Pharrell Williams v. Frankie Gaye , 885 F.3d 1150 ( 2018 )


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  •                 FOR PUBLICATION
    UNITED STATES COURT OF APPEALS
    FOR THE NINTH CIRCUIT
    PHARRELL WILLIAMS, an individual;      No. 15-56880
    CLIFFORD HARRIS, JR., an individual;
    ROBIN THICKE, an individual, DBA I        D.C. No.
    Like’em Thicke Music,                  2:13-cv-06004-
    Plaintiffs-Counter-Defendants-     JAK-AGR
    Appellants,
    and                      OPINION
    MORE WATER FROM NAZARETH
    PUBLISHING, INC.; STAR TRAK
    ENTERTAINMENT; INTERSCOPE
    RECORDS; UMG RECORDINGS, INC.;
    UNIVERSAL MUSIC DISTRIBUTION,
    Counter-Defendants-Appellants,
    v.
    FRANKIE CHRISTIAN GAYE, an
    individual; MARVIN GAYE III, an
    individual; NONA MARVISA GAYE,
    an individual,
    Defendants-Counter-Claimants-
    Appellees.
    2                 WILLIAMS V. GAYE
    PHARRELL WILLIAMS, an individual;      No. 16-55089
    CLIFFORD HARRIS, JR., an individual;
    ROBIN THICKE, an individual, DBA I        D.C. No.
    Like’em Thicke Music,                  2:13-cv-06004-
    Plaintiffs-Counter-Defendants-     JAK-AGR
    Appellees,
    and
    MORE WATER FROM NAZARETH
    PUBLISHING, INC.; STAR TRAK
    ENTERTAINMENT; INTERSCOPE
    RECORDS; UMG RECORDINGS, INC.;
    UNIVERSAL MUSIC DISTRIBUTION,
    Counter-Defendants-Appellees,
    v.
    FRANKIE CHRISTIAN GAYE, an
    individual; MARVIN GAYE III, an
    individual; NONA MARVISA GAYE,
    an individual,
    Defendants-Counter-Claimants-
    Appellants.
    WILLIAMS V. GAYE                       3
    PHARRELL WILLIAMS, an individual;        No. 16-55626
    ROBIN THICKE, an individual, DBA I
    Like’em Thicke Music; CLIFFORD              D.C. No.
    HARRIS, JR., an individual,              2:13-cv-06004-
    Plaintiffs-Counter-Defendants-       JAK-AGR
    Appellees,
    and
    MORE WATER FROM NAZARETH
    PUBLISHING, INC.; STAR TRAK
    ENTERTAINMENT; INTERSCOPE
    RECORDS; UMG RECORDINGS, INC.;
    UNIVERSAL MUSIC DISTRIBUTION,
    Counter-Defendants-Appellees.
    v.
    FRANKIE CHRISTIAN GAYE, an
    individual; MARVIN GAYE III, an
    individual; NONA MARVISA GAYE,
    an individual,
    Defendants-Counter-Claimants-
    Appellants.
    4                      WILLIAMS V. GAYE
    Appeal from the United States District Court
    for the Central District of California
    John A. Kronstadt, District Judge, Presiding
    Argued and Submitted October 6, 2017
    Pasadena, California
    Filed March 21, 2018
    Before: MILAN D. SMITH, JR., MARY H. MURGUIA,
    and JACQUELINE H. NGUYEN, Circuit Judges.
    Opinion by Judge Milan D. Smith, Jr.;
    Dissent by Judge Nguyen
    SUMMARY *
    Copyright
    The panel affirmed in part and reversed in part the
    district court’s judgment after a jury trial, ruling that
    plaintiffs’ song “Blurred Lines” infringed defendants’
    copyright in Marvin Gaye’s song “Got To Give It Up.”
    The panel held that “Got To Give It Up” was entitled to
    broad copyright protection because musical compositions
    are not confined to a narrow range of expression. The panel
    accepted, without deciding, the merits of the district court’s
    ruling that the scope of the defendants’ copyright was
    *
    This summary constitutes no part of the opinion of the court. It
    has been prepared by court staff for the convenience of the reader.
