Dr. Rosenthal was not
    qualified to testify about cytotechnologists’ standard of care, given that her role as a
    cytopathologist is “materially different in function and scope” from that of a cytotechnologist.
    
    Id. at *16
    . To the extent that the district court found that Dr. Rosenthal was not qualified to offer
    testimony on the standard of care and excluded her testimony on that ground, it was an abuse of
    discretion to do so. Dr. Rosenthal has stellar qualifications as a cytopathologist, is Board-
    certified in cytopathology, has trained cytotechnologists for over forty years, and was on the task
    force that developed the terminology they use. See supra at 3–4. She could hardly have been
    more qualified. Cf. McDowell, 
    392 F.3d at 1296
     (“A physician’s area of expertise necessarily
    encompasses the standard of care applicable to nurses.”).
    9
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    criticized her further for “not engag[ing] in a peer-reviewable evaluation because
    her opinion was reached without the implementation of any objective standards or
    controls.” 
    Id.
    The district court’s determination was a “manifestly erroneous” conclusion.
    Tampa Bay Water, 731 F.3d at 1183. Dr. Rosenthal did not make an ipse dixit
    assessment. Her opinion “was based on a widely accepted methodology and
    grounded in the available physical evidence.” United Fire & Cas. Co. v. Whirlpool
    Corp., 
    704 F.3d 1338
    , 1342 (11th Cir. 2013). She personally reviewed the
    available physical evidence, which consisted of Ms. Adams’s Pap smear slides that
    had been sent to LabCorp for the Pap tests. Dr. Rosenthal did so using the same
    standard microscope as LabCorp’s cytotechnologists, scanning each slide in the
    same general manner as its cytotechnologists do.10 She later photographed Ms.
    Adams’s slides and used those photographs in her deposition testimony, marking
    the areas in each picture where she had identified an abnormality.
    Dr. Rosenthal used a well-established classification system to assess the
    cells: the same Bethesda System that LabCorp’s cytotechnologists use. In her
    deposition testimony she went picture-by-picture, pointing to specific places in
    each one where Ms. Adams’s cells showed abnormalities and classifying those
    10
    The only arguably appreciable differences between Dr. Rosenthal’s method and the review
    method for LabCorp’s cytotechnologists is that Dr. Rosenthal (1) already knew that the patient
    whose slides she was reviewing had developed cancer and (2) reviewed slides from just one
    patient. Those differences relate to the lack of blinded review, which we address later. See infra
    Sections III.C–D.
    10
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    abnormalities using the same Bethesda classification system that is used by
    LabCorp’s cytotechnologists and nearly every other professional in the field of
    cytopathology. And the Bethesda Atlas, which is maintained by the ASC, provides
    numerous examples of each abnormality that Dr. Rosenthal identified, including
    “classic examples” of abnormal cells as well as “borderline” cells. As Dr.
    Rosenthal explained in her deposition, the images in the Atlas could be used to
    assess whether her opinion was in step with the established standards in the field.
    The fact that Dr. Rosenthal applied an established diagnostic system in which she
    was well versed contributed to the reliability of her methodology. See, e.g.,
    Pipitone v. Biomatrix, Inc., 
    288 F.3d 239
    , 246–47, 251 (5th Cir. 2002) (reversing
    the district court’s exclusion of a medical expert’s testimony after concluding that
    the expert’s methodology was sufficiently reliable, in part because he formed his
    opinion “based on generally accepted diagnostic principles” that he applied in his
    personal examination of the plaintiff).
    In addition to the Bethesda System, Dr. Rosenthal used her extensive
    experience in the fields of cytopathology and cytotechnology to assess whether
    LabCorp’s employees’ failure to identify those cells fell below the standard of
    care. She served on the task force that developed the Bethesda System
    terminology, the same diagnostic system that LabCorp’s cytotechnologists use and
    that she used to review their work. Dr. Rosenthal reviews an average of 150 Pap
    11
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    smear slides every six weeks as part of her duties at Johns Hopkins, and she has
    trained cytotechnologists for more than forty years. That experience, as well as her
    knowledge of the risk of review bias, 11 made her well aware of the conditions and
    limitations of the LabCorp cytotechnologists’ review and of her own review of
    their work.12 As she explained, the criterion she applied during her review was
    “what would I expect a brand new cytotech student the next day after she graduates
    or he graduates to do with this case if they saw it.” Dr. Rosenthal’s application of
    her extensive, relevant experience contributed to the reliability of her
    methodology. See, e.g., Dickenson v. Cardiac & Thoracic Surgery of E. Tenn.,
    
    388 F.3d 976
    , 982 (6th Cir. 2004) (holding that the district court abused its
    discretion in excluding a doctor’s standard-of-care testimony that was “supported
    by extensive relevant experience”); see also Kilpatrick, 613 F.3d at 1336 (“[T]here
    are instances in which a district court may determine the reliability prong under
    11
    See supra note 7 (defining review bias).
    12
    During Dr. Rosenthal’s deposition, LabCorp’s counsel asked her about the possibility that
    knowing Ms. Adams’s diagnosis had biased her review of the slides. Dr. Rosenthal began her
    answer by pointing out that she was aware that many false negatives were not the fault of the
    cytotechnologist and referred to a 1989 study in which she participated that showed that fact.
    She then said that in conducting her non-blinded review of Ms. Adams’s slides she had
    considered the position that the cytotechnologists had been in when examining those slides. She
    explained that:
    [W]hen I’m sitting down and I’m going to review, I don’t always expect – even if I have a
    lawyer sitting along side [sic] of me – I don’t expect every time to find abnormal cells,
    because I know the frailties of the Pap test, both from a sampling device and from the ability
    to distinguish between benign and reactive. So that bias, I think it depends upon what your
    vent [bent?] is when you’re sitting down reviewing any case.
    12
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    Daubert based primarily upon an expert’s experience and general knowledge in the
    field.”). It is difficult to imagine how Dr. Rosenthal’s experience could have been
    more extensive and relevant or contributed more to the reliability of the
    methodology she used.
