Danny Hill v. Carl Anderson ( 2018 )


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  •                           RECOMMENDED FOR FULL-TEXT PUBLICATION
    Pursuant to Sixth Circuit I.O.P. 32.1(b)
    File Name: 18a0024p.06
    UNITED STATES COURT OF APPEALS
    FOR THE SIXTH CIRCUIT
    DANNY HILL,                                            ┐
    Petitioner-Appellant,   │
    │
    >      Nos. 99-4317/14-3718
    v.                                              │
    │
    │
    CARL ANDERSON, Warden,                                 │
    Respondent-Appellee.    │
    │
    ┘
    Appeal from the United States District Court
    for the Northern District of Ohio at Youngstown.
    No. 4:96-cv-00795—Paul R. Matia, District Judge.
    Argued: November 30, 2016
    Decided and Filed: February 2, 2018
    Before: MERRITT, MOORE, and CLAY, Circuit Judges.
    _________________
    COUNSEL
    ARGUED: Vicki Ruth Adams Werneke, FEDERAL PUBLIC DEFENDER’S OFFICE,
    Cleveland, Ohio, for Appellant. Peter T. Reed, OFFICE OF THE OHIO ATTORNEY
    GENERAL, Columbus, Ohio, for Appellee. ON BRIEF: Vicki Ruth Adams Werneke, Lori B.
    Riga, FEDERAL PUBLIC DEFENDER’S OFFICE, Cleveland, Ohio, for Appellant. Peter T.
    Reed, Stephen E. Maher, OFFICE OF THE OHIO ATTORNEY GENERAL, Columbus, Ohio,
    for Appellee.
    _________________
    OPINION
    _________________
    MERRITT, Circuit Judge. In this death penalty case out of Ohio, Danny Hill asserts in
    his habeas petition that he may not be executed because he is “intellectually disabled,” as now
    Nos. 99-4317/14-3718                         Hill v. Anderson                                        Page 2
    defined in three Supreme Court cases decided in the past fifteen years.1 Atkins v. Virginia,
    
    536 U.S. 304
    (2002), was decided and made retroactive after Hill was convicted of murder and
    sentenced to death, so although Hill raised his intellectual disability as a mitigating factor in the
    penalty phase of his trial, he was not afforded the constitutional protections set forth in Atkins
    during his original trial. Our court issued a remand order in 2002 directing the State of Ohio to
    assess Hill’s intellectual functioning in light of Atkins. Hill v. Anderson, 
    300 F.3d 679
    (6th Cir.
    2002). The issue now before us is whether that assessment comports with Atkins and the
    Supreme Court’s later opinions on the subject. We conclude that the courts in Ohio have
    unreasonably applied the Supreme Court’s three-part standard in this case.
    In its three cases on the subject of executing the intellectually disabled, the Supreme
    Court relies on two diagnostic manuals of the psychiatric profession to determine whether a
    defendant has an “intellectual disability”—Intellectual Disability: Definition, Classification, and
    Systems of Supports, the diagnostic manual published by the American Association on
    Intellectual and Developmental Disabilities, and the Diagnostic and Statistical Manual of Mental
    Disorders published by the American Psychiatric Association.2 Both manuals require three
    separate findings before a diagnosis of intellectual disability is appropriate: (1) the individual
    exhibits significant deficits in intellectual functioning—indicated by an IQ score “approximately
    two standard deviations or more below the mean,” or roughly 70; (2) the individual exhibits
    significant adaptive skill deficits—such as “the inability to learn basic skills and adjust behavior
    to changing circumstances”—in certain specified skill sets; and (3) the deficits arose while the
    individual was still a minor. See Moore v. Texas, 
    137 S. Ct. 1039
    , 1045 (2017); Hall v. Florida,
    
    134 S. Ct. 1986
    , 1994-95 (2014); 
    Atkins, 536 U.S. at 308
    n.3.
    The Ohio courts and the parties agree that Hill’s IQ is so low (ranging from a low of
    48 to a high of 71) that he easily meets the first element of the clinical definition of intellectual
    disability. They disagree, however, on the propriety of the state courts’ holdings that Hill did not
    1
    We will use the medical community’s preferred term of “intellectually disabled” in place of “mentally
    retarded” except where the term is in quoted material.
    2
    Prior to 2007, the American Association on Intellectual and Developmental Disabilities (AAIDD) was
    known as the American Association on Mental Retardation (AAMR).
    Nos. 99-4317/14-3718                     Hill v. Anderson                                   Page 3
    exhibit sufficient adaptive deficits under the second element and that Hill’s deficits did not
    manifest themselves before Hill reached the age of 18. Therefore, we must resolve the dispute
    between the parties as to these two elements.
    On the question of “adaptive deficits,” we conclude that the Ohio courts have made the
    same basic mistake as the Texas courts in the recent case of Moore v. Texas, in which the
    Supreme Court reversed the death penalty because the Texas court incorrectly ruled that the
    prisoner’s “adaptive strengths . . . constituted evidence adequate to overcome the considerable
    objective evidence of Moore’s adaptive 
    deficits.” 137 S. Ct. at 1050
    . The Supreme Court
    rejected that view, noting that “the medical community focuses the adaptive-functioning inquiry
    on adaptive deficits.” 
    Id. (emphasis in
    original) (citing AAIDD-11, at 47 (2010); DSM-5, at 33,
    38 (2013)).3 That view is consistent with the Court’s previous observation that “intellectually
    disabled persons may have ‘strengths in social or physical capabilities, strengths in some
    adaptive skill areas, or strengths in one aspect of an adaptive skill in which they otherwise show
    an overall limitation.’” Brumfield v. Cain, 
    135 S. Ct. 2269
    , 2281 (2015) (quoting AAMR-10, at
    8 (2002)). The case supporting a finding that Hill is intellectually disabled is even stronger than
    in Moore. Whereas Moore’s intellectual functioning based on IQ was debatable, Hill’s IQ is so
    low that the Warden concedes that Hill satisfies the first element of the definition.
    We recognize that Moore was decided after the Ohio Court of Appeals rejected Hill’s
    Atkins claim in 2008. See State v. Hill, 
    894 N.E.2d 108
    , 127 (Ohio Ct. App. 2008). Ordinarily,
    Supreme Court decisions that post-date a state court’s determination cannot be “clearly
    established law” for the purposes of AEDPA. Peak v. Webb, 
    673 F.3d 465
    , 472 (6th Cir. 2012)
    (Under AEDPA, the “law in question must have been clearly established at the time the state-
    court decision became final, not after.”). However, as discussed in more detail below, we find
    that Moore’s holding regarding adaptive strengths is merely an application of what was clearly
    established by Atkins.
    In light of the Ohio Court of Appeals’ unreasonable determinations under both the
    adaptive-skills and age-of-onset prongs of the Atkins standard, we REVERSE the judgment of
    3
    We will refer to the diagnostic manuals as “AAMR” or “AAIDD,” and “DSM” followed by a number
    identifying the referenced edition.
    Nos. 99-4317/14-3718                    Hill v. Anderson                                   Page 4
    the district court and REMAND the case with instructions to grant the petition and to issue the
    writ of habeas corpus with respect to Hill’s death sentence.
    In addition to his Atkins claim, Hill raises an ineffective assistance of counsel claim that
    attacks his trial counsel’s performance during his state Atkins hearing, a Miranda claim arguing
    that certain statements should have been suppressed during his trial, a prosecutorial misconduct
    claim, and a due process claim arguing that Hill was not competent to stand trial at the time of
    his convictions. For the reasons set forth below, we AFFIRM the district court’s judgment
    denying Hill’s habeas petition with regard to the latter three claims, and pretermit the ineffective
    assistance of counsel claim regarding Atkins because we are granting relief on the merits of the
    Atkins claim.
    I. Background
    The facts and legal proceedings surrounding Hill’s conviction and death sentence in 1986
    are set out in our earlier opinion. See 
    Hill, 300 F.3d at 681
    . Because this case centers on the
    issue of intellectual disability, what follows is an account of the facts and proceedings relevant to
    that question in this case.
    Several evaluations conducted around the time of Hill’s trial in 1986 reveal that Hill “has
    a diminished mental capacity,” a fact acknowledged by the state court after Hill’s Atkins hearing.
    See 
    Hill, 894 N.E.2d at 112
    (summarizing the testimonies of the three experts who testified
    during the mitigation phase of the initial trial that Hill was “mentally retarded”). Hill’s IQ at the
    time of trial ranged from 55 to 68, and his moral development was “primitive”—essentially that
    of a two-year old. 
    Id. Hill has
    also demonstrated an “inability to learn basic skills and adjust [his] behavior to
    changing circumstances” since a very young age. 
    Hall, 134 S. Ct. at 1994
    . Since his earliest
    days in school, Hill has struggled with academics. At the age of six, a school psychologist noted
    that Hill was “a slow learning child” and recommended that his teachers “make his work as
    concrete as possible” without “talking about abstract ideas.” Warren Cty. School Psychologist’s
    Report, dated Mar. 20, 1973. After kindergarten, Hill was placed into special education classes
    for the remainder of his time in the public school system. Hill struggled to keep up academically
    Nos. 99-4317/14-3718                            Hill v. Anderson                                             Page 5
    even in his special education classes and had difficulty remembering even the simplest of
    instructions. At the age of 15, Hill could barely read or write. Those problems persist today.
    Indeed, prison records and testimony of prison guards indicate that the prison staff believed Hill
    to be illiterate, that he could not remember the balance on his commissary account and would
    often spend more money than was in his account, and that he could not perform even the most
    basic cleaning tasks without close supervision.4 See Supp. Atkins App’x at 1325, 1483-86, 1510-
    12, 1553, 1784.5
    Hill has also been unable to take care of his hygiene independently from a young age.
    Hill’s school psychologist recalled that, even as a kindergartener, Hill “had a problem with body
    odor and did not wear clean clothes to school.” Decl. of Karen Weiselberg-Ross, Warren Cty.
    School Psychologist ¶¶ 4, 12. During his time in a home for children with behavioral issues,
    Hill could not remember to comb his hair, brush his teeth, or take a shower without daily
    reminders. Mitigation Hr’g Tr. at 88, No. 85-cr-317 (Ohio Ct. of Common Pleas Feb. 26,
    2986).6 Even in the highly structured environment of death row, Hill would not shower without
    reminders.
    The Supreme Court decided Atkins in 2002 while Hill’s appeal from the district court’s
    denial of his habeas petition was pending before this court. We remanded the case to the district
    court with instructions to remand Hill’s unexhausted Atkins claim to the state court and to stay
    the remaining claims pending resolution of the Atkins claim. 
    Hill, 300 F.3d at 683
    . After the
    case was returned to the state court, three experts—Drs. David Hammer, J. Gregory Olley, and
    4
    Some prison guards and officials testified in court or during interviews conducted by the experts that Hill
    properly accounted for the funds in his commissary account and filled out his own commissary forms, had no
    noticeable difficulties maintaining proper hygiene, and was of average abilities relative to his fellow death-row
    inmates. However, as will be discussed further below, both the Supreme Court and clinical guidelines “caution
    against reliance on adaptive strengths developed ‘in a controlled setting,’ as a prison surely is.” 
    Moore, 137 S. Ct. at 1050
    . Thus, while we do not ignore evidence in the record of Hill’s seemingly improved adaptive functioning once
    he entered the highly regimented environment of death row, we find error in the state courts’ overly emphasizing
    such evidence without also considering the contradictory evidence highlighted above and without acknowledging
    the diagnostic limitations associated with evaluating “improved behavior in prison.” See 
    id. 5 The
    Supplemental Atkins Appendix can be found in the district court record at R. 97 in Hill v. Anderson,
    No. 4:96-cv-00795 (N.D. Ohio Apr. 30, 2010).
    6
    The Mitigation Hearing Transcript can be found in the district court record at R. 31 in Hill v. Anderson,
    No. 4:96-cv-00795 (N.D. Ohio Jan. 28, 1997).
    Nos. 99-4317/14-3718                          Hill v. Anderson                                         Page 6
    Nancy Huntsman—examined Hill and testified over the course of several evidentiary hearings on
    Hill’s Atkins claim.7 Dr. Hammer was retained by Hill, Dr. Olley acted as the state’s expert, and
    Dr. Huntsman was appointed by the trial court. Dr. Hammer concluded that Hill met all three
    prongs for a diagnosis of intellectual disability. However, Drs. Olley and Huntsman concluded
    that Hill was not intellectually disabled. After considering the evidence presented on Hill’s
    claim of intellectual disability, the state trial court denied Hill’s petition for relief under Atkins,
    finding that Hill did not exhibit significant adaptive deficits and that any deficits he did have did
    not manifest before the age of 18. State v. Hill, No. 85-CR-317 (Ohio Ct. of Common Pleas Feb.
    15, 2006) (unreported). The Ohio Court of Appeals affirmed the trial court over a dissent. State
    v. Hill, 
    894 N.E.2d 108
    (Ohio Ct. App. 2008). The Ohio Supreme Court declined to review the
    case, with two justices dissenting. State v. Hill, 
    912 N.E.2d 107
    (Ohio 2009) (table).
    Hill then moved to reopen and amend his habeas petition in this case to include claims
    under Atkins. The district court denied Hill’s amended petition in a thorough opinion, holding
    that the deferential standard of review under the Antiterrorism and Effective Death Penalty Act
    of 1996 (AEDPA) mandated denial of Hill’s habeas petition. Hill v. Anderson, No. 4:96-cv-
    00795, 
    2014 WL 2890416
    , at *51 (N.D. Ohio June 25, 2014). The district court denied Hill’s
    petition despite its serious misgivings about the state court’s rejection of the extensive record
    evidence that provided important diagnostic information regarding Hill’s adaptive functioning
    and the age of onset of Hill’s intellectual disability. 
    Id. Ultimately, the
    district court believed
    AEDPA required acceptance of the state court’s determinations that Hill did not exhibit
    sufficient adaptive deficits and that Hill’s disability did not manifest before the age of 18.
    The district court was right to be skeptical of the state court judgment because it
    amounted to an unreasonable application of the standard articulated by the Supreme Court in
    Atkins and as later explained by Hall and Moore. Specifically, the state court’s determination
    was unreasonable in two ways: First, the state court departed from the requirements of Atkins
    7
    As part of his Atkins evaluation, Hill was administered recognized standard tests measuring adaptive
    behavior by the three experts. The tests took place in a prison conference room. All three experts determined that
    the results of these tests were not reliable because Hill was “faking” the answers and in some instances did not
    complete the tests, instead breaking down in tears and claiming the tests were “too hard.” As these tests were
    deemed unreliable, the experts were forced to base their assessments on their interactions with Hill and on
    interviews with prison guards. See 
    Hill, 894 N.E.2d at 113
    .
    Nos. 99-4317/14-3718                     Hill v. Anderson                                 Page 7
    when it disregarded well-established clinical standards for assessing adaptive deficits by
    focusing on Hill’s adaptive strengths instead of his adaptive deficits. Second, the trial court
    ignored clear and convincing evidence that Hill exhibited substantial deficits in both his
    intellectual and adaptive abilities since long before he turned 18.
    II. Standard of Review
    The parties dispute the proper standard of review for Hill’s Atkins claims. Hill argues
    that we should review the state courts’ determinations on adaptive deficits and age of onset as
    legal conclusions under 28 U.S.C. § 2554(d)(1), which would have us ask whether those
    decisions amount to an unreasonable application of the Supreme Court’s precedents in Atkins
    and its progeny. The Warden argues that we should instead review those determinations as
    findings of fact under 28 U.S.C. § 2254(d)(2), which would require us to accept the state court’s
    findings absent “clear and convincing evidence” to the contrary. 28 U.S.C. § 2254(e)(1).
    We agree with Hill that the state courts’ determination on adaptive deficits should be
    analyzed as a legal conclusion under 28 U.S.C. § 2254(d)(1) because it is merely the result of an
    application of the standard articulated by the Supreme Court in Atkins and its progeny to the facts
    as found by the trial court. See Van Tran v. Colson, 
    764 F.3d 594
    , 626-27 (6th Cir. 2014)
    (holding that the “state court’s application of Tennessee law with regard to whether [the
    defendant] is intellectually disabled under Atkins was contrary to clearly established federal
    law”); Black v. Bell, 
    664 F.3d 81
    , 100 (6th Cir. 2011) (“The rules governing what factors may be
    considered in determining whether a defendant qualifies as mentally retarded under Atkins deal
    with questions of law.”); Murphy v. Ohio, 
    551 F.3d 485
    , 510 (6th Cir. 2009) (reviewing state
    courts’ resolution of Atkins claim under 28 U.S.C. § 2554(d)(1)). As a result, our review under
    AEDPA consists of determining whether the state courts’ conclusion that Hill did not exhibit
    deficits in two or more adaptive skill sets was “contrary to, or involved an unreasonable
    application of, clearly established Federal law, as determined by the Supreme Court of the
    United States.” 28 U.S.C. § 2254(d)(1). A state court judgment is the result of an unreasonable
    application of clearly established law for AEDPA purposes when the state court “correctly
    identifies the governing legal rule but applies it unreasonably to the facts of a particular
    prisoner’s case.” Williams v. Taylor, 
    529 U.S. 362
    , 408-09 (2000).
    Nos. 99-4317/14-3718                      Hill v. Anderson                                 Page 8
    However, we agree with the Warden that the state court’s conclusion on the age of onset
    is better analyzed as a finding of fact under 28 U.S.C. § 2254(d)(2) as it is based entirely on an
    assessment of the evidence presented during Hill’s evidentiary hearing. Accordingly, our review
    is limited to the question of whether the state court’s finding that Hill’s intellectual and adaptive
    deficits did not manifest before the age of 18 amounts to “an unreasonable determination of the
    facts in light of the evidence presented in the State court proceeding.” 28 U.S.C. § 2254(d)(2).
    In making that assessment, we are mindful that AEDPA directs us to presume that facts decided
    by the state court are correct absent “clear and convincing evidence” to the contrary. 28 U.S.C.
    § 2254(e)(1).
    III. Adaptive Deficits
    Hill first disputes the Ohio court’s finding that he did not exhibit “subaverage adaptive
    skills,” reasoning that the state court’s finding amounted to an unreasonable application of Atkins
    because the court’s analysis on that point disregarded established medical practice. We agree
    and find that Hill has deficits in at least two adaptive skillsets under Atkins.
    A. Standard for Assessing Adaptive Deficits
    In Atkins v. Virginia, the Supreme Court held that the Eighth Amendment prohibits the
    execution of intellectually disabled individuals after identifying a “national consensus” against
    the practice from a survey of state legislation exempting the intellectually disabled from the
    death 
    penalty. 536 U.S. at 314-17
    . The Court defined “mental retardation” by reference to two
    clinical definitions of the phrase: one from the American Association on Mental Retardation’s
    Mental Retardation: Definition, Classification, and Systems of Supports (9th ed. 1992), and a
    second from the American Psychiatric Association’s Diagnostic and Statistical Manual of
    Mental Disorders (4th ed. 2000). 
    Id. at 308
    n.3. Both definitions consisted of three independent
    elements: (1) significantly subaverage intellectual functioning, (2) significant limitations in
    adaptive functions, and (3) the first two elements manifested themselves before the age of 18.
    