    WILLIAMS V. GAYE                        5
    limited, under the Copyright Act of 1909, to the sheet music
    deposited with the Copyright Office, and did not extend to
    sound recordings.
    The panel held that the district court’s order denying
    summary judgment was not reviewable after a full trial on
    the merits.
    The panel held that the district court did not err in
    denying a new trial. The district court properly instructed
    the jury that there is no scienter requirement for copyright
    infringement and that it must find both access and substantial
    similarity. The district court did not erroneously instruct the
    jury to consider unprotectable elements of “Got To Give It
    Up.” The district court did not abuse its discretion in
    admitting expert testimony. In addition, the verdict was not
    against the clear weight of the evidence because there was
    not an absolute absence of evidence of extrinsic and intrinsic
    similarity between the two songs.
    The panel held that the district court’s award of actual
    damages and infringers’ profits and its running royalty were
    proper.
    Reversing in part, the panel held that the district court
    erred in overturning the jury’s general verdict in favor of
    certain parties because the defendants waived any challenge
    to the consistency of the jury’s general verdicts. In addition,
    there was no duty to reconcile the verdicts. The district court
    erred in finding one party secondarily liable for vicarious
    infringement.
    The panel held that the district court did not abuse its
    discretion in denying the defendants’ motion for attorneys’
    6                   WILLIAMS V. GAYE
    fees under § 505 of the Copyright Act or in apportioning
    costs among the parties.
    Dissenting, Judge Nguyen wrote that “Blurred Lines”
    and “Got To Give It Up” were not objectively similar as a
    matter of law under the extrinsic test because they differed
    in melody, harmony, and rhythm, and the majority’s refusal
    to compare the two works improperly allowed the
    defendants to copyright a musical style.
    COUNSEL
    Kathleen M. Sullivan (argued) and Ellyde R. Thompson,
    Quinn Emanuel Urquhart & Sullivan LLP, New York, New
    York; Daniel C. Posner, Quinn Emanuel Urquhart &
    Sullivan LLP, Los Angeles, California; Howard E. King,
    Stephen D. Rothschild, and Seth Miller, King Holmes
    Paterno & Soriano LLP, Los Angeles, California; for
    Plaintiffs-Appellants/Cross-Appellees Pharrell Williams,
    Clifford Harris Jr., Robin Thicke, and More Water from
    Nazareth Publishing Inc.
    Mark E. Haddad (argued), Amanda R. Farfel, Michelle B.
    Goodman, Rollin A. Ransom, and Peter I. Ostroff, Sidley
    Austin LLP, Los Angeles, California, for Defendants-
    Appellants/Cross-Appellees Star Trak Entertainment,
    Interscope Records, UMG Recordings Inc., Universal Music
    Distribution.
    Lisa Blatt (argued), Arnold & Porter LLP, Washington,
    D.C.; Richard S. Busch (argued), Sara R. Ellis, and Steven
    C. Douse, King & Ballow, Nashville, Tennessee; Daniel B.
    Asimov and Martin R. Glick, Arnold & Porter LLP, San
    Francisco, California; Paul H. Duvall, King & Ballow, San
    WILLIAMS V. GAYE                      7
    Diego, California; Mark L. Block, Wargo & French LLP,
    Los Angeles, California; Paul N. Philips, Law Offices of
    Paul N. Philips APLC, West Hollywood, California; for
    Defendants-Appellees/Cross-Appellants Frankie Christian
    Gaye, Marvin Gaye III, and Nona Marvisa Gaye.
    Kenneth D. Freundlich, Freundlich Law, Encino, California,
    for Amici Curiae Musicologists.
    Edwin F. McPherson, McPherson Rane LLP, Los Angeles,
    California, for Amici Curiae 212 Songwriters, Composers,
    Musicians, and Producers.
    Charles Duan, Public Knowledge, Washington, D.C., for
    Amicus Curiae Public Knowledge.
    Sean M. O’Connor, Lateef Mtima, and Steven D. Jamar,
    Institute for Intellectual Property and Social Justice Inc.,
    Rockville, Maryland, for Amicus Curiae Institute for
    Intellectual Property and Social Justice; Musicians and
    Composers; and Law, Music, and Business Professors.