    Dr. Rosenthal formed her opinion by using reliable tools, applying an
    established body of medical knowledge, and drawing on her extensive experience
    in the field. 13 That is not an ipse dixit assessment. The best evidence that it is not
    comes—indirectly—from LabCorp’s own expert witness, Dr. Seena Aisner. She
    used the same general non-blinded approach as Dr. Rosenthal. Dr. Aisner received
    Ms. Adams’s slides from LabCorp and then, without doing a blinded review,
    13
    Our concurring colleague questions our approach because we review Dr. Rosenthal’s
    “methodology” when, in his view, her testimony was based “only on the application of
    professional judgment, not ‘methodology.’” He asserts that “there is no methodology” where the
    expert’s opinion involves only “the application of [medical] knowledge.” In using the
    terminology of methodology we are referring to the manner in which Dr. Rosenthal reviewed the
    slides, applied her medical knowledge and experience, including her familiarity with the
    Bethesda Atlas, and formed her opinion. Whether her approach is called a “methodology” or
    simply “application of professional judgment” does not matter. Whatever the terminology, the
    approach is subject to a reliability inquiry. Our case law is clear that even in cases where the
    reliability determination turns primarily on an expert’s experience, “the district court must still
    determine the reliability of the opinion, not merely the qualifications of the expert who offers it.”
    Kilpatrick, 613 F.3d at 1336. So courts should still consider whether the manner (some might
    say methodology) of applying medical knowledge is itself reliable. See, e.g., In re Paoli R.R.
    Yard PCB Litig., 
    35 F.3d 717
    , 762 (3d Cir. 1994) (examining whether “evaluation of the
    patient’s medical records . . . is a reliable method of concluding that a patient is ill even in the
    absence of a physical examination”). If, for instance, Dr. Rosenthal had viewed slides that were
    different from the ones that LabCorp’s cytotechnologists screened (e.g., slides that had been
    taken later than the ones at issue), then her method probably would not be reliable under Rule
    702. See 
    id.
     As the concurring opinion points out, the application of Daubert is necessarily
    flexible and case specific. Whatever the terminology, we have inquired into the reliability of Dr.
    Rosenthal’s approach and concluded that the district court abused its discretion in finding that
    approach was not reliable.
    13
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    evaluated those slides without mixing in slides from any other patients. She then
    gave her own opinion about each slide, and in her deposition explained why she
    disagreed with Dr. Rosenthal’s opinion. That squarely contradicts the district
    court’s assertion that Dr. Rosenthal’s methodology did not “allow another expert to
    challenge it in any objective sense” and was not “a peer-reviewable evaluation.”
    Adams, 
    2012 WL 370262
    , at *15. The methodology not only allowed Dr. Aisner
    to challenge Dr. Rosenthal’s opinion, she did challenge it.
    B.
    The district court also concluded that Dr. Rosenthal’s methodology did not
    “satisfy the generally accepted standards in the area of pathology or
    cytotechnology.” Adams, 
    2012 WL 370262
    , at *15. Specifically, it faulted her for
    failing to conduct “a blinded review[,] which is the standard set by the profession
    in which Dr. Rosenthal practices.” 
    Id.
     The court decided that a blinded review
    was the standard set by the profession based on the litigation guidelines created by
    the CAP and ASC. 
    Id.
     at *12–15. That was an error of law because Daubert and
    Kumho do not allow courts to delegate to potential defendants decisions about
    when and how they may be held civilly liable for their mistakes. And an error of
    law is necessarily an abuse of discretion. See City of Tuscaloosa v. Harcros
    Chemicals, Inc., 
    158 F.3d 548
    , 556 (11th Cir. 1998).
    14
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    As an initial matter, it is important to put these guidelines in context. Both
    sets of them focus not on how cytotechnologists should go about their duties in
    examining slides, but instead on how courts should go about their duty to
    adjudicate claims against cytotechnologists and similar professionals. In the words
    of the guidelines, they are to be used in assessing Pap smear slides “in conjunction
    with litigation or potential litigation.”14 They are not objective, scientific findings;
    they are not guidelines followed by laboratories to screen for pre-cancerous or
    cancerous cells; they are policy proposals to limit how the courts can find the
    members of the organizations liable for professional negligence when they are
    sued.15
    As far as we are aware, this is the first time that an industry group has
    promulgated a set of guidelines that attempts to define and limit the evidence
    courts should accept when the group’s members are sued.16 The members of the
    CAP and ASC have a substantial interest in making it more difficult for plaintiffs
    14
    The CAP’s guidelines are titled “Guidelines for the Review of Pap Tests in the Context of
    Litigation or Potential Litigation,” while the ASC’s guidelines are titled “Guidelines for Review
    of GYN Cytology Samples in the Context of Litigation or Potential Litigation.”
    15
    The CAP puts the headline “Policy” above its guidelines. And both sets of guidelines state
    that they are proposals for establishing a method of reviewing Pap test slides “that is fair to both
    the patient and the laboratory.” An assessment of what is “fair” is obviously a value judgment,
    not a scientific finding or standard.
    16
    At oral argument, we asked counsel for LabCorp if she was aware of any similar
    guidelines from any other private organization or industry group. She replied that she was not.
    15
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    to sue based on alleged negligence in their Pap smear screening, 17 and their
    guidelines do just that.
    Both sets of guidelines condemn the practice of allowing plaintiffs to use
    expert opinions, like Dr. Rosenthal’s, that are formed based on a review of the
    slides in which the expert already knows the patient has been diagnosed with
    cancer. The ASC says that: “Focused review or review with knowledge of
    subsequent development of carcinoma inevitably biases the objectivity of the
    review against the laboratory and does not reflect standard practice.” And the CAP
    says that: “Focussed [sic] review, or review with knowledge of subsequent
    development of carcinoma, biases the objectivity of the review.” The CAP goes on
    to declare that: “Unless the review is blinded, it cannot establish deviation from
    the standard of practice.” That, of course, is a decision to be made by courts, not
    by self-interested associations.
    To address review bias, both sets of guidelines propose that plaintiffs have
    multiple reviewers conduct a “blind” review in which (a) the plaintiff’s slides are
    mixed in with other normal and abnormal slides, (b) those slides are sent to
    multiple reviewers who do not know which slides are the plaintiff’s, and (c) those
    reviewers offer their opinion on which slides are normal and which are abnormal.