    Id. Since Atkins,
    the Supreme Court has twice reaffirmed the centrality of clinical standards
    to the judicial inquiry regarding a defendant’s eligibility for the death penalty. Moore, 137 S. Ct.
    Nos. 99-4317/14-3718                    Hill v. Anderson                                  Page 9
    at 1048-49; 
    Hall, 135 S. Ct. at 2000
    . While it is true that the states retain some discretion to
    “develop[] appropriate ways to enforce the constitutional restriction upon [their] execution of
    sentences,” 
    Atkins, 536 U.S. at 317
    (internal quotation and citation omitted), the Court has been
    clear that the states’ discretion on that count is not “unfettered.” 
    Moore, 137 S. Ct. at 1048
    ,
    1052-53 (quoting 
    Hall, 134 S. Ct. at 1998
    ). Specifically, states’ determinations on the question
    of whether an individual is intellectually disabled “must be ‘informed by the medical
    community’s diagnostic framework.’” 
    Id. at 1048
    (quoting 
    Hall, 134 S. Ct. at 2000
    ). When a
    court “disregards established medical practice” in assessing a criminal defendant’s claim of
    intellectual disability, the error amounts to an unreasonable application of clearly established
    federal law. 
    Hall, 134 S. Ct. at 1995
    , 2001; see also 
    Moore, 137 S. Ct. at 1053
    .
    Moore v. Texas clarified the “prevailing clinical standards” for assessing whether a
    criminal defendant possesses sufficient adaptive deficits to be constitutionally ineligible for
    execution. 
    Moore, 137 S. Ct. at 1050
    -52. In Moore, the Texas Criminal Court of Appeals
    concluded that the prisoner did not exhibit sufficient adaptive deficits because he had previously
    “lived on the streets, mowed lawns, and played pool for money.” 
    Id. at 1050.
    The Court
    rejected that approach and admonished courts not to “overemphasize[] [the defendant’s]
    perceived adaptive strengths.” 
    Id. Instead, courts
    should follow “prevailing clinical standards,”
    which “focus[] the adaptive-functioning inquiry on adaptive deficits.” 
    Id. (emphasis in
    original)
    (citing AAIDD-11, at 47 (2010) and DSM-5, at 33, 38 (2013)). The Supreme Court further
    noted “even if clinicians would consider adaptive strengths alongside adaptive weaknesses
    within the same adaptive-skill domain, neither Texas nor the dissent identifies any clinical
    authority permitting the arbitrary offsetting of deficits against unconnected strengths in which the
    [Texas Court of Criminal Appeals] engaged.”         
    Id. at 1050
    n.8.    The Supreme Court also
    cautioned against “reliance on adaptive strengths developed ‘in a controlled setting,’ [like]
    prison” and pointed to clinical guidelines advising that strengths observed in prison should be
    compared to similar skills in general society whenever possible. 
    Id. (citing DSM-5,
    at 38
    (2013)).
    Although they were decided after the state court decisions in this case, the primary
    holdings in Hall and Moore were compelled by Atkins. Both are illustrations of what was
    Nos. 99-4317/14-3718                    Hill v. Anderson                                 Page 10
    previously established by Atkins.      Harris v. Stovall, 
    212 F.3d 940
    , 944 (6th Cir. 2000)
    (“‘[C]learly established federal law as determined by the Supreme Court of the United States’
    means that the rule sought by petitioner must have been dictated or compelled by [existing
    precedent].”).
    Atkins itself looked to the consensus of the medical community as reflected in medical
    texts and treatises to define “intellectual 
    disability.” 536 U.S. at 308
    n.3. In coming to its
    conclusion that the focus of the adaptive-functioning inquiry should be on adaptive deficits and
    not strengths, the Supreme Court in Moore looked to the medical texts available to it, including
    the American Association on Intellectual and Developmental Disabilities (11th ed. 2010), and a
    second from the American Psychiatric Association’s Diagnostic and Statistical Manual of
    Mental Disorders (5th ed. 2013). 
    Moore, 137 S. Ct. at 1045
    . Neither of these editions cited by
    the Court would have been available at the time of Hill’s Atkins hearing. However, the medical
    literature available in 2008 also required that the focus be on adaptive deficits rather than
    adaptive strengths. For example, the American Association on Mental Retardation defined
    “mental retardation” and then provided four assumptions “essential to the application of the
    definition,” including that “[s]pecific adaptive limitations often coexist with strengths in other
    adaptive skills or other personal capabilities.” AAMR-9 (1992). As mentioned above, this
    source was cited by the Supreme Court in Atkins in order to define intellectual 
    disability. 536 U.S. at 308
    n.3.      Additionally, a later edition of the American Association on Mental
    Retardation’s manual says that intellectually disabled persons may have “strengths in social or
    physical capabilities, strengths in some adaptive skill areas, or strengths in one aspect of an
    adaptive skill in which they otherwise show an overall limitation.” AAMR-10, at 8 (2002).
    Consequently, the Ohio Court of Appeals was required by Atkins and the medical
    literature available to it in 2008 to assess whether Hill had adaptive skill deficits in two or more
    categories, and not to focus on Hill’s adaptive strengths. Our use of Moore and Hall is limited to
    comply with AEDPA, but our conclusion regarding what Atkins clearly established is buttressed
    by the Court’s reasoning in Hall and Moore. In Hall, for instance, the Court stated that it “reads
    Atkins to provide substantial guidance on the definition of intellectual 
    disability,” 134 S. Ct. at 1999
    , and the Court determined that Florida had “misconstrue[d] the Court’s statements in
    Nos. 99-4317/14-3718                          Hill v. Anderson                                        Page 11
    Atkins” in refusing to allow defendants to present evidence of intellectual disability if their IQ
    scores exceeded 70. 
    Id. at 2001.
    And in Moore, the Court described the Texas Court of
    Criminal Appeals’ “conclusion” that the defendant was not intellectually disabled as
    “irreconcilable with 
    Hall.” 137 S. Ct. at 1049
    . Such statements indicate that Atkins dictated the
    holding in Hall, and Hall, in turn, dictated the holding in Moore.
    In addition, the Moore Court described a 2015 case—Brumfield v. Cain, 
    135 S. Ct. 2269
    (2015)—as “relying on Hall to find unreasonable a state court’s conclusion that a score of
    75 precluded an intellectual-disability 
    finding.” 137 S. Ct. at 1049
    . Because Brumfield reached
    the Supreme Court on collateral review and the state post-conviction rulings on the defendant’s
    Atkins claims preceded Hall, the Supreme Court’s reliance on Hall in Brumfield makes clear that
    Hall’s principal holdings were compelled by Atkins. Finally, a recent decision by our court
    discussed Hall and Moore in reviewing a district court’s denial of an Atkins claim, even though
    the district court’s decision predated Hall and Moore. Black v. Carpenter, 
    866 F.3d 734
    , 744
    (6th Cir. 2017). Black therefore corroborates this panel’s conclusion that the holdings of Moore
    and Hall were required by Atkins.
    B. Ohio Courts’ Application of Atkins
    Contrary to Atkins, the Ohio courts overemphasized Hill’s adaptive strengths and relied
    too heavily on adaptive strengths that Hill exhibited in the controlled environment of his death-
    row prison cell. In so doing, they unreasonably applied clearly established law.
    Ohio has adopted the three-prong standard set forth in Atkins for evaluating a claim of
    intellectual disability. State v. Lott, 
    779 N.E.2d 1011
    (Ohio 2002). In Lott, the Supreme Court
    of Ohio specifically approved the definition of intellectual disability set forth in the then-current
    editions of the diagnostic manuals. 
    Id. at 1014.
    Applying the standards in those manuals,
    individuals had significant limitations in adaptive skills if they exhibited deficits in at least two
    of the following ten areas: communication, self-care, home living, social skills, community use,
    self-direction, health and safety, functional academics, leisure, and work.8
    8
    The later editions of the AAIDD Manual have moved away from this scheme of categorization, instead
    forming three “clusters” of related skills and requiring a significant limitation in one of those broader domains.
    Nos. 99-4317/14-3718                           Hill v. Anderson                                          Page 12
    In this case, the Ohio appellate court correctly set forth the three-prong Atkins standard as
    adopted by the Ohio Supreme Court in Lott. It also correctly noted that the second criterion
    under Lott requires the defendant to demonstrate “significant limitations in two or more adaptive
    skills, such as communication, self-care, and self-direction.” 
    Hill, 894 N.E.2d at 113
    (emphasis
    added). The Ohio court then veered off track when it disregarded the prevailing clinical practice
    documented in the medical literature by placing undue emphasis on Hill’s adaptive strengths, as
    opposed to his adaptive weaknesses, and by relying too heavily on the observations of prison
    guards concerning Hill’s behavior in the highly regimented environment of his prison block. 
    Id. at 124-25.
    1. The Ohio Courts Inappropriately Focused on Hill’s Adaptive Strengths
    The Ohio courts’ conclusion that Hill did not demonstrate significant limitations in two
    or more adaptive skill areas was the result of an inappropriate focus on Hill’s adaptive strengths
    instead of the constitutionally required analysis of Hill’s adaptive weaknesses. In determining
    that “Hill’s adaptive skills are inconsistent with a mentally retarded individual,” the state trial
    court focused extensively on Hill’s interview with a reporter, his demeanor in interacting with
    law enforcement and the legal system, and the circumstances surrounding the Fife murder. State
    v. Hill, slip op. at 73-77. Those supposed adaptive strengths convinced the state trial court that
    Hill could not be intellectually disabled because he had “remarkable” communication and
    vocabulary skills and was self-directed. 
    Id. at 74.
    Even assuming the truth of those findings—
    though there is substantial evidence in the record to contradict them—they demonstrate only that
    communication and self-direction may be some of Hill’s strengths, and “prevailing clinical
    standards” hold that such strengths cannot be used to discount demonstrated weakness in other
    areas of adaptive functioning. 
    Moore, 137 S. Ct. at 1050
    . Even cursory analysis of the evidence
    from the Atkins hearing reveals that Hill has had consistent and significant limitations in at least
    two identified areas of adaptive functioning—functional academics and hygiene/self-care—since
    “Conceptual” skills include language skills, reading and writing abilities, self-direction, and grasping concepts of
    money. These conceptual skills may be collectively labeled as functional academics. “Social” skills focus on
    interpersonal relationships, responsibility, self-esteem, gullibility/naïveté, following rules/obeying laws, and
    avoidance of victimization. “Practical” skills focus on self-care and daily living. Such skills include preparing and
    eating meals, dressing, toileting, personal mobility and use of transportation, occupational skills, health care, and
    maintenance of safe environments.
    Nos. 99-4317/14-3718                    Hill v. Anderson                                 Page 13
    childhood. The record also supports finding limitations in two additional areas—social skills and
    self-direction.
    With respect to functional academics, Hill was considered “mentally retarded” by the
    Warren City Schools.      He was diagnosed as mildly mentally retarded, “trainable mentally
    retarded,” or “educable mentally retarded” several times before he turned 18, beginning with the
    recognition that he was a “slow learning child” when he began formal schooling at age 6.
    He scored below 70 on every IQ test administered during his school years. He attended special
    education classes for the entirety of his school career, which meant that all of his academic
    classes were taught at a very basic level. He was “mainstreamed” only in physical education and
    music, and struggled even there to keep up with and socialize normally with his peer group.
    There is no record of him taking “mainstream” classes in any academic subject area, i.e., math,
    reading, or history. At age thirteen, he was sent to a school for intellectually disabled children,
    and was transferred to another, similar school at fifteen because of poor academic achievement
    and behavior. At seventeen years old, after being arrested for, and pleading guilty to, two felony
    rape charges, the juvenile court placed Hill in a facility that housed youth offenders with mental
    disabilities or emotional problems. There, Hill completed ninth grade in special education
    classes at age 18. After being released, he returned to high school, but Fife’s murder occurred
    six months later.
    At age six, Hill did not know his age, but thought he was nine. His reading and verbal
    skills were at the five-year-old level and he had a mental age of four years and six months.
    At age 8 and 8 months, Hill was considered functioning at a “high kindergarten level.” At age
    13, he was functioning at the “mid-2nd grade level” in reading and the “mid-1st grade level” in
    arithmetic. Also when Hill was 13-years-old, a school psychologist set out “special instructional
    recommendations” that included teaching Hill his address and phone number, as well as how to
    tell time. He exhibited weaknesses in reasoning ability, originality, verbal interaction, and a lack
    of intellectual independence. By 14, he was reading at a first-grade level and his math skills
    were at a third-grade level, and he still had not mastered writing his own signature. His teacher
    was working on self-control skills that would generally be mastered by a kindergarten student,
    including “working without being disruptive” and not touching other students inappropriately.
    Nos. 99-4317/14-3718                     Hill v. Anderson                                   Page 14
    Teachers set academic objectives like learning to: tell time in five-minute intervals; write his
    own signature; shower regularly; put soiled clothing in the appropriate place; and eat and drink
    in a manner appropriate in a school setting. Hill was described as hyperactive and needing to
    complete tasks “one step at a time.”
    The record also demonstrates that Hill was deficient in hygiene and self-care. At the age
    of 14, he still needed to be told to shower regularly, brush his teeth, and apply deodorant every
    day. He would not independently follow through and take care of his hygiene unless he was told
    to do so.    At approximately age 16, a group home officer noted that although Hill was
    “improving in his personal hygiene,” he still “need[ed] constant reminder[s] to shower, brush his
    teeth, etc.[.]” Hill continued to have problems with his hygiene in prison and had to be reminded
    frequently to groom himself.
    The record also demonstrates Hill had limitations in the area of social skills.             For
    example, the district court pointed to the testimony of psychologists who spoke to Hill’s “poor
    self-esteem, inability to interpret social situations and create positive relationships, and [the fact]
    that he was easily influenced by people, gravitated toward an antisocial peer group, and did not
    respond appropriately to authority figures.” Hill, 
    2014 WL 2890416
    , at *38. Hill’s school and
    court records demonstrate that he had trouble making friends. At 17, Hill was described as
    “socially constricted” and possessing “very few interpersonal coping skills.”
    Hill also showed limitations in at least one more area—self-direction. Hill was described
    as “easily led” in both his school and court records, and from periods both before and after he
    committed serious crimes while apparently acting alone. In school, Hill was described as
    immature and “easily led by others into trouble around school,” like fighting. He was vulnerable
    to exploitation by older individuals, displayed inappropriate and immature behaviors in class,
    rarely considered the consequences before acting, and had trouble conforming his behavior to the
    rules or the law. When Hill was 13, he was described as exhibiting a “great deal of impulsivity.”
    When Hill was 17, he was evaluated by a psychologist who concluded that he had poor
    judgment, “d[id] not think of consequences,” was “highly suggestable,” and “was ‘likely to be
    exploited’” if placed in halfway home for adults “because of his ‘passivity and limited
    Nos. 99-4317/14-3718                    Hill v. Anderson                                 Page 15
    intellectual ability.’” Another report from that same time expressed concern about his tendency
    to follow others.
    In addition to his significant limitations in functional academics, self-care, social skills,
    and self-direction, the record also demonstrates that Hill has never lived independently, never
    had a driver’s license or a bank account, never been able to perform a job without substantial
    guidance from supervisors, was labeled “functionally illiterate” at school and in prison, could
    never read or write above a third-grade level, and could never adequately sign his own name.
    In sum, the record is clear that Hill was universally considered to be intellectually
    disabled by school teachers, administrators, and the juvenile court system, and that those same
    authorities documented deficits in several adaptive skills areas. Hill consistently performed very
    poorly in school (functional academics); there was consistent documentation that he had trouble
    maintaining proper hygiene despite reminders (self-care); he had trouble making friends and
    responding appropriately to authority figures (social and communication); and he was described
    as a follower, easily led, and vulnerable to exploitation by adults (self-direction). The record
    shows that these deficits largely continued into adulthood, particularly with respect to self-care
    and functional academics. When these facts are applied to the clinical standards articulated by
    the Supreme Court in Atkins and by the Supreme Court of Ohio in Lott, they overwhelmingly
    indicate that Hill had significant limitations in at least two, and probably four, adaptive skill
    areas. Any apparent strengths are not relevant to the inquiry.
    The Ohio court’s finding to the contrary does not comport with the clinical guidelines
    ratified by the Supreme Court for assessing adaptive deficits. Hill’s ability to communicate
    effectively and to direct his actions to a specified goal does not mean that he did not have
    significant limitations in other adaptive skill areas. Instead of marshalling facts in opposition to
    the clear conclusion from the record evidence that Hill had significant limitations in at least
    functional academics and self-care, the Ohio court rested its conclusion on Hill’s relative
    strengths in communication and self-direction. And even within those two areas, the Ohio courts
    failed to grapple with the evidence in the record indicating that Hill’s perceived strengths were
    actually weaknesses.
    Nos. 99-4317/14-3718                    Hill v. Anderson                                  Page 16
    To the extent the Ohio courts addressed evidence in the record pointing to adaptive
    deficits, they turned to inapposite or irrelevant facts to “arbitrar[ily] offset[]” such evidence of
    deficits—a practice Moore expressly rejects. 
    See 137 S. Ct. at 1050
    n.8 (“[E]ven if clinicians
    would consider adaptive strengths alongside adaptive weaknesses within the same adaptive-skill
    domain, neither Texas nor the dissent identifies any clinical authority permitting the arbitrary
    offsetting of deficits against unconnected strengths in which the [Texas Court of Criminal
    Appeals] engaged.”).      For instance, the state trial court discounted evidence of Hill’s
    “consistently poor” academic performance by pointing to evidence in the record that Hill was “a
    healthy boy described frequently by his teachers as lazy, who admits to experimenting with
    drugs and alcohol, who assaults the defenseless, steals frequently and lies a lot,” and who, by age
    18, could “write in cursive, but prefer[red] to print.” Hill, slip op. at 70. The trial court then
    pointed to a teacher’s note, written in October 1981, describing Hill as “a bright, perceptive boy
    with high reasoning ability.” 
    Id. The Ohio
    appellate court summarized the evidence regarding
    Hill’s childhood academic performance in similar terms, stating that “Hill’s public school
    records amply demonstrate a history of academic underachievement and behavioral problems,”
    and noting that he “was described by at least one of his special education teachers as ‘a bright
    perceptive boy with high reasoning ability.’” 
    Hill, 894 N.E.2d at 124
    . The court also noted that
    while there “are references to Hill’s being easily led or influenced by others, the trial court noted
    that much of Hill’s serious misconduct, including two rapes committed prior to Fife’s murder,
    occurred while he was acting alone.” 
    Id. The problems
    with the courts’ analyses of Hill’s academic performance are manifold. As
    the district court noted, “the court’s finding that Hill ‘underachieved’ academically or in any
    other adaptive skill as a child is squarely contradicted by the record. This Court could not find
    one reference in Hill’s school records by a teacher, school administrator, psychologist,
    psychiatrist, or anyone else suggesting that Hill was capable of performing at a substantially
    higher level but chose not to.’” Hill, 
    2014 WL 2890416
    , at *26. And as clinical guidelines have
    long recognized—and as the experts in this case testified—evidence of behavioral problems or a
    conduct disorder simply does not undermine a simultaneous finding of intellectual disability.
    See Atkins Hr’g Tr. at 475 (Hammer test.); id.at 959-60 (Huntsman test.); 
    id. at 573
    (Olley test.)
    (“[I]f he’s having conduct problems in school, that’s neither here nor there to a diagnosis of
    Nos. 99-4317/14-3718                    Hill v. Anderson                                  Page 17
    mental retardation.”). The courts incorrectly discounted the fact that Hill was easily led because
    he committed crimes on his own. Under prevailing medical standards, however, Hill’s prior
    criminal behavior should not be given weight in this analysis. Finally, the Ohio courts’ focus on
    a note drafted by a teacher in a school for intellectually disabled children describing Hill as
    “‘bright’ and ‘perceptive,’ with ‘high reasoning ability’” was, as the district court put it, “almost
    cynical in its selective misrepresentation of the facts.”      Hill, 
    2014 WL 2890416
    , at *27.
    Throughout its opinion, the district court referred to certain findings and inferences by the Ohio