    Bernard A. Burk, Director, Lawyering Skills Program,
    William H. Bowen School of Law, University of Arkansas
    at Little Rock, Little Rock, Arkansas; Howard Barry
    Abrams, University of Detroit Mercy School of Law,
    Detroit, Michigan; for Amici Curiae Musicologists.
    8                    WILLIAMS V. GAYE
    OPINION
    M. SMITH, Circuit Judge:
    After a seven-day trial and two days of deliberation, a
    jury found that Pharrell Williams, Robin Thicke, and
    Clifford Harris, Jr.’s song “Blurred Lines,” the world’s best-
    selling single in 2013, infringed Frankie Christian Gaye,
    Nona Marvisa Gaye, and Marvin Gaye III’s copyright in
    Marvin Gaye’s 1977 hit song “Got To Give It Up.” Three
    consolidated appeals followed.
    Appellants and Cross-Appellees Williams, Thicke,
    Harris, and More Water from Nazareth Publishing, Inc.
    (collectively, Thicke Parties) appeal from the district court’s
    judgment. They urge us to reverse the district court’s denial
    of their motion for summary judgment and direct the district
    court to enter judgment in their favor. In the alternative, they
    ask us to vacate the judgment and remand the case for a new
    trial, on grounds of instructional error, improper admission
    of expert testimony, and lack of evidence supporting the
    verdict. If a new trial is not ordered, they request that we
    reverse or vacate the jury’s awards of actual damages and
    infringer’s profits, and the district court’s imposition of a
    running royalty. Finally, they seek reversal of the judgment
    against Harris, challenging the district court’s decision to
    overturn the jury’s general verdict finding in Harris’s favor.
    Appellants and Cross-Appellees Interscope Records,
    UMG Recordings, Inc., Universal Music Distribution, and
    Star Trak, LLC (collectively, Interscope Parties) appeal from
    the district court’s judgment. They urge us to reverse the
    judgment against them, challenging the district court’s
    decision to overturn the jury’s general verdict finding in their
    favor.
    WILLIAMS V. GAYE                        9
    Appellees and Cross-Appellants Frankie Christian Gaye,
    Nona Marvisa Gaye, and Marvin Gaye III (collectively,
    Gayes) appeal from the district court’s order on attorney’s
    fees and costs. They request that we vacate and remand for
    reconsideration the district court’s denial of attorney’s fees,
    and award them their costs in full. The Gayes also
    protectively cross-appeal the district court’s ruling limiting
    the scope of the Gayes’ compositional copyright to the four
    corners of the sheet music deposited with the United States
    Copyright Office. In the event a new trial is ordered, the
    Gayes urge us to hold that Marvin Gaye’s studio recording
    of “Got To Give It Up,” rather than the deposit copy,
    establishes the scope of the Gayes’ copyright under the
    Copyright Act of 1909.
    We have jurisdiction over this appeal pursuant to
    28 U.S.C. § 1291. Our law requires that we review this case,
    which proceeded to a full trial on the merits in the district
    court, under deferential standards of review.            We
    accordingly decide this case on narrow grounds, and affirm
    in part and reverse in part.
    FACTUAL AND PROCEDURAL BACKGROUND
    A. “Got To Give It Up”
    In 1976, Marvin Gaye recorded the song “Got To Give
    It Up” in his studio. “Got To Give It Up” reached number
    one on Billboard’s Hot 100 chart in 1977, and remains
    popular today.
    In 1977, Jobete Music Company, Inc. registered “Got To
    Give It Up” with the United States Copyright Office and
    deposited six pages of handwritten sheet music attributing
    the song’s words and music to Marvin Gaye. Marvin Gaye
    did not write or fluently read sheet music, and did not
    10                   WILLIAMS V. GAYE
    prepare the deposit copy. Instead, an unidentified transcriber
    notated the sheet music after Marvin Gaye recorded “Got To
    Give It Up.”
    The Gayes inherited the copyrights in Marvin Gaye’s
    musical compositions.