    17
    Both organizations reveal their motivation to reduce litigation when they propose, as one
    of their guidelines, that “parties should also strongly consider mediation or non-binding
    arbitration by a panel of individuals trained and having experience in cytopathology before
    proceeding with civil litigation relating to a Pap test.”
    16
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    The guidelines insist that there can be no breach of the duty of care “unless there is
    a consistent finding by the reviewers that the laboratory failed to identify clinically
    significant abnormalities.” The guidelines seek to skew the evidentiary rules in
    civil litigation against plaintiffs in at least two ways. 18
    The first way is by imposing a requirement on expert testimony for a
    plaintiff that, as far as this Court is aware, no court has ever imposed on standard-
    of-care testimony in professional negligence cases: that an expert witness must
    eliminate any potential “review bias” in her opinion. Bias in an expert witness’s
    testimony is usually a credibility issue for the jury. See United States v. Abonce-
    Barrera, 
    257 F.3d 959
    , 965 (9th Cir. 2001); DiCarlo v. Keller Ladders, Inc., 
    211 F.3d 465
    , 468 (8th Cir. 2000). But both sets of guidelines treat the mere risk of
    review bias as intolerable. They do not specify the frequency or degree to which
    review bias actually affects reviewers’ judgments. Nor do they cite any empirical
    evidence supporting their assertion that knowing the outcome “inevitably biases”
    the reviewer.19 Yet they insist that a court should exclude expert testimony unless
    18
    The district court did note that it was “not hold[ing] that a blinded review conducted
    pursuant to the College of American Pathologists and American Society of Cytopathology
    litigation slide review guidelines is the only methodology that would allow an expert to offer an
    opinion on the standard of care for a cytotechnologist in reviewing Pap smear slides.” Adams,
    
    2012 WL 370262
    , at *17 n.11. The court did not, however, specify what form of blinded review
    short of the kind specified in the CAP and ASC guidelines might suffice. In any event, it is
    apparent that the CAP and ASC guidelines are the lynchpin for the court’s ruling. They are the
    sole support offered for the court’s conclusion that any form of non-blinded review is unreliable.
    19
    Both sets of guidelines assert that Pap tests performed on patients have an “irreducible
    false negative rate” of about five percent. But that does not support the claim that non-blinded
    17
    Case: 13-10425       Date Filed: 07/29/2014      Page: 18 of 39
    the expert has eliminated entirely the possibility of any review bias. That would be
    a radical reworking of Rule 702, which requires courts to determine that the
    expert’s method is reliable, not that it is free of any possibility of bias.
    The second way the guidelines would skew the evidentiary rules against
    plaintiffs is by imposing a one-sided standard for reliability. Both sets of
    guidelines require a blinded review to establish a breach of the standard of care,
    but neither one requires defense experts to base their opinions on a blinded review.
    (Maybe that is why LabCorp’s expert, Dr. Aisner, did not conduct a blinded review
    when she evaluated Ms. Adams’s slides.) For example, the CAP’s guidelines say,
    point blank, that “[o]ne asserting a violation of the standard of care should first
    have the Pap test slides assessed by qualified reviewers without knowledge of
    clinical background and in an environment that simulates normal screening
    practice.” The “one asserting a violation of the standard of care” is, of course, the
    plaintiff. The guidelines impose no similar obligation on expert witnesses for the
    defense. And the ASC’s guidelines condemn non-blinded review because it
    “biases the objectivity of the review against the laboratory,” but express no
    reviews are hopelessly subjective and biased. The guidelines themselves reveal that the
    irreducible error rate in initial Pap screening tests is due to “[m]any factors,” and name
    “sampling problems with specimen collection” as one of them. Any sampling problems in the
    collection of the cells could not have affected Dr. Rosenthal’s methodology or her opinion
    because she examined all of the slides examined by the cytotechnologists, not a sample of them.
    The sampling was done before she or the cytotechnologists saw any of the slides. The question
    is what happened after the cells were collected and placed on the slides.
    18
    Case: 13-10425     Date Filed: 07/29/2014    Page: 19 of 39
    concern about non-blinded review biasing the assessment of defense experts
    against plaintiffs. Clearly, the purpose of the guidelines is to raise the bar only on
    the plaintiffs’ side of the courtroom.
    Despite the skewed nature of the CAP’s and ASC’s guidelines, the district
    court expressed no skepticism about them, referring to their insistence on blinded
    review as “the litigation standard within the practice of pathology.” Adams, 
    2012 WL 370262
    , at *14 (emphasis added). But neither Daubert nor Kumho permits a
    scientific or medical community to define a “litigation standard” that applies when
    its members are sued.
    Daubert did acknowledge that, where expert testimony is based on a
    scientific technique or theory, courts may consider “the particular degree of
    acceptance” it has in “a relevant scientific community” as an indicator of its
    reliability. 
    509 U.S. at 594
     (internal quotation marks omitted). But the
    “acceptance” to which Daubert refers is the acceptance that the technique or theory
    has in the community’s own field of practice when the science is being applied
    outside of the litigation context, not the scientific community’s opinion about the
    standard or type of proof that should be required in litigation. As the Supreme
    Court later acknowledged, “there are important differences between the quest for
    truth in the courtroom and the quest for truth in the laboratory.” 
    Id.
     at 596–97.
    One of those differences is that the scientific community’s search for truth is
    19
    Case: 13-10425       Date Filed: 07/29/2014        Page: 20 of 39
    “subject to perpetual revision” and not driven by the self-interest of parties in
    litigation. 
    Id. at 597
    .20
    With their guidelines for litigation, the CAP and ASC moved away from
    disinterested scientific inquiry and into litigation policy to serve their members’
    own interests. However much the members of those associations may accept and
    even applaud the move, it is not scientific acceptance, which is what Daubert
    involves. Nor is litigation policy “the practice of an expert in the relevant field,” as
    Kumho thought of it. See Kumho, 
    526 U.S. at 152
     (stating that the district court’s
    gatekeeper function is meant to ensure that an expert “employs in the courtroom
    the same level of intellectual rigor that characterizes the practice of an expert in the
    relevant field”). The district court’s ruling runs afoul of those two decisions,
    which do not permit delegating to industry groups the gatekeeping duties of the
    courts.