    courts as “troubling,” “irrelevant,” “problematic,” and “squarely contradicted by the record.” 
    Id. at **24-27.
    The Ohio courts’ handling of evidence regarding self-care is equally troubling. The Ohio
    Court of Appeals’ sole reference to Hill’s deficits with regard to self-care was its summary of
    testimony provided by a prison official “that Hill’s self-care was ‘poor but not terrible’ and that
    Hill had to be reminded sometimes about his hygiene.” 
    Hill, 894 N.E.2d at 125
    . Such a
    statement downplays the record’s extensive chronicling of Hill’s struggles with hygiene,
    including the fact that an individual education plan established for Hill when he was nearly
    fourteen years old included an “[a]nnual [g]oal and [o]bjective” of helping Hill “learn to shower
    when necessary” and to “put soiled clothing in the appropriate place.” Atkins Hr’g Tr. at 147,
    193 (Hammer test.).
    The state trial court also unduly relied on Hill’s “initiative in coming to the police” after
    Fife’s death, as well as his alleged efforts to misdirect the investigation and fabricate an alibi
    while under interrogation, as “evidence of Hill’s ability concerning self-direction and
    self-preservation.” See Hill, 
    2014 WL 2890416
    , at *33. As the district court noted, “‘[s]elf-
    preservation’ is not among the adaptive skills measured under the clinical definitions of
    intellectual disability,” and “self-direction” covers a host of behaviors—including “initiating
    activities appropriate to the setting” and “demonstrating appropriate assertiveness and self-
    advocacy skills”—either unrelated or directly contrary to Hill’s decision to make contact with
    the police. 
    Id. Contrary to
    the Ohio courts, the district court found Hill’s “performance” during
    the police interrogation revealed him to be “childlike, confused, often irrational, and primarily
    self-defeating,” and characterized Hill’s attempts to change his story under pressure as failing to
    Nos. 99-4317/14-3718                     Hill v. Anderson                                   Page 18
    “skillfully hid[e] his part” in Fife’s death. 
    Id. at *34.
    These actions were “quite the opposite of
    adaptive.” 
    Id. This is
    especially true where Hill’s decision to approach the police did not
    “resolve his problems,” but “succeeded only in immediately drawing the police’s attention to
    himself.” 
    Id. Hill’s behavior
    during questioning also undermines the conclusion that he had strengths
    in self-direction. For example, Hill often changed his story or embellished his statements “at the
    slightest suggestion by the police, even when the information at issue was irrelevant or
    incriminating.” 
    Id. at *35.
    While the Ohio court focused on what it saw as Hill’s abilities in the
    area of “self-direction” from around the time of the crime, it also ignored other evidence from
    around the same time illustrating that Hill had adaptive deficits.           For example, at Hill’s
    mitigation hearing, three psychologists testified that Hill was intellectually disabled at that time
    and had extremely poor adaptive functioning. On appeal, the Ohio Supreme Court and Court of
    Appeals found these psychologists’ testimony credible and concluded that Hill was disabled. See
    State v. Hill, 
    595 N.E.2d 884
    , 901 (Ohio 1992); State v. Hill, Nos. 3720, 2745, 
    1989 WL 142761
    ,
    at ** 6, 32 (Ohio Ct. App. Nov. 27, 1989).
    It is true, of course, that the state trial court expressly “relie[d] upon the expert opinion of
    Drs. Huntsman, Hancock and Olley to conclude” that Hill had failed to demonstrate adaptive
    deficits. Hill, slip op. at 81. We have previously denied Atkins relief in an AEDPA case arising
    out of Ohio where, as here, two of the three mental health experts testified that the petitioner was
    not intellectually disabled. O'Neal v. Bagley, 
    743 F.3d 1010
    , 1023 (6th Cir. 2013) (“With expert
    testimony split, as it often is, the state court chose to credit Dr. Chiappone and Dr. Nelson over
    Dr. Tureen, and we cannot say from this vantage that it was unreasonable to do so.”). However,
    O’Neal is distinguishable on its facts and Hill’s claim for Atkins relief is much stronger than the
    petitioner’s claim in O’Neal. For example, in O’Neal there was insufficient evidence to prove
    that the petitioner met the first prong in demonstrating “significantly subaverage intellectual
    functioning.” 
    Id. at 1022.
    Here, by contrast, Hill’s IQ is so low that the Warden concedes that
    Hill satisfies the first prong. Additionally, O’Neal’s claim for Atkins relief also failed because
    his adaptive deficits may well have been better explained by his drug abuse and personality
    disorder rather than organic mental illness. 
    Id. at 1022-23.
     Nos. 99-4317/14-3718                            Hill v. Anderson                                         Page 19
    Even though Atkins requires that determinations regarding intellectual disability be
    informed by the medical community, as discussed above, the Ohio courts should have rejected
    the expert testimony in this case. Requiring courts to be “informed by the medical community’s
    diagnostic framework,” 
    Moore, 137 S. Ct. at 1048
    (quoting 
    Hall, 134 S. Ct. at 2000
    ), does not
    authorize courts to tether their decisions to expert opinions that depart from that “diagnostic
    framework.” As Dr. Olley recognized, and as the clinical guidelines make clear, “the AAMR
    manual specifically says you would expect that individual[s] would have some relative strengths
    and some relative weaknesses.” Atkins Hr’g Tr. at 557 (Olley test.). And yet neither Dr. Olley
    nor Dr. Huntsman appeared to apply this crucial aspect of the clinical guidelines in assessing
    Hill’s adaptive deficits.9 Consequently, many of the same criticisms we have of the trial court’s
    analysis of Hill’s Atkins claim apply equally to Dr. Olley’s and Dr. Huntsman’s testimony.
    Dr. Huntsman’s report focuses almost exclusively on Hill’s perceived adaptive
    strengths—his “remarkable memory for the history of his case,” his detailed and “very complex
    explanation for how Raymond Fife came to be killed,” and the “competencies” observed by staff
    members in prison. Supp. Atkins App’x at 1141. (Huntsman Report at 16.) Her testimony at the
    Atkins hearing was no different. Atkins Hr’g Tr. at 907 (“[I]t’s my opinion that he clearly
    demonstrates behavioral capacities that are beyond retarded level.”) (emphasis added). Dr.
    Olley’s report and testimony suffer the same defects. See Supp. Atkins App’x at 1125 (Olley
    Report at 8) (“The available information on Mr. Hill’s current functioning does not allow a
    diagnosis of mental retardation . . . . Mr. Hill’s memory was very good in court on April 15,
    2004, when he provided details of events. In [an] interview during this evaluation, Mr. Hill
    showed good memory of 20-year old events and the ability to express a complex explanation of
    the crime in order to support his claim of innocence.”); Atkins Hr’g Tr. at 586 (defending his
    opinion, in part, because of the way in which Hill exhibited “a kind of thinking and planning and
    integrating complex information that is a higher level than I have seen people with mental
    retardation be able to do”).
    9
    Dr. Hancock, the third expert on whom the state trial court expressly relied, did not assess Hill’s adaptive
    deficits. Instead, he was called upon “to review the test equating method used [by yet another expert, Dr. Sara
    Sparrow, whose opinion Hill wished the court to consider] to interpret scores in adaptive behavior testing of Danny
    Lee Hill and to examine other psychometric issues that may affect appropriate diagnostic process in the case.” Supp.
    Atkins App’x at 3093. (Hancock Supp. Report at 1.)
    Nos. 99-4317/14-3718                    Hill v. Anderson                                 Page 20
    In short, Drs. Olley and Huntsman adopted precisely the sort of analysis the Supreme
    Court has foreclosed.     Courts cannot bypass the Supreme Court’s clear instruction not to
    “disregard[] established medical practice,” 
    Hall, 134 S. Ct. at 1995
    , by relying on experts who
    have done just that. Consequently, it was unreasonable under the circumstances of this case for
    the Ohio courts to rely on Dr. Olley’s and Dr. Huntsman’s expert opinions in finding that Hill
    was not intellectually disabled. The state courts’ failure to consider adequately Hill’s adaptive
    deficits amounts to a sufficiently unreasonable application of the Supreme Court’s decisions in
    Atkins, Hall, and Moore to warrant issuance of the writ.
    2. The Ohio Courts Gave Undue Weight to Hill’s Behavior in Prison
    Although the Ohio courts’ reliance on Hill’s adaptive strengths without addressing the
    overwhelming evidence of his weaknesses in the areas of functional academics and self-care
    would be enough to justify issuance of the writ, we also hold that the Ohio courts unreasonably
    applied clearly established law by placing undue weight on a criminal defendant’s behavior in
    prison when assessing his or her adaptive skills.
    As mentioned above, Atkins drew from the consensus of the medical community as
    reflected in medical texts and treatises to define intellectual 
    disability. 536 U.S. at 308
    n.3. The
    medical literature available in 2008 prohibited the assessment of adaptive skills in atypical
    environments like prison. For example, the 2002 American Association on Mental Retardation
    says “[l]imitations in present functioning must be considered within the context of community
    environments typical of the individual’s age peers and culture.” AAMR-10, at 8. It continues:
    “This means that the standards against which the individual’s functioning must be measured are
    typical community-based environments, not environments that are isolated or segregated by
    ability.” 
    Id. As the
    district court correctly noted, “death row is a segregated, highly structured
    and regulated environment” and reliance on Hill’s prison records is problematic because they
    evaluate Hill’s adaptive skills against those of other inmates on death row. Hill, 
    2014 WL 2890416
    , at *42.
    Further, the district court noted that the weight of the testimony from various death row
    prison officials was limited by their potential bias against the inmates they were charged with
    Nos. 99-4317/14-3718                     Hill v. Anderson                               Page 21
    guarding, as well as the shortcomings affecting lay opinions about intellectual disability
    generally. 
    Id. at **42-43.
    And in any event, as the district court noted, many of the prison
    officials’ statements were “rife with contradictions, with themselves and each other.” 
    Id. at *43.
    Assessing Hill’s adaptive deficits as an adult is particularly challenging given the absence
    of any reliable testing to measure Hill’s adaptive functioning and the lack of reliable evidence of
    how Hill would have functioned as an adult in general society as he has been incarcerated for all
    but six months of his adult life. Evidence of adaptive functioning in this kind of controlled
    setting is of limited value because inmates do not have the same opportunities to acquire new
    skills or show weaknesses in existing skills. Given the lack of evidence regarding Hill’s likely
    adaptive performance as an adult in the general community, the Supreme Court and established
    clinical guidelines require consideration of all available evidence. Specifically, the testimony of
    prison guards who have known Hill only in a correctional setting should lead the court to treat
    their observations with a degree of skepticism. United States v. Hardy, 
    762 F. Supp. 2d 849
    ,
    899-900 (E.D. La. 2010) (“An institutional environment of any kind necessarily provides ‘hidden
    supports . . . .’”) (citing AAIDD-11, at 45 (2010)).
    Here, the state court assessed Hill’s adaptive skills almost exclusively by reference to the
    testimony of prison guards about Hill’s behavior in a “controlled” prison environment, without
    mention of documentary evidence of Hill’s deficits in a number of adaptive skill areas both
    before and after his incarceration. It did not mention any review of prison records, which reflect
    that prison officials always recognized Hill to be mentally incapacitated or “slow.” As when he
    was in school, Hill was considered to be illiterate in prison. He was understood to have a “very
    limited writing ability,” and he had other inmates write for him. Notes written from Hill to
    prison officials make clear that he had trouble keeping track of his prison account balance.
    According to fellow inmates, when Hill was given a task, he had to be carefully supervised
    because he could not remember how to complete the assigned task. At least one prison official
    reported that Hill was able to perform his job as a porter because the cleaning supplies were
    sorted by color, so Hill was not required to read the supplies’ instructions.
    The state courts’ emphasis of and reliance upon prison guard testimony about Hill’s
    behavior in prison without consideration of record evidence suggesting Hill had significant
    Nos. 99-4317/14-3718                    Hill v. Anderson                                   Page 22
    limitations even in the “controlled setting” of his cell block goes against both the Supreme
    Court’s precedent and long-established clinical practice. That error compounds the trouble with
    the state court’s emphasis of Hill’s strengths without independent consideration of his adaptive
    weaknesses because much of the evidence supporting the court’s finding of Hill’s adaptive
    strengths was based on observations of and testimony about Hill’s behavior in a “controlled
    setting” as opposed to in the general community. Because that analysis disregards prevailing
    clinical standards, it amounts to an unreasonable application of the Supreme Court’s decisions in
    Atkins, Hall, and Moore.
    Because “[t]he medical community’s current standards supply one constraint on States’
    leeway” in defining who is “intellectually disabled,” the Ohio courts were not free to disregard
    the medical consensus on the appropriate standard for assessing whether Hill exhibited adaptive
    deficits. 
    Moore, 137 S. Ct. at 1053
    . Application of the correct standard to the record evidence
    overwhelmingly supports the conclusion that Hill exhibited substantial deficits in at least two
    adaptive skillsets; consequently we disregard the state court’s determination because it was the
    result of an unreasonable application of “clearly established Federal law, as determined by the
    Supreme Court of the United States” under 28 U.S.C. § 2254(d)(1).
    IV. Age of Onset
    We also reject the state court’s finding that Hill’s intellectual and adaptive deficits did not
    manifest themselves prior to the age of 18 because clear and convincing evidence suggests
    otherwise. See 28 U.S.C. § 2254(e)(1). In fact, as noted above, Hill’s disability was extensively
    documented before he turned 18 because he spent all of his school years in programs for the
    intellectually disabled and the juvenile justice system. The record is replete with comments from
    teachers concerning Hill’s lagging academic performance, his poor memory, his lack of personal
    hygiene, his immature and inappropriate behavior in relation to his peers, and his tendencies as a
    follower. 
    Hill, 894 N.E.2d at 128-29
    (O’Toole, J., dissenting). In addition to school records, the
    state court record contains testimony to similar effect from several staff members at a halfway
    house in which Hill resided as a teenager, as well as a counselor at the juvenile correction facility
    where he was placed.
    Nos. 99-4317/14-3718                       Hill v. Anderson                                 Page 23
    All the of these significant adaptive skill deficits manifested themselves before Fife was
    killed in 1985 and, as noted by the experts, there was no reason to suspect that Hill was
    malingering as a child despite his apparent malingering on the assessments administered in
    April 2004. The records cover the time frame from 1973 to 1984, six months before the murder
    for which Hill was sentenced to death, and 20 to 30 years before the Supreme Court decided
    Atkins.    Hill could not have been faking intellectual disability to avoid the death penalty.
    Accordingly, we reverse the state courts’ conclusion on the age-of-onset prong as it is
    contradicted by clear and convincing evidence.
    We recognize, of course, that state court determinations of fact are entitled to a great deal
    of deference.      But “[e]ven in the context of federal habeas, deference does not imply
    abandonment or abdication of judicial review. Deference does not by definition preclude relief.”
    Miller-El v. Cockrell, 
    537 U.S. 322
    , 340 (2003). Rather than address the abundant evidence in
    the record of Hill’s adaptive deficits as a child and teenager, the state trial court focused on his
    ability to engage in “a one-man crime spree at the age of 17” and his ability to “hold his own
    during police interrogation of the Fife murder.” Hill, slip op. at 82. In so doing, the trial court
    inappropriately focused on perceived adaptive strengths, ignored clinicians’ warnings not to
    conflate criminal behavior with adaptive functioning, see, e.g., Atkins Hr’g Tr. at 208-09
    (Hammer test.), and failed to acknowledge that Hill’s performance during the police
    interrogations was, in the words of the district court, “childlike, confused, often irrational, and
    primarily self-defeating.” Hill, 
    2014 WL 2890416
    , at *34. In a three-sentence summary, the
    state appellate court affirmed the trial court’s findings. 
    Hill, 894 N.E.2d at 126
    . Such selective
    reliance on mostly irrelevant pieces of evidence to find that Hill lacked adaptive deficits before
    the age of 18 constitutes “an unreasonable determination of the facts in light of the evidence
    presented.” 28 U.S.C. § 2254(d)(2).
    Consequently, we conclude that the state court’s finding that Hill’s intellectual and
    adaptive deficits did not manifest before the age of 18 amounts to “an unreasonable
    Nos. 99-4317/14-3718                            Hill v. Anderson                                         Page 24
    determination of the facts in light of the evidence presented in the State court proceeding.”
    28 U.S.C. § 2254(d)(2).10
    V. Suppression of Pretrial Statements to the Police
    In addition to challenging his eligibility for the death penalty after Atkins, Hill raised
    several challenges to his conviction in his habeas petition. Because we remanded his case to the
    state court after Atkins was decided in 2002, we did not reach the merits of those claims. Hill v.
    Anderson, 
    300 F.3d 679
    (6th Cir. 2002). We do so now and AFFIRM his conviction.
    Hill contends that the Ohio courts unreasonably applied clearly established federal law in
    determining that Hill’s statements to police were admissible. Hill maintains that his statements
    were “involuntary and false” because: his intellectual disability made him especially vulnerable
    to police coercion; his intellectual deficiencies were known by the police, including interrogators
    Sergeant Thomas Stewart, Sergeant Dennis Steinbeck, and his physically abusive uncle,
    Detective Morris Hill; the police made statements to Hill that led him to believe that denying
    guilt was “hopeless”; and Hill lacked the intellectual capacity to understand the legal
    consequences of the statements he made (and the police recorded) while he was at the Warren
    police station.
    Because the Ohio courts rejected this claim on the merits as part of Hill’s direct appeal,
    see 
    Hill, 595 N.E.2d at 890-91
    ; Hill, 
    1989 WL 142761
    , at **5-8, Hill must show that the state
    courts’ decisions involved an unreasonable application of clearly established federal law, as
    determined by the Supreme Court. See 28 U.S.C. § 2254(d)(1). “[A]n unreasonable application
    of th[e Supreme Court’s] holdings must be objectively unreasonable, not merely wrong; even
    clear error will not suffice.” White v. Woodall, 
    134 S. Ct. 1697
    , 1702 (2014) (citation and
    quotation marks omitted).
    In Miranda v. Arizona, 
    384 U.S. 436
    (1966), the Supreme Court held that “[a] suspect in
    custody must be advised . . .[,] ‘prior to any questioning[,] that he has the right to remain silent,
    that anything he says can be used against him in a court of law, that he has the right to the
    10
    As we have decided the merits of Hill’s Atkins claim in his favor, we pretermit discussion of Hill’s claim
    of ineffective assistance of counsel during his Atkins proceedings in state court.
    Nos. 99-4317/14-3718                    Hill v. Anderson                                 Page 25
    presence of an attorney, and that if he cannot afford an attorney one will be appointed for him
    prior to any questioning if he so desires.’” Berghuis v. Thompkins, 
    560 U.S. 370
    , 380 (2010)
    (quoting 
    Miranda, 384 U.S. at 479
    ). This holding was necessitated by the Supreme Court’s
    acknowledgement that “the coercion inherent in custodial interrogation blurs the line between
    voluntary and involuntary statements, and thus heightens the risk that an individual will not be
    accorded his privilege under the Fifth Amendment not to be compelled to incriminate himself.”
    Dickerson v. United States, 
    530 U.S. 428
    , 434-35 (2000) (citation, quotation marks, and ellipses
    omitted). Thus, “[w]hen police ask questions of a suspect in custody without administering the
    required warnings, Miranda dictates that the answers received be presumed compelled and that
    they be excluded from evidence at trial in the State’s case in chief.” Oregon v. Elstad, 
    470 U.S. 298
    , 317 (1985); see also Lego v. Twomey, 
    404 U.S. 477
    , 487-88 (1972) (“[Miranda] excludes
    confessions flowing from custodial interrogations unless adequate warnings were administered
    and a waiver was obtained.”).
    In this case, it is undisputed that Hill was given Miranda warnings and signed a waiver
    prior to making the recorded statements that he sought to suppress at trial. Hill’s challenge, then,
    is to the validity of that waiver. He argues that because his waiver was not knowing, intelligent,
    and voluntary, it was invalid.
    A suspect may waive his Miranda rights only if “the waiver is made voluntarily,
    knowingly and intelligently.”     Moran v. Burbine, 
    475 U.S. 412
    , 421 (1986) (citation and
    quotation marks omitted).
    The inquiry has two distinct dimensions. First, the relinquishment of the right
    must have been voluntary in the sense that it was the product of a free and
    deliberate choice rather than intimidation, coercion, or deception. Second, the
    waiver must have been made with a full awareness of both the nature of the right
    being abandoned and the consequences of the decision to abandon it. Only if the
    totality of the circumstances surrounding the interrogation [reveals] both an
    uncoerced choice and the requisite level of comprehension may a court properly
    conclude that the Miranda rights have been waived.
    