    B. “Blurred Lines”
    In June 2012, Pharrell Williams and Robin Thicke wrote
    and recorded “Blurred Lines.” Clifford Harris, Jr., known
    popularly as T.I., separately wrote and recorded a rap verse
    for “Blurred Lines” that was added to the track seven months
    later. “Blurred Lines” was the best-selling single in the
    world in 2013.
    Thicke, Williams, and Harris co-own the musical
    composition copyright in “Blurred Lines.” Star Trak and
    Interscope Records co-own the sound recording of “Blurred
    Lines.” Universal Music Distribution manufactured and
    distributed “Blurred Lines.”
    C. The Action
    The Gayes made an infringement demand on Williams
    and Thicke after hearing “Blurred Lines.” Negotiations
    failed, prompting Williams, Thicke, and Harris to file suit
    for a declaratory judgment of non-infringement on August
    15, 2013.
    The Gayes counterclaimed against the Thicke Parties,
    alleging that “Blurred Lines” infringed their copyright in
    WILLIAMS V. GAYE                            11
    “Got To Give It Up,” 1 and added the Interscope Parties as
    third-party defendants.
    D. The District Court’s              Denial      of   Summary
    Judgment
    The district court denied Williams and Thicke’s motion
    for summary judgment on October 30, 2014.
    1. The District Court’s Interpretation of the
    Copyright Act of 1909
    The district court ruled that the Gayes’ compositional
    copyright, which is governed by the Copyright Act of 1909,
    did not extend to the commercial sound recording of “Got
    To Give It Up,” and protected only the sheet music deposited
    with the Copyright Office. The district court accordingly
    limited its review of the evidence to the deposit copy, and
    concluded there were genuine issues of material fact.
    2. The Evidence
    The Thicke Parties relied upon the opinion of
    musicologist Sandy Wilbur. The Gayes relied upon the
    opinions of Dr. Ingrid Monson, the Quincy Jones Professor
    of African American Music at Harvard University, and
    musicologist Judith Finell. The experts disagreed sharply in
    their opinions, which they articulated in lengthy reports.
    1
    The Gayes asserted a second counterclaim alleging that Thicke’s
    song “Love After War” infringed their copyright in Marvin Gaye’s
    composition “After the Dance.” The jury found against the Gayes on the
    second counterclaim, and judgment was entered against them. On
    appeal, the second counterclaim is relevant only to the issue of costs.
    12                     WILLIAMS V. GAYE
    Finell opined that there is a “constellation” of eight
    similarities between “Got To Give It Up” and “Blurred
    Lines,” consisting of the signature phrase, hooks, 2 hooks
    with backup vocals, “Theme X,” 3 backup hooks, bass
    melodies, keyboard parts, and unusual percussion choices.
    Wilbur opined that there are no substantial similarities
    between the melodies, rhythms, harmonies, structures, and
    lyrics of “Blurred Lines” and “Got To Give It Up,” and
    disputed each area of similarity Finell identified. The district
    court compared Finell’s testimony with Wilbur’s and,
    pursuant to the extrinsic test under copyright law,
    meticulously filtered out elements Wilbur opined were not
    in the deposit copy, such as the backup vocals, “Theme X,”
    descending bass line, keyboard rhythms, and percussion
    parts.
    The district court also filtered out several unprotectable
    similarities Dr. Monson identified, including the use of a
    cowbell, hand percussion, drum set parts, background
    vocals, and keyboard parts. After filtering out those
    elements, the district court considered Dr. Monson’s
    analysis of harmonic and melodic similarities between the
    songs, and noted differences between Wilbur’s and Dr.
    Monson’s opinions.
    After performing its analytical dissection, as part of the
    extrinsic test, the district court summarized the remaining
    areas of dispute in the case. The district court identified
    disputes regarding the similarity of the songs’ signature
    2
    According to Finell, the term “hook” refers to the most important
    and memorable melodic material of a piece of popular music.
    3
    Finell named a repeated four-note backup vocal in “Got To Give
    It Up” as “Theme X.”
    WILLIAMS V. GAYE                        13
    phrases, hooks, bass lines, keyboard chords, harmonic
    structures, and vocal melodies. Concluding that genuine
    issues of material fact existed, the district court denied
    Williams and Thicke’s motion for summary judgment.