    If the CAP and ASC can define what constitutes admissible expert testimony
    in their members’ professional negligence cases, then there is no apparent reason
    why other groups whose members face lawsuits cannot do the same. For example,
    20
    We do not mean to suggest that Daubert’s acceptance factor cannot apply to scientific
    techniques that are primarily applied in law enforcement and the courtroom, such as fingerprint
    analysis and other forensic disciplines. See, e.g., United States v. Abreu, 
    406 F.3d 1304
    , 1307
    (11th Cir. 2005); see generally Daubert v. Merrell Dow Pharm., Inc., 
    43 F.3d 1311
    , 1317 n.5
    (9th Cir. 1995). Instead, we mean that when analyzing the “general acceptance” factor from
    Daubert, it matters whether an industry group whose expertise lies outside the litigation context
    is advocating a policy position to benefit its members in litigation.
    20
    Case: 13-10425     Date Filed: 07/29/2014   Page: 21 of 39
    why couldn’t pharmaceutical companies adopt guidelines setting high standards of
    proof for establishing that a plaintiff’s injury was caused by a given drug and
    justify doing so based on their experience with the complex nature of
    pharmacology and their expertise in the field? Why couldn’t an association of
    prison guards and wardens presume to define the meaning of “deliberate
    indifference” or the requirements for admission of evidence in custodial litigation?
    They can’t because courts do not allow interested groups to set evidentiary or other
    litigation standards.
    C.
    The district court also determined that, even apart from the guidelines, Dr.
    Rosenthal’s methodology was unreliable because “review bias i[s] inherent” in a
    non-blinded review, and she admitted in her deposition that she had a
    “philosophical ‘bent toward a plaintiff who has developed cervical cancer.’”
    Adams, 
    2012 WL 370262
    , at *15. In doing that, the district court supplanted the
    jury’s factfinding role.
    We have repeatedly stressed Daubert’s teaching that the gatekeeping
    function under Rule 702 “is not intended to supplant the adversary system or the
    role of the jury: ‘vigorous 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.’” United States v. Alabama
    21
    Case: 13-10425    Date Filed: 07/29/2014    Page: 22 of 39
    Power Co., 
    730 F.3d 1278
    , 1282 (11th Cir. 2013) (emphasis added) (quoting
    Allison v. McGhan Med. Corp., 
    184 F.3d 1300
    , 1311–12 (11th Cir. 1999)). That is
    the case here.
    At most, LabCorp established that there is an unspecified level of risk that
    Dr. Rosenthal’s assessment might have been biased, and that she had not sought to
    exclude the possibility of bias by conducting a blinded review. See supra note 19
    and accompanying text. The risk of bias would mean, at most, that Dr. Rosenthal’s
    testimony is to some extent “shaky,” and shakiness goes to the weight of her
    testimony, not its admissibility. See Ala. Power Co., 730 F.3d at 1282; see also
    Rosenfeld v. Oceania Cruises, Inc., 
    654 F.3d 1190
    , 1193 (11th Cir. 2011) (“[I]n
    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.” (internal quotation marks omitted)). All of the bias concerns that
    the court raised could have been presented to and considered by the jury. LabCorp
    could cross-examine Dr. Rosenthal to bring out any bias she had and to expose the
    risk of bias inherent in the methodology she used. LabCorp’s attorney did question
    Dr. Rosenthal on the subject at great length during her deposition, asking her about
    review bias, the virtue of blinded reviews, and her philosophical bent in favor of
    plaintiffs with cancer. She could have done the same thing before the jury.
    Hindsight bias is a common-sense concept—everyone knows that “hindsight is
    22
    Case: 13-10425    Date Filed: 07/29/2014   Page: 23 of 39
    20/20.” And common-sense concepts are especially appropriate for consideration
    by a jury. See Stollings v. Ryobi Technologies, Inc., 
    725 F.3d 753
    , 766 (7th Cir.
    2013) (“The judge should permit the jury to weigh the strength of the expert’s
    conclusions, provided such shortcomings are within the realm of a lay juror’s
    understanding.”). Whether and, if so, the extent to which an expert’s philosophical
    bent biases her review is a credibility determination that has always been within
    the province of the jury. See DiCarlo, 
    211 F.3d at 468
    . The same is true of an
    outcome-knowledge bent. The asserted problems with Dr. Rosenthal’s testimony
    could be addressed through the conventional adversarial means and assessed by the
    jury. Absent some other basis for summary judgment, they should be.
    D.
    Finally, the district court faulted Dr. Rosenthal’s methodology because her
    “approach did not account for the similar conditions and surrounding
    circumstances under which a cytotechnologist works and originally viewed the
    slides.” Adams, 
    2012 WL 370262
    , at *15. The court noted that “[i]t is a
    fundamental principle under Georgia law that the standard of care in medical
    malpractice actions requires that expert opinions take into account ‘similar
    conditions and like surrounding circumstances.’” 
    Id.
     It then reasoned that Dr.
    Rosenthal’s testimony was unreliable because she had not recreated the conditions
    and circumstances cytotechnologists face because she did not look at a large
    23
    Case: 13-10425      Date Filed: 07/29/2014   Page: 24 of 39
    number of slides without already knowing whether they contained cells that were
    abnormal. 
    Id.
     at *15–16. Even assuming that Georgia law should apply in Rule
    702 analysis, the district court’s reasoning was manifestly erroneous.
    First, the court overlooked Dr. Rosenthal’s experience in training
    cytotechnologists and her deposition testimony explaining that when she reviews
    slides she does consider the conditions under which cytotechnologists conduct
    their review. 21 Second, Georgia courts have not interpreted their malpractice
    standard to require that expert witnesses “stand in the shoes of the defendant” as
    the district court says they must. See, e.g., Hankla v. Jackson, 
    699 S.E.2d 610
    ,
    612–13 (Ga. Ct. App. 2010) (allowing an expert witness in a medical malpractice
    case to rely on her review of the plaintiff’s medical records in testifying that the
    nurse midwife breached the standard of care). The district court’s reasoning
    seemingly would bar all expert medical testimony unless the expert has somehow
    recreated the same conditions that the defendant was under. For example, if a
    plaintiff claimed that a defendant doctor prescribed her improper levels of
    medication, the expert could not just review the plaintiff’s medical file to form his
    opinion. After all, the defendant doctor probably saw numerous patients that day
    and did so without the benefit of knowing what reaction that a given patient would
    have to a prescription. Under a standing-in-the-shoes requirement, a plaintiff’s file
    21
    See supra note 12 and accompanying text.