    Id. (citations and
    quotation marks omitted). For a waiver to be knowing and intelligent, the
    suspect must be “fully advised of [his] constitutional privilege[s].” Colorado v. Spring, 
    479 U.S. 564
    , 574 (1987). To be voluntary, a confession may not be “the product of coercion, either
    Nos. 99-4317/14-3718                            Hill v. Anderson                                          Page 26
    physical or psychological.” Rogers v. Richmond, 
    365 U.S. 534
    , 540 (1961). However, “[p]loys
    to mislead a suspect or lull him into a false sense of security that do not rise to the level of
    compulsion or coercion to speak are not within Miranda’s concerns.”                            Illinois v. Perkins,
    
    496 U.S. 292
    , 297 (1990); see, e.g., Oregon v. Elstad, 
    470 U.S. 298
    , 317 (1985) (“[T]he
    [Supreme] Court has refused to find that a defendant who confesses, after being falsely told that
    his codefendant has turned State’s evidence, does so involuntarily.”) (citation omitted).
    “[C]oercive police activity is a necessary predicate to the finding that a confession is not
    ‘voluntary . . . .’” Colorado v. Connelly, 
    479 U.S. 157
    , 167 (1986). Although a suspect’s mental
    condition may be a “significant factor in the ‘voluntariness’ calculus,” that “mental condition, by
    itself and apart from its relation to official coercion, should [n]ever dispose of the inquiry into
    constitutional ‘voluntariness.’”11 
    Id. at 164.
    On December 16, 1985, the Ohio state trial court held a hearing on Hill’s motion to
    suppress his audio- and video-taped statements to the police.12 At the suppression hearing,
    witnesses testified to the following facts.
    On September 12, 1985, two days after Fife was attacked, Hill went to the Warren Police
    Department and approached Sergeant Stewart to talk about that “boy being beat up in the field.”
    R. 28, PageID# 2748-49. Stewart, who was a friend of Detective Hill and had known (Danny)
    Hill since he was approximately six years old, agreed to talk to Hill in the “Narcotics Room.” 
    Id. at 2750-51,
    2782. Stewart testified that Hill had come to the police station voluntarily, i.e., that
    no one had “brought him in,” and Hill’s testimony corroborated this assertion. 
    Id. at 2751;
    R. 29,
    PageID# 3130.
    11
    Under Supreme Court precedent, a person who meets the standard for intellectual disability may not be
    executed. As discussed extensively above, we find that Hill is intellectually disabled and is entitled to have the writ
    issue with respect to his sentence. However, the requirements for determining whether someone is intellectually
    disabled under Atkins and Lott are different from the requirements for determining whether a waiver is knowing and
    voluntary under Miranda. And a person who is intellectually disabled may still be able to knowingly and
    voluntarily waive his Miranda rights.
    12
    The transcript of the suppression hearing can be found in the district court record at R. 28 and R. 29 in
    Hill v. Anderson, No. 4:96-cv-00795 (N.D. Ohio Jan. 28, 1997). Because the pagination in the original transcript is
    unclear, we will cite to the pagination used by the district court.
    Nos. 99-4317/14-3718                    Hill v. Anderson                                  Page 27
    Once in the Narcotics Room, Hill told Stewart that he had seen another boy, Reecie
    Lowery, riding the bike of the boy “who was beat up.” R. 28, PageID# 2751-52. When Stewart
    asked Hill, “How do you know it’s the boy’s bike?”, Hill responded, “I know it is.” 
    Id. at 2752.
    Hill then told Stewart about the bike’s location and encouraged Stewart to “go out and get the
    bike” before Lowery put it back in the wooded field where Fife was attacked. 
    Id. After Hill
    told
    Stewart that he was willing to show him where the bike was located, Stewart and Hill began
    talking about various persons, including Tim Collins and Tim Combs (Hill’s co-defendant). Hill
    insinuated that both Collins and Combs liked boys and might have been the ones who attacked
    Fife. At some point during their talk, Hill mentioned that Fife was choked with his underwear.
    