    E. Trial
    The case proceeded to a seven-day trial. The district
    court ruled before trial that the Gayes could present sound
    recordings of “Got To Give It Up” edited to capture only
    elements reflected in the deposit copy. Consequently, the
    commercial sound recording of “Got To Give It Up” was not
    played at trial.
    Williams and Thicke testified, each acknowledging
    inspiration from Marvin Gaye and access to “Got To Give It
    Up.”
    Finell testified that “Blurred Lines” and “Got To Give It
    Up” share many similarities, including the bass lines,
    keyboard parts, signature phrases, hooks, “Theme X,” bass
    melodies, word painting, and the placement of the rap and
    “parlando” sections in the two songs. She opined that nearly
    every bar of “Blurred Lines” contains an element similar to
    “Got To Give It Up.” Although the district court had filtered
    out “Theme X,” the descending bass line, and the keyboard
    rhythms as unprotectable at summary judgment, Finell
    testified that those elements were in the deposit copy.
    Dr. Monson played three audio-engineered “mash-ups”
    she created to show the melodic and harmonic compatibility
    between “Blurred Lines” and “Got To Give It Up.” She
    testified that the two songs shared structural similarities on a
    sectional and phrasing level.
    14                      WILLIAMS V. GAYE
    Wilbur opined that the two songs are not substantially
    similar and disputed Finell and Dr. Monson’s opinions.
    Wilbur prepared and played a sound recording containing
    her rendition of the deposit copy of “Got To Give It Up.”
    Neither the Thicke Parties nor the Gayes made a motion
    for judgment as a matter of law pursuant to Federal Rule of
    Civil Procedure 50(a) before the case was submitted to the
    jury.
    On March 10, 2015, after two days of deliberation, the
    jury returned mixed general verdicts. 4 The jury found that
    Williams, More Water from Nazareth Publishing, 5 and
    Thicke infringed the Gayes’ copyright in “Got To Give It
    Up.” In contrast, the jury found that Harris and the
    Interscope Parties were not liable for infringement. The jury
    awarded the Gayes $4 million in actual damages,
    $1,610,455.31 in infringer’s profits from Williams and More
    Water from Nazareth Publishing, and $1,768,191.88 in
    infringer’s profits from Thicke.
    F. The District Court’s Order on Post-Trial Motions
    The district court ruled on the parties’ various post-trial
    motions in an omnibus order.
    The Thicke Parties filed a motion for judgment as a
    matter of law, a new trial, or remittitur. The district court
    4
    Although the verdict forms are captioned “Special Verdict,” they
    are functionally general verdict forms. See Zhang v. Am. Gem Seafoods,
    Inc., 
    339 F.3d 1020
    , 1031 (9th Cir. 2003) (“If the jury announces only
    its ultimate conclusions, it returns an ordinary general verdict[.]”).
    5
    More Water From Nazareth Publishing, Inc. collects royalties on
    Williams’ behalf.
    WILLIAMS V. GAYE                      15
    denied the Thicke Parties’ motion for judgment as a matter
    of law and motion for a new trial, but remitted the award of
    actual damages and the award of Williams’ profits.
    The Gayes filed three motions, seeking (1) a declaration
    that Harris and the Interscope Parties were liable for
    infringement; (2) injunctive relief or, in the alternative,
    ongoing royalties; and (3) prejudgment interest. The district
    court construed the Gayes’ motion for declaratory relief as a
    post-trial motion for judgment as a matter of law, and
    granted the motion, overturning the jury’s general verdicts
    in favor of Harris and the Interscope Parties. The district
    court denied the Gayes’ request for injunctive relief, but
    awarded them a running royalty of 50% of future songwriter
    and publishing revenues from “Blurred Lines.” The district
    court granted in part the Gayes’ motion for prejudgment
    interest.
    G. The Judgment and Order on Attorney’s Fees and
    Costs
    The district court entered judgment on December 2,
    2015. The court awarded the Gayes $3,188,527.50 in actual
    damages, profits of $1,768,191.88 against Thicke and
    $357,630.96 against Williams and More Water from
    Nazareth Publishing, and a running royalty of 50% of future
    songwriter and publishing revenues received by Williams,
    Thicke, and Harris.