    24
    Case: 13-10425   Date Filed: 07/29/2014   Page: 25 of 39
    would have to be mixed in with numerous others and then sent to several doctors
    who would recommend prescription levels for all of the patients. The plaintiff
    would have a negligence claim only if those reviewers consistently recommended a
    different level of medication for the plaintiff. Rule 702 does not impose such a
    requirement.
    Dr. Rosenthal was qualified to testify about cytotechnologists’ standard of
    care, her methodology was reliable, and her testimony would assist the trier of fact.
    Kilpatrick, 513 F.3d at 1335. Accordingly, the district court abused its discretion
    in excluding her testimony.
    IV.
    For the foregoing reasons, we REVERSE the district court’s ruling
    excluding Dr. Rosenthal’s opinion on the standard of care for cytotechnologists,
    VACATE the district court’s grant of summary judgment to LabCorp, and
    REMAND for further proceedings consistent with this opinion.
    25
    Case: 13-10425   Date Filed: 07/29/2014   Page: 26 of 39
    GARZA, Circuit Judge, specially concurring:
    I concur in the judgment and in the majority’s conclusion that the district
    court abused its discretion in excluding Dr. Rosenthal’s testimony. I also agree
    with the majority’s reasoning with the exception of its discussion of Dr.
    Rosenthal’s “methodology,” primarily in Part III.A. In my view, Dr. Rosenthal’s
    testimony on the standard of care and its alleged breach in this case is admissible
    because her qualifications and experience are sufficient. Under Federal Rule of
    Evidence 702 and Daubert v. Merrell Dow Pharmaceuticals, Inc., 
    509 U.S. 579
    (1993), this case does not implicate any “methodology.” Rather, the reliability of
    Dr. Rosenthal’s testimony on the standard of care and its alleged breach depends
    only upon her knowledge of the abnormalities that a Laboratory Corporation of
    America (“LabCorp”) cytotechnologist should be capable of detecting in Pap
    smear slides.
    A.
    Implicit in the majority’s analysis is that the admissibility of Dr. Rosenthal’s
    opinion hinges on the reliability of her “methodology.” Ante at 9. Although that
    methodology is never precisely defined, the majority mentions Dr. Rosenthal’s
    “personally review[ing] the available physical evidence, which consisted of Ms.
    Adams’s Pap smear slides,” “using the same standard microscope as LabCorp’s
    cytotechnologists,” “scanning each slide in the same general manner as its
    26
    Case: 13-10425      Date Filed: 07/29/2014       Page: 27 of 39
    cytotechnologists do,” and “photograph[ing] Ms. Adams’s slides and us[ing] those
    photographs in her deposition testimony.” Id. at 10. In the majority’s view,
    moreover, the fact that Dr. Rosenthal “applied an established diagnostic system in
    which she was well versed,” id. at 11, and “appli[ed] . . . her extensive, relevant
    experience contributed to the reliability of her methodology,” id. at 12.
    In my view, the majority’s attention to “methodology” misses the mark. The
    majority fails to focus on the record evidence that illuminates the exact dispute
    before us—namely, the specifics of a cytotechnologist’s task and the manner in
    which Dr. Rosenthal formed her opinion about Ms. Adams’s slides.
    Cytotechnologists are responsible for screening Pap smear slides for signs of
    disease and malignancy. A single slide can contain thousands of cells, and
    cytotechnologists must flag for further review by a pathologist any cells that might
    be cancerous or precancerous. This determination is guided by the Bethesda
    System, an atlas of images containing various “classic examples” of
    cytomorphologic features. 1 In Dr. Rosenthal’s words, properly trained
    cytotechnologists will “know what benign looks like” when they “decide whether
    or not they’re going to send [the slide] on to the pathologist.” Without constant
    practice in this “qualitative, subjective skill,” even Dr. Rosenthal requires “a few
    days . . . to ‘get [her] eye back.’” A cytotechnologist’s task, then, involves not a
    1
    As the Adamses note, the Bethesda System’s atlas containing its images and classifications can
    be found online at http://nih.techriver.net/index.php.
    27
    Case: 13-10425       Date Filed: 07/29/2014       Page: 28 of 39
    “methodology,” but judgment—refined and disciplined through training, practice,
    and knowledge of cytomorphologic features so that one is capable of detecting
    abnormalities.
    This professional judgment underlies Dr. Rosenthal’s testimony about a
    cytotechnologist’s standard of care and the LabCorp cytotechnologists’ alleged
    breach of that standard. In her deposition, Dr. Rosenthal explained the “standard
    of care” as “what a recent graduate of a cytotechnology training program would be
    able to detect under normal screening conditions on a particular slide as an
    abnormality”—a domain of knowledge with which she is intimately familiar,
    having trained cytotechnologists for forty years. As for the alleged breach of the
    standard of care, Dr. Rosenthal’s expert report concluded that on numerous
    occasions, LabCorp cytotechnologists “misinterpreted” Ms. Adams’s Pap smear
    slides and that these errors accordingly “fell below the standard of care for a
    cytotechnologist.”2 These opinions on the alleged breach followed from her visual
    observation of Ms. Adams’s slides and were “based on over 40 years of
    professional experience at two major medical centers in which [her] career was
    2
    For instance, Dr. Rosenthal’s report claimed: “The March 20, 2008 Pap test was misinterpreted
    by cytotechnologists Robert Allison and Greg McDaniel, as showing ‘NILM [negative for
    intraepithelial lesion and malignancy] with squamous component cells present’. This error in
    interpretation fell below the standard of care for a cytotechnologist.” Dr. Rosenthal’s affidavit
    elaborates on her opinion as to the correct assessment of the March 20, 2008 test: “The test
    actually revealed HSIL [high-grade squamous intraepithelial lesion] with endocervical
    component cells present,” where HSIL is a “high grade cervical cancer precursor condition.”