    Id. at 2756-57.
    Eventually, Stewart drove Hill to look for the bike, but because it was raining and
    visibility was poor, Stewart and Hill did not go to the wooded field. Instead, Hill showed
    Stewart where Combs lived. 
    Id. at 2753-54.
    After dropping Hill off at his house, Stewart
    compiled a report that he shared with his fellow officers, including Sergeant Steinbeck. 
    Id. at 2755,
    2757-58.
    The next day, September 13, 1985, Steinbeck went to Hill’s home around 9:30 or 10:00
    in the morning to follow-up on the information that Hill had given to Stewart. Steinbeck asked
    Hill to come talk to him at the police station and Hill agreed. 
    Id. at 2762-63,
    2881. Hill was
    driven to the police station in the front seat of Steinbeck’s police cruiser and was not booked,
    fingerprinted, or placed under arrest. Steinbeck read Hill his Miranda rights aloud, asked Hill if
    he understood those rights, and had Hill sign a waiver of his Miranda rights before questioning
    Hill off and on for approximately three hours. 
    Id. at 2863-64,
    2882-84. During those three
    hours, Hill never asked for the questioning to stop, tried to leave, or asked to see an attorney. 
    Id. at 2865-66,
    2885-89. After talking to Hill, Steinbeck transcribed a copy of Hill’s statement,
    which also included a recital of his Miranda rights. However, Hill did not sign the statement that
    day because Steinbeck had forgotten to ask him to do so after telling Hill he could go home with
    his mother. 
    Id. at 2866-69,
    2889-90.
    On September 16, 1985, both Steinbeck and Detective Hill went to Hill’s home,
    ostensibly to ask Hill to sign his statement from September 13 and to ask Hill’s mother for a
    Nos. 99-4317/14-3718                            Hill v. Anderson                             Page 28
    written statement regarding Hill’s alleged alibi. After putting up some initial resistance to
    speaking to the police again, Hill, at the behest of his mother, agreed to come down to the police
    station, this time accompanied by his mother.                 Hill was not placed under arrest, booked,
    fingerprinted, or handcuffed. 
    Id. at 2869-70,
    2890-92, 2899-2901, 2930-32.
    In the interrogation room, and apparently separated from his mother, Hill was verbally
    advised of his Miranda rights by Detective Hill. 
    Id. at 2871,
    2901-02, 2933. Hill indicated that
    he understood his rights. 
    Id. at 2902.
    Although not initially present, Sergeant Stewart eventually
    encountered Sergeant Steinbeck and Detective Hill in the interrogation room with (Danny) Hill.
    