    28
    Case: 13-10425       Date Filed: 07/29/2014        Page: 29 of 39
    devoted to cytologic interpretation.” 3 In addition to her experience, Dr. Rosenthal
    relied on the Bethesda System classifications, which, again, are the same as those
    used by the cytotechnologists in this case.
    Both the cytotechnologist’s task and Dr. Rosenthal’s review involve only the
    application of professional judgment, not “methodology.” 4 The majority, however,
    erroneously conflates scientific knowledge with scientific “methodology.” To be
    sure, both LabCorp cytotechnologists and Dr. Rosenthal applied knowledge
    derived through a scientific methodology—i.e., knowledge of the various cell
    classifications catalogued in the Bethesda System, whose validity is not in
    3
    As the majority explains, Dr. Rosenthal has been a pathology professor since 1995, served on
    the task force that developed the Bethesda System used by cytotechnologists for reporting Pap
    smear results, and has over forty years of experience in training cytotechnologists. Ante at 3–4.
    4
    The majority asserts that “[w]hether [Dr. Rosenthal’s] approach is called a ‘methodology’ or
    simply ‘application of professional judgment’ does not matter.” Ante at 13 n.13. But words do
    matter to trial courts tasked with ensuring the reliability of expert testimony under Rule 702 and
    Daubert. Here, Dr. Rosenthal’s application of her knowledge of the standard of care and
    identification of an alleged breach do not implicate a methodology warranting independent
    scrutiny. By contrast, in Daubert and Kumho Tire, the Supreme Court assessed the
    methodologies of experts who sought to testify, respectively, that a particular drug caused birth
    defects and that a tire’s manufacturing or design defect caused its failure. See Daubert, 
    509 U.S. at 593
     (“Scientific methodology today is based on generating hypotheses and testing them to see
    if they can be falsified; indeed, this methodology is what distinguishes science from other fields
    of human inquiry.”); Kumho Tire Co., Ltd. v. Carmichael, 
    526 U.S. 137
    , 153–54 (1999) (“[T]he
    specific issue before the court was not the reasonableness in general of a tire expert’s use of a
    visual and tactile inspection to determine whether overdeflection had caused the tire’s tread to
    separate from its steel-belted carcass. Rather, it was the reasonableness of using such an
    approach, along with [the expert’s] particular method of analyzing the data thereby obtained, to
    draw a conclusion regarding the particular matter to which the expert testimony was directly
    relevant.”).
    29
    Case: 13-10425        Date Filed: 07/29/2014       Page: 30 of 39
    dispute.5 But in the application of this knowledge, there is no methodology; the
    observer merely views a slide and forms her judgment based on her knowledge.
    B.
    Because the admissibility of Dr. Rosenthal’s testimony hinges on the
    reliability of her knowledge of a cytotechnologist’s standard of care rather than the
    reliability of any “methodology,” her competence renders her testimony admissible
    under McDowell v. Brown, 
    392 F.3d 1283
     (11th Cir. 2004).
    In McDowell, this Circuit held that the competency of a standard-of-care
    expert satisfies the demands of Rule 702 and Daubert. In that case, McDowell
    brought a medical negligence suit under Georgia law against Wexford Health
    Sources, which provided medical services in the jail in which he was detained. 
    Id.
    at 1286–87. McDowell alleged that despite his symptoms of severe pain,
    Wexford’s nurse negligently failed to arrange for his timely transport to a nearby
    hospital for treatment, and that this delay proximately caused his partial paraplegia.
    
    Id.
     To support his claim, McDowell sought to have three doctors testify that
    Wexford’s nurse breached the standard of care applicable to nurses. The district
    court, however, excluded his experts’ testimony on the basis that they were
    5
    The majority, notably, does not claim that the Bethesda System itself is a “methodology,” but
    only that Dr. Rosenthal’s use of that “well-established classification system” “contributed to the
    reliability of her methodology.” Ante at 10–11.
    30
    Case: 13-10425   Date Filed: 07/29/2014    Page: 31 of 39
    “unqualified to render an opinion as to the standard of care applicable to nurses.”
    
    Id. at 1296
    .
    On appeal, this Court reversed the district court’s ruling, basing its
    determination on the experts’ competency, without mention of any “methodology.”
    The panel began by explaining that the admissibility of standard-of-care expert
    testimony hinges on both state substantive law and federal procedural law: “[I]f a
    witness is deemed competent to testify to the substantive issue in the case [under
    state law], such as the standard of care, his or her testimony should then be
    screened by Rule 702 to determine if it is otherwise admissible expert testimony.”
    
    Id. at 1295
     (quoting Legg v. Chopra, 
    286 F.3d 286
    , 292 (6th Cir. 2002) (emphasis
    added)). Next, the panel explained that under Georgia law, a standard-of-care
    expert in a medical malpractice case must possess “knowledge of the standard of
    care applicable to the defendant-professional as to at least one of the matters on
    which the plaintiff’s malpractice claim is based.” Id. at 1296 (citation omitted).
    The panel reasoned that because “[a] physician’s area of expertise necessarily
    encompasses the standard of care applicable to nurses,” id., “the experts [were]
    competent to render opinions as to the applicable standard of care for Wexford’s
    nurses,” id. at 1297.
    The panel ultimately concluded that “the district court erred in excluding the
    experts’ testimony as to the applicable standard of care.” Id. at 1301. To be sure,
    31
    Case: 13-10425        Date Filed: 07/29/2014        Page: 32 of 39
    the panel did not expressly assess the standard-of-care testimony under either Rule
    702 or Daubert. 6 However, the panel’s earlier conclusion that these federal
    evidentiary rules govern the standard-of-care expert testimony in addition to state
    substantive law, id. at 1295, can only mean that the doctors’ competency under
    Georgia law was also sufficient to satisfy both Rule 702 and Daubert. 7
    McDowell governs this case. Here, like the doctors in McDowell, Dr.