    Id. at 2758,
    2872, 2908. At some point, officers told Hill they did not believe he was telling the
    truth, and Stewart told Hill that he needed to be honest if he had “anything to do with [Fife’s
    murder].” 
    Id. at 2872,
    2909-10. Officers also told Hill that it would “benefit him” to tell them
    the truth, believing that Combs would likely blame the attack on Hill alone. 
    Id. at 2909.
    Apparently at Hill’s request, Detective Hill was left alone with his nephew. According to
    (Danny) Hill, while he and Detective Hill were alone, Detective Hill “threw [him] against the
    wall,” slapped him across the face, and told him that he “better tell” the police what happened.
    
    Id. at 2759,
    2810-11, 2859, 2910, 2936-37, 2953. Hill also testified that his uncle kicked him
    under the table in order to prompt Hill to (1) consent to his statement being taped and (2) begin
    talking to police at the beginning of the taping.
    Detective Hill, unsurprisingly, described the time he spent alone with his nephew very
    differently, testifying:
    At that point in time, you know, I set [sic] there, and I tried to let Danny know
    that wasn’t anyone [sic] going to hurt him. No one was going to do anything to
    him, but [I also told him] the fact that I kn[e]w that he was involved in the
    homicide, and I wanted to get the truth out of him. At that point in time, he
    looked at me and tears started to come from his eyes. When tears started coming
    from his eyes, he told me . . . , “I was there. I was in the field when he got
    murdered.” When the young Fife kid got murdered.13
    R. 28, PageID# 2937. When Detective Hill emerged from the interrogation room a few minutes
    later, he told the other officers that Hill was going to cooperate and tell them what happened. At
    13
    Detective Hill also denied kicking his nephew.
    Nos. 99-4317/14-3718                     Hill v. Anderson                                   Page 29
    the time Detective Hill made this announcement, Hill was either crying or had tears in his eyes.
    
    Id. at 2759,
    2811, 2839, 2873, 2937-38.
    At Stewart’s suggestion, Hill gave the police permission to tape his statement. 
    Id. at 2759-60,
    2873-76, 2912. Sergeant Steinbeck, Sergeant Stewart, and Detective Hill were all
    present when Hill gave this initial audiotaped statement, as well as when Hill gave a second
    statement that was videotaped by Detective James Teeple. 
    Id. at 2874-75.
    According to Stewart,
    Hill was not crying during the taped statement itself. About halfway through the audio-taping,
    the police asked Hill to sign the statement he had given to Steinbeck on September 13. 
    Id. at 2903.
    Hill was also read his Miranda rights once more at some point prior to giving the second,
    videotaped statement. 
    Id. at 2876,
    2923, 2963-64. While giving his statements, Hill never asked
    to stop the interrogation, requested an attorney, or asked to leave.               Sometime after the
    interrogation, Hill was placed under arrest based on the details included in his statements. 
    Id. at 2776.
    When asked questions about the nature of the interrogation generally, both Detective Hill
    and Sergeant Stewart denied that the police threatened or made promises to Hill during the
    interrogation, and asserted that Hill never asked for a lawyer. 
    Id. at 2760,
    2772, 2935, 2938.
    When prompted by the prosecutor about Hill’s previous encounters with the police, Detective
    Hill estimated that by the date of the September 16, 1985 interrogation, Hill had been arrested by
    the Warren Police Department “[a]pproximately 15 to 20 times.” 
    Id. at 2929.
    Both Detective
    Hill and Sergeant Steinbeck testified that they had arrested Hill on prior occasions and had read
    him his Miranda rights “[m]any times.” 
    Id. at 2876,
    2928-29. And two of the prosecution’s
    exhibits at the suppression hearing included a waiver form and voluntary statement—both of
    which included a recitation of Miranda rights—signed by Hill on March 6, 1984, which was
    approximately a year-and-a-half before the September 16, 1985 interrogation.
    In adjudicating this claim, the state appellate court rejected Hill’s argument that his
    waiver of his Miranda rights was invalid. Hill, 
    1989 WL 142761
    , at *5. Acknowledging that it
    needed to make “discrete inquiries” as to both the “knowing and intelligent” and “voluntary”
    aspects of Hill’s waiver, the appellate court considered these criteria in turn.
    Nos. 99-4317/14-3718                     Hill v. Anderson                                 Page 30
    With regard to the knowing and intelligent factor, the appellate court noted that although
    the “lack of mental acuity . . . can interfere with an accused’s ability to give a knowing and
    intelligent waiver,” there is no bright line rule for distinguishing between “those capable of an
    intelligent waiver from those who lack the ability to do so.” 
    Id. The appellate
    court also
    acknowledged the Supreme Court’s admonition in Connelly that a suspect’s mental condition, by
    itself, does not necessarily prevent him from effectively waiving his Miranda rights. 
    Id. In analyzing
    the facts of Hill’s case specifically, the appellate court opined:
    [Hill] admittedly suffers from some mental retardation (although the
    evidence presented is divergent as to the severity of the handicap) and has had
    concomitant difficulties in language comprehension throughout his formal
    education. [Hill] is categorized as being mildly to moderately retarded. Evidence
    was presented which indicates that appellant is illiterate and this court
    acknowledges that literal recognition of each word contained in the “Miranda
    Rights” and/or “waiver form” may be beyond [Hill’s] mental comprehensive
    capacity.
    However, from the record here, particularly during the suppression
    hearing, this court is also aware (as was the trial court below) of the long and
    multi-faceted exposure [Hill] has had with the state’s criminal justice system.
    The evidential table in this case also demonstrates that [Hill] exhibited a
    functional capacity to understand these rights, including the right to appointed
    counsel. This was evident from the exchange that occurred during the audio and
    video tape sessions. The officers who interrogated [Hill] had either significant
    contact with him and/or had questioned him on prior occasions and had developed
    informed estimates as to [Hill’s] ability to understand, albeit in a vernacular sense,
    all aspects of the Miranda warning. The audio and video tapes of [Hill’s]
    interrogations disclose that [Hill] was capable of understanding the questions put
    to him and of responding intelligently.
    Moreover, the behavior of [Hill] during the police investigation belies the
    notion that he was no more than a malleable victim of police suggestion. [Hill]
    possessed the requisite intelligence to implicate other persons in the murder and
    was capable of modifying his story when inconsistencies were demonstrated to
    him.     Additionally, [Hill] qualified and corrected the police officers’
    misstatements of the factual scenario which he had related to them. He also was
    able to follow “verbal concepting,” displaying an understanding of the officers’
    direction of questioning and the dialogue utilized during the interrogation.
    Hill, 
    1989 WL 142761
    , at *6. Based on the aforementioned concerns, and citing the Supreme
    Court’s decisions in Miranda and Lego in support, the state appellate concluded that Hill’s
    waiver was knowing and intelligent. 
    Id. Nos. 99-4317/14-3718
                              Hill v. Anderson                                          Page 31
    In addressing voluntariness, the appellate court rejected Hill’s argument that his waiver
    was involuntary “as a result of his mental [infirmities] and the coercive action of the police.” 
    Id. First, the
    court noted that Hill’s IQ was not necessarily dispositive as to whether he was
    incapable of voluntarily waiving his Miranda rights, particularly since he had been read those
    rights in his many prior encounters with police. 
    Id. at **6-7.
    In addressing Hill’s argument that
    his intellectual deficiencies made him vulnerable to the police officers’ “psychological ploys,”
    the appellate court noted that Hill was read his Miranda rights multiple times on September 13
    and 16, 1985, and “appeared articulate and coherent as he answered questions.” 
    Id. at *8.
    Finally, in concluding that the record was “devoid of evidence indicating that the custodial
    interrogation of [Hill] violated his constitutional rights,” the appellate court reasoned that
    because (among other things): (1) Hill originally approached the police on September 12 of his
    own accord; (2) Hill was read his Miranda rights numerous times without ever being placed
    under arrest; and (3) “[t]he recorded conversations [between Hill and the police] d[id] not
    suggest the use of any improprieties by the police,” Hill’s Miranda claim was without merit. 
    Id. at **9-10.
    The Ohio Supreme Court ruled similarly, stating: “Upon a careful review of the record,
    we can discern no coercive or overreaching tactics employed by the police during questioning.”
    
    Hill, 595 N.E.2d at 890
    . In making this finding, the court explicitly acknowledged that before
    Hill turned 18, Detective Hill “would at times physically discipline [his nephew] at the request of
    [Hill’s] mother.”14 
    Id. In fact,
    the court appeared to credit Detective Hill’s version of events—
    i.e., that “[Hill] stated to [Detective] Hill that he was ‘in the field behind Valu King when the
    young Fife boy got murdered.’” 
    Id. The court
    also found, based on the Supreme Court’s ruling
    in Connelly and Hill’s “his prior dealings with the criminal process as a juvenile,” that Hill’s
    “mental aptitude did not undercut the voluntariness of his statements or his waiver of Miranda
    rights.” 
    Id. Finally, the
    Ohio Supreme Court rejected Hill’s contention that his waiver was
    rendered involuntary by virtue of the police’s tactics during the interrogation. 
    Id. at 891
    (“Upon
    a careful review of the testimony and the audiotape and videotape statements, we do not find that
    14
    Hill was 18 at the time of the September 16, 1985 interrogation, and Detective Hill testified at the
    suppression hearing that he had not physically disciplined his nephew since at least six to eight months prior. R. 28,
    PageID# 2976.
    Nos. 99-4317/14-3718                     Hill v. Anderson                                 Page 32
    the interrogation tactics used by the police officers, even in light of [Hill’s] mental capacity,
    rendered the statements involuntary, or that the officers improperly induced [Hill] to make
    incriminating statements.”).
    Reviewing the state courts’ decisions under § 2254(d)(1), the district court found that
    Hill’s arguments that he should be granted habeas relief on this claim were without merit. Hill v.
    Anderson, No. 4:96-cv-00795, 
    1999 U.S. Dist. LEXIS 23332
    , at **78-92 (N. D. Ohio Sept. 29,
    1999).
    Applying AEDPA’s deferential review standard, we ask whether the state courts
    unreasonably applied Supreme Court precedent in finding that Hill’s waiver of his Miranda
    rights was voluntary, knowing, and intelligent. See 28 U.S.C. § 2254(d)(1). Connelly tells us
    that a compromised mental state does not, “by itself and apart from its relation to official
    coercion,” vitiate a defendant’s ability to waive his Miranda protections. 
    See 479 U.S. at 164
    .
    And Miller v. Fenton, 
    474 U.S. 104
    (1985), directs us to treat state-court findings on “subsidiary
    questions, such as the length and circumstances of the interrogation, the defendant’s prior
    experience with the legal process, and familiarity with the Miranda warnings” as “conclusive”
    on habeas review if they are “fairly supported in the record.” 
    Id. at 117.
    In light of these admonitions, the state courts’ conclusion that Hill effectively waived his
    Miranda rights was not “unreasonable” as that term has been defined by the Supreme Court.
    The state courts could plausibly credit Detective Hill’s account of his interrogation techniques
    over Hill’s allegations of physical abuse to find a lack of undue coercion and could point to
    Hill’s prior experiences with the criminal justice system and the Miranda process as evidence
    that Hill understood the nature of his waiver.
    Although the required deference to the state courts’ finding compels our holding on this
    issue, we wish to express our consternation with this result. The record contains ample evidence
    demonstrating that Hill’s waiver was neither voluntary nor knowing. Hill was interrogated, in
    private, by a police-officer uncle who admitted to disciplining Hill physically in the past, and
    who allegedly “‘threw [Hill] against the wall,’ slapped him across the face, and told him that he
    ‘better tell’ the police what happened” during the course of the interrogation. Supra p. 28. Hill’s
    Nos. 99-4317/14-3718                      Hill v. Anderson                                   Page 33
    uncle then purportedly kicked Hill under the table to induce his consent to a videotaped
    confession and kicked Hill again when he was reluctant to begin the confession.                  When
    considered alongside Hill’s intellectual disabilities, Detective Hill’s behavior raises grave
    questions about the voluntariness of Hill’s waiver.
    And while Hill was certainly exposed several times to Miranda warnings, we are not
    convinced that he ever registered the warnings’ meaning. During the suppression hearing the
    state trial court held in 1985, Hill’s attorney asked Hill a number of basic questions about his
    understanding of Miranda:
    Q:        [W]hat are your Constitutional Rights?
    A:        I don’t know.
    Q:        What’s the word constitution mean?
    A:        I don’t know.
    Q:        What’s the word appointed—
    A:        When you point at somebody.
    Q:        You point at somebody?
    A:        Yeah.
    ....
    Q:        When the police talked to you, did you go ahead and talk to them?
    A:        Yes.
    Q:        Why?
    A:        They police. [sic] You’re supposed to talk to them.
    Q:        You have to talk to them?
    A:        Yep!
    Q:        Do you know what’s an attorney? [sic]
    A:        I don’t know.
    R.29, PageID# 3114-16.
    It is difficult, in light of this testimony, to accept the state courts’ determination that Hill
    “exhibited a functional capacity to understand [his] rights.” Hill, 
    1989 WL 142761
    , at *6.
    Nevertheless, because of the procedural posture of this case, we are compelled to affirm the
    district court.
    Accordingly, we AFFIRM the district court’s denial of habeas relief as to his
    suppression claim.
    Nos. 99-4317/14-3718                   Hill v. Anderson                               Page 34
    VI. Inflammatory Statements by the Prosecutor During Hill’s Bench Trial
    Hill also makes a prosecutorial misconduct claim based on the prosecutor’s allegedly
    inflammatory statements to the three-judge panel that convicted Hill and sentenced him to death.
    This claim is governed by § 2254(d)(1). As indicated above, Hill must show that the
    state court’s decision “involved an unreasonable application of, clearly established Federal law,
    as determined by the Supreme Court.” 28 U.S.C. § 2254(d)(1).
    The full-text of the “inflammatory statements” challenged by Hill may be found in his
    opening brief. Some of those comments included:
       A reference to Raymond Fife being a 12-year-old boy from the community who had
    a “right to live,” a right to “be in school,” and a right “to be here today”;
       Statements that Hill was an “animal,” who “destroyed and devoured” Fife, and
    “would make the Marquis de Sade proud”;
       A statement that “you don’t necessarily have fingerprints on everything” with
    reference to the apparent lack of Fife’s fingerprints on his bike;
       The prosecutor’s opinion about which expert witness on a particular issue was
    “more qualified”;
       A statement that Detective Hill did not want to testify against his nephew;
       A reference to Hill being a “poor, dumb boy” who nonetheless violently raped two
    women and therefore “relishe[d] . . . inflicting pain and torture [on] other human
    beings”;
        A statement that Hill put Fife through a “living hell,” that Fife “had no justice
    while he was living,” and that justice demanded a guilty verdict;
       The prosecutor’s opinion that defense counsel had not shown “any mitigating
    factors” and that the aggravated factors “clearly outweigh[ed] the absence of any
    mitigation”;
       Two more references to Hill’s history of sexual assault, which the prosecution
    argued belied the idea that Hill had “difficulty with his motors skills”;
       A rambling soliloquy about how the prosecution would have liked to called Fife as
    a witness so he could describe the beating, strangulation, and sexual assault he
    endured, but Fife was “not here to testify about that thanks to [Hill].” The
    prosecutor also stated that Fife, if alive, would have testified about how he missed
    his family and his friends;
       A reference to Hill as “this manifestation of evil, this anomaly to mankind, this
    disgrace to mankind.”
    Nos. 99-4317/14-3718                            Hill v. Anderson                                         Page 35
    In adjudicating this claim as part of Hill’s direct appeal, the Ohio Supreme Court
    (1) noted that trial counsel never objected to any of the “complained-of comments,” (2) opined
    that those comments were therefore subject to plain error review only, and (3) concluded that the
    prosecutor’s statements amount to “neither prejudicial error nor plain error[.]” 
    Hill, 595 N.E.2d at 898
    .        The Ohio Supreme Court also noted that in Ohio, “[courts] indulge in the usual
    presumption that in a bench trial in a criminal case the court considered only the relevant,
    material, and competent evidence in arriving at its judgment unless it affirmatively appears to the
    contrary.” 
    Hill, 595 N.E.2d at 898
    (quoting State v. White, 
    239 N.E.2d 65
    , 70 (1968)).
    The district court rejected Hill’s prosecutorial misconduct claim as well, reasoning that:
    [Hill’s] case was tried before a three judge panel [that] presumably was able to
    remember the evidence presented at trial and not be misled by any of the
    prosecutor’s statements. Most of the statements were harmless . . . . Three judges
    should have been able to disregard any intended undue influence.15
    
    1999 U.S. Dist. LEXIS 23332
    , at *110. Accordingly, the district court concluded that the Ohio
    Supreme Court’s determination that “no prejudicial or plain error occurred . . . was not an
    unreasonable application of clearly established law.” 
    Id. at **110-11.
    In assessing whether the Ohio Supreme Court’s decision involved an unreasonable
    application of federal law, the relevant Supreme Court holding is the Court’s decision in Darden
    v. Wainwright, 
    477 U.S. 168
    , 181 (1986), which held that “a prosecutor’s improper comments
    will be held to violate the Constitution only if they ‘so infected the trial with unfairness as to
    make the resulting conviction a denial of due process.’” Parker v. Matthews, 
    576 U.S. 37
    , 45
    (2012) (quoting 
    Darden, 477 U.S. at 181
    ). The Supreme Court has also held that “the Darden
    standard is a very general one, leaving courts ‘more leeway in reaching outcomes in case-by-case
    determinations.’” 
    Id. at 48
    (citation, quotation marks, and ellipses omitted).
    In Darden, the Supreme Court found that comments similar to some of those made by the
    prosecutor in this case—particularly allusions to the death penalty and the defendant being an
    15
    The state appellate court, in adjudicating this claim, similarly noted that although some of the
    prosecutor’s comments would have “perhaps [been] prejudicially erroneous in a jury trial, [that] was not so [in Hill’s
    case].” Hill, 
    1989 WL 142761
    , at *15.
    Nos. 99-4317/14-3718                           Hill v. Anderson                                         Page 36
    “animal”—were 
    improper. 477 U.S. at 179-80
    . Those comments, unlike the comments in this
    case, were made before a jury, not a three-judge panel. 
    Id. at 170-71.
    Nonetheless, the Supreme
    Court noted that these improper statements did not “manipulate or misstate the evidence, [or]
    implicate other specific rights of the accused such as the right to counsel or the right to remain
    silent.” 
    Id. at 182.
    In this case, it is clear that the prosecutor’s comments were emotionally charged and
    designed to paint Hill in a bad light. However, it does not appear that they misstated the
    evidence in the case or implicated Hill’s constitutional rights. Further, any efforts to play on the
    emotions of the three-judge panel would likely have been futile. Although they may not adopt a
    presumption as strong as the one “indulged” by the Ohio courts, federal courts similarly presume
    that a judge, as the trier of fact, can readily identify credible evidence, United States v. Thomas,
    