    Rosenthal was amply competent to testify about the alleged breach of the standard
    of care in light of her “knowledge of the standard of care applicable to the
    defendant-professional.” Id. at 1296. Indeed, the parties do not dispute her
    competency, ante at 9 n.9, and the majority acknowledges Dr. Rosenthal’s
    “extensive” qualifications, id. at 3. Moreover, neither McDowell nor this case
    implicates a “methodology”; rather, both cases involve the expert’s application of
    professional knowledge to certain facts. Here, those facts were contained on Ms.
    Adams’s Pap smear slides; in McDowell, they took the form of McDowell’s acute
    symptoms. McDowell, 
    392 F.3d at
    1286–87. So long as Dr. Rosenthal has applied
    6
    By contrast, the McDowell panel explicitly applied Rule 702 and Daubert in concluding that
    the district court did not abuse its discretion in excluding expert testimony about causation, since
    the experts offered little support for their belief that McDowell’s treatment delay caused his
    injury. McDowell, 
    392 F.3d at
    1297–1301.
    7
    For this reason, the majority incorrectly distinguishes McDowell on the grounds that “there is
    no substantive state law issue presented on appeal.” Ante at 9 n.8. McDowell is the leading
    authority in this Circuit on the admissibility of medical malpractice standard-of-care expert
    testimony under federal procedural law, and stands for the proposition that such testimony is
    admissible under Rule 702 and Daubert so long as the expert is competent under state law.
    32
    Case: 13-10425       Date Filed: 07/29/2014       Page: 33 of 39
    medical or scientific knowledge in evaluating the actions or omissions of a
    cytotechnologist, her opinion is reliable. 8
    Accordingly, under McDowell, Dr. Rosenthal’s opinion about the alleged
    breach of the cytotechnologist’s standard of care is reliable and admissible.
    C.
    McDowell’s recognition that standard-of-care expert testimony generally
    originates in professional judgment accords with this Circuit’s case law on Daubert
    and with the decisions of several other circuits.
    Experts testifying on the breach of a standard of care opine on the content of
    that standard and whether a party’s behavior deviated from it. When such opinions
    are empirical, professional judgments, they are based on “reliable principles and
    methods” so long as they are derived from the expert’s competency and
    qualifications. Fed. R. Evid. 702(c); see also Palandjian v. Foster, 
    842 N.E.2d 916
    , 923 & n.12 (Mass. 2006). Such testimony generally does not require devising
    new analyses to explain factual phenomena—an inquiry for which Rule 702 and
    Daubert’s concern with “methodology” is quintessentially important.9 Nor must
    such experts precisely replicate a litigant’s circumstances before they may opine on
    an alleged breach of the standard of care under those circumstances; hence, the
    8
    Of course, once admitted, Dr. Rosenthal’s testimony would be subjected to the rigors of cross-
    examination. See ante 21–22.
    9
    See supra note 4.
    33
    Case: 13-10425       Date Filed: 07/29/2014       Page: 34 of 39
    majority correctly rejects LabCorp’s contention that Dr. Rosenthal must “stand in
    the shoes” of actual cytotechnologists. Ante at 24–25. To be sure, the professional
    knowledge underlying testimony about the breach of a standard of care may have
    scientific bases—as in Dr. Rosenthal’s case here, and in the case of the doctors in
    McDowell.10 But as explained above, the application of scientific knowledge does
    not necessarily implicate a “methodology.”
    McDowell’s attention to competency rather than methodology accords with
    this Circuit’s flexible, context-sensitive application of Daubert. We recognize that
    “there are instances in which a district court may determine the reliability prong
    under Daubert based primarily upon an expert’s experience and general
    knowledge in the field.” Kilpatrick v. Breg, Inc., 
    613 F.3d 1329
    , 1336 (11th Cir.
    2010) (citing United States v. Brown, 
    415 F.3d 1257
     (11th Cir. 2005)) (emphasis
    added). We have further noted that “Daubert’s list of specific factors neither
    necessarily nor exclusively applies to all experts or in every case.” Brown, 
    415 F.3d at 1267
     (quoting Kumho Tire Co., Ltd. v. Carmichael, 
    526 U.S. 137
    , 141
    (1999)). These principles find further support in the Advisory Committee Note’s
    explanation that “the text of Rule 702 expressly contemplates that an expert may
    be qualified on the basis of experience.” Fed. R. Evid. 702 advisory committee’s
    10
    In addition to scientific disciplines, an expert’s knowledge subject to Rule 702 and Daubert
    can originate from other “technical” or “specialized” fields of inquiry. See Kumho Tire, 
    526 U.S. at 149
    . Here, however, Dr. Rosenthal’s knowledge certainly has a scientific basis.
    34
    Case: 13-10425     Date Filed: 07/29/2014    Page: 35 of 39
    note (2000 Amendments) (emphasis added). The Note continues: “If the witness is
    relying solely or primarily on experience, then the witness must explain how that
    experience leads to the conclusion reached, why that experience is a sufficient
    basis for the opinion, and how that experience is reliably applied to the facts.” Id.;
    see also Kumho Tire, 
    526 U.S. at 156
     (“[N]o one denies that an expert might draw
    a conclusion from a set of observations based on extensive and specialized
    experience.”). As in McDowell, and as permitted by Kilpatrick, Dr. Rosenthal’s
    “experience and general knowledge” are sufficient to satisfy Rule 702 and
    Daubert. Kilpatrick, 613 F.3d at 1336.
    Similarly, several other courts of appeals applying Rule 702 and Daubert to
    standard-of-care expert testimony have determined that the testimony in question is
    admissible so long as the expert is competent or qualified. See, e.g., Dickenson v.
    Cardiac & Thoracic Surgery of E. Tenn., P.C., 
    388 F.3d 976
    , 980–82 (6th Cir.
    2004) (cardiac thoracic surgeon could testify about standard of care of
    pulmonologist on basis of “extensive relevant experience,” 
    id. at 982
    , and was not
    required to demonstrate familiarity with pulmonology literature or standards);
    Sosna v. Binnington, 
    321 F.3d 742
    , 745–46 (8th Cir. 2003) (concluding that
    internist was “competent,” 
    id. at 746
    , to testify about standard of care of surgeon,
    based on expertise and experience treating patients who underwent surgeries);
    Schneider ex rel. Estate of Schneider v. Fried, 
    320 F.3d 396
    , 405–409 (3d Cir.