    669 F.3d 421
    , 425 (4th Cir. 2012), give proper weight to the evidence, Caban v. United States,
    
    728 F.2d 68
    , 75 (2d Cir. 1984), and understand what law is relevant to his or her deliberations,
    United States v. Curtis, 
    782 F.2d 593
    , 599 (6th Cir. 1986). And Hill has put forth no evidence
    indicating that the three-judge panel that tried his case was incapable of discerning what
    constitutes admissible evidence and parsing such evidence out from any inflammatory or
    irrelevant16 comments by the prosecutor.17 For these reasons, we conclude that the decision by
    the Ohio Supreme Court was not an unreasonable application of clearly established law.
    We AFFIRM the district court’s denial of habeas relief as to Hill’s prosecutorial
    misconduct claim.
    16
    For example, the three-judge panel disclaimed any reliance on Hill’s “prior crimes . . . in reaching its
    verdict.” See 
    Hill, 595 N.E.2d at 893
    .
    17
    Hill’s reference to a single line in the panel’s opinion that referred to Hill and Combs’ “blood lust
    characterized by a series of acts of torture, rape, and murder,” does not change this conclusion. The rest of the
    opinion describes Fife’s injuries, and the means by which they were inflicted (based on the evidence at trial), in
    great detail. The opinion also indicates that the judges were struck by the “total lack of remorse” shown by Hill
    appearing at the police station to seek a reward after Fife’s death. Looking at the document as a whole, there is no
    indication that the comment with which Hill takes issue was derived from the prosecutor’s statements rather than the
    judges’ own assessments of the offenses.
    Nos. 99-4317/14-3718                            Hill v. Anderson                                        Page 37
    VII. The Trial Court’s Failure to Hold a Pretrial Competency Hearing
    Lastly, Hill argues that the trial court’s failure to inquire about Hill’s competency denied
    him a fair trial under the due process clause of the Fourteenth Amendment. Here, the term “trial
    court” refers to the court that tried Hill’s underlying offenses in 1985 and 1986.
    This claim is governed by § 2254(d)(1). As indicated above, the Supreme Court has held
    that to obtain relief under § 2254(d)(1), the petitioner “must show that the state court’s ruling on
    the claim being presented in federal court was so lacking in justification that there was an error
    well understood and comprehended in existing law beyond any possibility for fairminded
    disagreement.” Harrington v. Richter, 
    562 U.S. 86
    , 103 (2011). In assessing competence, the
    relevant question is whether the defendant’s “mental condition is such that he lacks the capacity
    to understand the nature and object of the proceedings against him, to consult with counsel, and
    to assist in preparing his defense.” Indiana v. Edwards, 
    554 U.S. 164
    , 170 (2008). If the
    defendant’s mental condition meets this description, the courts may not try him.18 
    Id. Hill maintains
    that because the trial court knew that he had “limitations in vocabulary,
    ability to calculate, and ability to draw” and “could not recognize or understand a majority of the
    words on the Miranda waiver form,” the trial court should have “conduct[ed] further inquiry into
    [Hill’s] competency to stand trial.” Hill’s Br. at 124-25. With regard to this final issue, Hill
    requests that this Court determine “not whether the state court was unreasonable in finding
    Danny competent to stand trial, but whether it was unreasonable under Pate19 and Drope20 not to
    make such an inquiry in the first instance.” 
    Id. at 124.
    Hill also argues, with no elaboration and
    18
    Again, our conclusion that Hill is intellectually disabled and thus ineligible for execution under Atkins
    does not mean that Hill was incompetent to stand trial or that the trial court should have presumed his incompetence
    and ordered a competency hearing sua sponte. The two inquiries are different, and even Atkins recognizes that
    “[m]entally retarded persons frequently . . . are competent to stand 
    trial.” 536 U.S. at 318
    .
    19
    Pate v. Robinson, 
    383 U.S. 375
    (1966).
    20
    Drope v. Missouri, 
    420 U.S. 162
    (1975).
    Nos. 99-4317/14-3718                           Hill v. Anderson                                          Page 38
    minimal citation to the record,21 that the Ohio Supreme Court “unreasonably applied Pate and
    Drope” in determining that Hill was competent to stand trial. 
    Id. at 125.
    The Warden, for his part, asserts that “[a]lthough Hill is intellectually limited, his
    demeanor at trial was such that the trial court had no reason to sua sponte assess Hill for
    competence to stand [trial].” The Warden also argues that:
    The trial record gives every indication that Hill was compliant, cooperative and
    appropriately attentive to the proceedings. Moreover, the trial judge had ample
    opportunity to assess Hill’s ability to navigate through the trial proceedings,
    where Hill testified extensively during a pre-trial suppression hearing, and also
    had a direct colloquy with the trial court for acceptance of the jury waiver. In
    addition, none of the three mental health experts who testified for the defense at
    trial expressed a concern about Hill’s competence to stand trial.
    Warden’s Br. at 97. Hill’s reply brief does not address these contentions.
    Neither the state appellate court nor the Ohio Supreme Court opinions from Hill’s direct
    appeal noted Hill’s competency argument as one of his nineteen assignments of error and
    twenty-five propositions of law, respectively. See generally State v. Hill, 
    595 N.E.2d 884
    (Ohio
    1992); State v. Hill, Nos. 3720, 3745, 
    1989 WL 142761
    (Ohio Ct. App. Nov. 27, 1989). Instead,
    the only similar claims addressed by these courts pertained to Hill’s arguments that he could not
    knowingly and voluntarily waive his right to counsel or his right to a jury trial due to his alleged
    intellectual disability. See, e.g., 
    Hill, 595 N.E.2d at 890-91
    , 895; Hill, 
    1989 WL 142761
    , at **3,
    5-7, 13-14. The district court found that Hill raised the issue of competency only under state
    law, not federal law, and that Hill did not raise the competency claim under federal law until
    filing for state post-conviction relief. Hill, 
    1999 U.S. Dist. LEXIS 23332
    , at **92-93. On this
    basis, the district court concluded that Hill’s competency claim was procedurally defaulted. 
    Id. at **93-94
    (citing State v. Hill, No. 94-T-5116, 
    1995 WL 418683
    (Ohio Ct. App. June 16,
    1995)). The Warden argues that even if Hill’s claim was not procedurally defaulted, it fails on
    the merits. We agree.
    21
    This issue occupies three pages in Hill’s opening brief and just over a page in his reply brief. The only
    record citation in the opening brief seeks to demonstrate that Hill “could not recognize or understand a majority of
    the words on the Miranda waiver form.”
    Nos. 99-4317/14-3718                    Hill v. Anderson                                 Page 39
    On December 16, 1985, the trial court held a hearing on Hill’s motion to suppress his
    statements to the police. Defense counsel called Hill as a witness to testify with respect to “the
    circumstances under which [he] gave statements to the police department.” R. 29, PageID#
    3101. In response to the trial court’s questions, Hill indicated that he understood the purpose and
    nature of the hearing. 
    Id. at 3103-04.
    He went on to testify about the means by which he arrived
    at the police station, as well as his inability to leave police custody prior to the arrival of his
    mother on Friday, September 13, 1985. On Monday, September 16, 1984, Hill returned to the
    police station at his mother’s behest with his uncle, Detective Hill, and another police officer,
    Sergeant Steinbeck. As discussed earlier, Hill testified that while he and Detective Hill were
    alone, Detective Hill threw Hill against the wall, slapped him, and told him to tell the police what
    had happened. Hill also claimed that after being physically abused by his uncle, he told the
    police what they wanted to hear because he was afraid of both Detective Hill and the other
    officers. 
    Id. at 3114,
    3118-19.
    Defense counsel, for his part, attempted to demonstrate that Hill could neither read nor
    write and that Hill signed the Miranda waiver without understanding its contents or knowing
    what it meant; meanwhile, the prosecutor attempted to demonstrate that Hill had been to the
    Warren police department many times before based on theft-related crimes and was therefore
    familiar with the department’s Miranda form. 
    Id. at 3107-09,
    3115, 3121-23, 3152-53, 3155.
    On cross-examination, Hill testified that he signed the Miranda waiver because the police told
    him to do so. 
    Id. at 3135-37.
    Hill’s testimony ended following questions from the trial court
    about Hill’s alleged physical abuse at the hands of Detective Hill.
    Hill appeared before the trial court once more on January 7, 1986, this time to waive his
    right to a jury trial. See 
    Hill, 595 N.E.2d at 889
    . The trial court’s colloquy with Hill, which was
    designed to determine whether Hill’s waiver was knowing and voluntary, included an
    explanation of the jury selection system, the role of the jury, the jury waiver’s effect on some of
    Hill’s pending motions, defense counsel’s possible motives for seeking to waive Hill’s right to a
    jury trial, and the differences between a jury and three-judge panel in terms of number of
    persons, familiarity with the law and the facts of the case, and demographic composition. The
    trial court read the waiver aloud to Hill and suggested the Hill go over the waiver with his
    Nos. 99-4317/14-3718                         Hill v. Anderson                                        Page 40
    attorney. Waiver of Jury Trial Hr’g Tr. at 10-11.22 Hill indicated that he had discussed the issue
    of waiver with both his attorney and his mother, and there was a 25-minute recess in which the
    attorney and Hill’s mother apparently discussed the waiver with him further. 
    Id. at 5-6.
    After
    the recess, Hill affirmatively stated that he wanted to be tried by the three-judge panel. 
    Id. at 12.
    A review of Hill’s testimony during the December 16, 1985, suppression hearing reveals
    that Hill claimed to understand the nature of the hearing and was able to answer questions posed
    by the prosecutor, defense counsel, and the trial court. Hill stated more than once when he did
    not understand or did not know the answer to a question, either on his own or with attorney
    prompting. He also appeared to understand the role of the trial judge. Hill’s interactions with
    the trial court at the January 7, 1986 hearing on his waiver of jury trial also failed to raise any red
    flags regarding competence. Although the trial court did most of the talking, Hill did not express
    any confusion about the nature of the waiver, and was given an opportunity to go over the
    considerations discussed by the trial court with his attorney and mother before and during the
    hearing. After Hill conferred with his attorney, the following exchange took place:
    COURT: All right. Danny, you’ve been talking with your lawyer now, have you
    not, for the last 25 minutes or so?
    DEFENDANT HILL: Yeah.
    COURT: And did he go over this matter of a jury trial with you?
    DEFENDANT HILL: Yeah.
    COURT: And you want to tell me now what decision you’ve made after talking
    this over.
    DEFENDANT HILL: I want to have—
    COURT: What do you want to do? Who do you want to try it? Three judges—
    DEFENDANT HILL: Three judges.
    COURT: —or do you want the jury?
    DEFENDANT HILL: You.
    COURT: I hope you understand—you mean myself and two other judges?
    DEFENDANT HILL: (Nods head affirmatively.)
    
    Id. At no
    point during the hearing did Hill behave in a manner, or make a statement indicating,
    that he did not understand the nature of the waiver.
    22
    The transcript of the jury waiver hearing can be found in the district court record at R. 30 in Hill v.
    Anderson, No. 4:96-cv-00795 (N.D. Ohio Jan. 28. 1997).
    Nos. 99-4317/14-3718                     Hill v. Anderson                                 Page 41
    On this record, there is no indication that Hill did not understand the nature of the
    proceedings against him or that he could not consult with defense counsel to assist in his case.
    See 
    Edwards, 554 U.S. at 170
    . Although Hill is correct that the record suggests that he was
    functionally illiterate at the time of the suppression hearing, Hill cites no authority for the
    proposition that trial courts should equate illiteracy to incompetence. He also cites no authority
    for the proposition that because there were other signs that he was intellectually limited, i.e., his
    limited vocabulary or “ability to draw similarities,” the trial court should have doubted his
    competence to stand trial and ordered a competency hearing sua sponte. As indicated above, the
    trial court had at least two opportunities to observe Hill and interact with him directly, and these
    incidents did not suggest that Hill was incompetent to stand trial under Pate, Drope, or the more
    recent Supreme Court case, Edwards.
    For the aforementioned reasons, we AFFIRM the district court’s denial of habeas relief
    as to Hill’s due process claim.
    VIII. Conclusion
    For the reasons articulated above, we REVERSE the district court’s denial of habeas
    relief with regard to Hill’s Atkins claim and we REMAND with instructions to grant the petition
    and to issue the writ of habeas corpus with respect to Hill’s death sentence. We pretermit Hill’s
    ineffective assistance of counsel claim based on Atkins, and AFFIRM the district court’s denial
    of habeas relief with regard to his other three claims.