    35
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    2003) (concluding that two experts were competent to testify about standard of
    care based, respectively, on “experience,” 
    id. at 406
    , and “qualifications,” 
    id. at 409
    ).
    McDowell sets forth a sound general rule for screening expert testimony on
    the breach of a standard of care, and I would apply it here.
    D.
    By failing to delineate the boundaries of Dr. Rosenthal’s “methodology,”
    today’s opinion neglects to explain when courts must depart from McDowell and
    undertake this additional assessment of “methodology.”
    The majority struggles to define Dr. Rosenthal’s “methodology.” In an
    apparent attempt, the majority observes that Dr. Rosenthal “personally reviewed
    the available physical evidence,” “us[ed] the same standard microscope as
    LabCorp’s cytotechnologists,” “scan[ned] each slide in the same general manner as
    its cytotechnologists do,” and later “photographed Ms. Adams’s slides.” Ante at
    10. However, this ad hoc list of activities offers no principled explanation of
    where Dr. Rosenthal’s “methodology” begins and ends. Adding to the confusion,
    the majority claims that Dr. Rosenthal need not “stand in the shoes of the
    defendant” by “recreat[ing] the conditions and circumstances cytotechnologists
    face”—that is, reviewing “a large number of slides without already knowing
    whether they contained cells that were abnormal.” 
    Id.
     at 23–24. While I agree that
    36
    Case: 13-10425        Date Filed: 07/29/2014       Page: 37 of 39
    replicating the exact circumstances of a cytotechnologist is wholly unnecessary,
    supra Part C, I can discern no analytical principles in the majority opinion for
    determining when an expert uses a methodology.
    Because of the majority’s inability to define Dr. Rosenthal’s purported
    methodology, future courts have no guidance as to when scrutiny of
    methodology—an exception to McDowell—is required in the first place. In certain
    cases, I would agree that courts must validate the reliability of an expert’s
    methodology. 11 For instance, to prove a breach of the standard of care, an expert
    might be called upon to establish the speed of a car at the moment of impact, or the
    temperature of a coffee when spilled. 12 But at least here, where the expert simply
    applies her professional judgment to the same facts that confronted the litigant,
    McDowell applies.13
    11
    Experts attempting to demonstrate causation often deploy methodologies to test whether a
    certain causal hypothesis has factual support. See, e.g., Kilpatrick, 613 F.3d at 1336–43
    (reviewing differential diagnosis methodology employed by expert testifying on causation and
    concluding that district court did not abuse discretion in excluding testimony for lack of reliable
    methodology); see also Guinn v. AstraZeneca Pharms. LP, 
    602 F.3d 1245
    , 1252–56 (11th Cir.
    2010) (same); see also supra note 4 (discussing “methodology” at issue in Daubert and Kumho
    Tire).
    12
    See also Rosenfeld v. Oceania Cruises, Inc., 
    654 F.3d 1190
    , 1193 (11th Cir. 2011) (explaining
    that “[a] qualified expert who uses reliable testing methodology may testify as to the safety of a
    defendant’s choice of flooring, determined by the surface’s coefficient of friction”); Lees v.
    Carthage College, 
    714 F.3d 516
    , 524 (7th Cir. 2013) (noting that even if parties did not dispute
    expert’s qualifications, assessment of reliability of expert’s testimony about college’s alleged
    breach of standard of care required further analysis of soundness of his “methodology”).
    13
    Moreover, as in McDowell, the conduct of the defendant is undisputed and requires no factual
    analysis by the expert: Here, the LabCorp cytotechnologists did not flag abnormalities for further
    review by a pathologist. For the purposes of this appeal, the only issue is whether this conduct
    breached the applicable standard of care.
    37
    Case: 13-10425       Date Filed: 07/29/2014       Page: 38 of 39
    *       *      *
    As the majority correctly explains, Rule 702 and Daubert govern all expert
    testimony based on “scientific, technical, or other specialized knowledge.” Ante at
    7 (quoting Kumho Tire, 
    526 U.S. at 149
    ). I thus agree that the gatekeeping inquiry
    under Rule 702 and Daubert applies to Dr. Rosenthal’s testimony, which is
    certainly based on “scientific” knowledge.
    At bottom, the majority and I disagree over the meaning of “methodology”
    and its role in the gatekeeping inquiry in this particular case. 14 In my view, neither
    the LabCorp cytotechnologists nor Dr. Rosenthal applied a methodology in
    assessing Ms. Adams’s Pap smear slides; rather, they simply drew upon their
    knowledge in viewing those slides. Therefore, under McDowell, the reliability of
    Dr. Rosenthal’s testimony on a cytotechnologist’s standard of care and its alleged
    breach depends only on the reliability of her knowledge—i.e., her competency.
    Accordingly, because no party disputes that Dr. Rosenthal is competent to testify
    14
    The Supreme Court has not had occasion to clarify the meaning of “methodology,” though the
    term has given rise to some disagreement among the Justices. In General Electric Co. v. Joiner,
    
    522 U.S. 136
     (1997), the Court noted that “conclusions and methodology are not entirely distinct
    from one another,” and that although “[t]rained experts commonly extrapolate from existing
    data,” “nothing . . . requires a district court to admit opinion evidence that is connected to
    existing data only by the ipse dixit of the expert.” 
    Id. at 146
    . Justice Stevens, in dissent,
    explained that the Court incorrectly blurred the line between methodology and conclusions,
    which he analogized to the conceptual difference between “means and ends.” 
    Id. at 155
    (Stevens, J., dissenting). Justice Stevens claimed that the expert had reviewed the studies under
    a “‘weight of the evidence’ methodology,” which was reliable enough to deem his testimony
    admissible and allow a jury to assess the soundness of his conclusions. 
    Id.
     at 152–54 (Stevens,
    J., dissenting).
    38
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    on the standard of care and its alleged breach, I would hold that the district court
    abused its discretion in excluding her testimony.
    39