    On April 12, 2016, the district court denied the Gayes’
    motion for attorney’s fees and apportioned costs between the
    parties. The parties timely appealed.
    16                       WILLIAMS V. GAYE
    ANALYSIS
    I. Governing Law
    We begin by discussing the law applicable to this case.
    A. Elements of a Copyright Infringement Claim
    To prevail on a copyright infringement claim, a plaintiff
    must show that (1) he or she owns the copyright in the
    infringed work, and (2) the defendant copied protected
    elements of the copyrighted work. Swirsky v. Carey,
    
    376 F.3d 841
    , 844 (9th Cir. 2004). A copyright plaintiff may
    prove copying with circumstantial, rather than direct,
    evidence. Three Boys Music Corp. v. Bolton, 
    212 F.3d 477
    ,
    481 (9th Cir. 2000). “Absent direct evidence of copying,
    proof of infringement involves fact-based showings that the
    defendant had ‘access’ to the plaintiff’s work and that the
    two works are ‘substantially similar.’” 
    Id. (quoting Smith
    v.
    Jackson, 
    84 F.3d 1213
    , 1218 (9th Cir. 1996)).
    Access and substantial similarity are “inextricably
    linked.” 
    Id. at 485.
    We adhere to the “inverse ratio rule,”
    which operates like a sliding scale: The greater the showing
    of access, the lesser the showing of substantial similarity is
    required. 6 See 
    Swirsky, 376 F.3d at 844
    ; Three Boys 
    Music, 212 F.3d at 485
    . Williams and Thicke readily admitted at
    trial that they had a high degree of access to “Got To Give It
    Up.” The Gayes’ burden of proof of substantial similarity is
    lowered accordingly. See 
    Swirsky, 376 F.3d at 844
    –45; see
    6
    To be clear, we do not “redefin[e] the test of substantial similarity
    here,” or negate the requirement that there be substantial similarity. See
    Three Boys 
    Music, 212 F.3d at 486
    . Although the dissent criticizes the
    inverse ratio rule, the rule is binding precedent under our circuit law, and
    we are bound to apply it.
    WILLIAMS V. GAYE                       17
    also Metcalf v. Bochco, 
    294 F.3d 1069
    , 1075 (9th Cir. 2002)
    (“The [plaintiffs’] case is strengthened considerably by [the
    defendant’s] concession of access to their works.”).
    We use a two-part test for substantial similarity: an
    extrinsic test and an intrinsic test. 
    Swirsky, 376 F.3d at 845
    .
    For a jury to find substantial similarity, there must be
    evidence on both the extrinsic and intrinsic tests. 
    Id. (citing Rice
    v. Fox Broad. Co., 
    330 F.3d 1170
    , 1174 (9th Cir.
    2003)). A district court applies only the extrinsic test on a
    motion for summary judgment, as the intrinsic test is
    reserved exclusively for the trier of fact. Benay v. Warner
    Bros. Entm’t, Inc., 
    607 F.3d 620
    , 624 (9th Cir. 2010).
    The extrinsic test is objective. 
    Swirsky, 376 F.3d at 845
    .
    It “considers whether two works share a similarity of ideas
    and expression as measured by external, objective criteria.”
    
    Id. Application of
    “[t]he extrinsic test requires ‘analytical
    dissection of a work and expert testimony.’” 
    Id. (quoting Three
    Boys 
    Music, 212 F.3d at 485
    ). An analytical
    dissection, in turn, “requires breaking the works ‘down into
    their constituent elements, and comparing those elements for
    proof of copying as measured by “substantial similarity.”’”
    
    Id. (quoting Rice
    v. Fox Broad. Co., 
    148 F. Supp. 2d 1029
    ,
    1051 (C.D. Cal. 2001)).
    The intrinsic test, on the other hand, is subjective. Three
    Boys 
    Music, 212 F.3d at 485
    . It “asks ‘whether the ordinary,
    reasonable person would find the total concept and feel of
    the works to be substantially similar.’” 
    Id. (quoting Pasillas
    v. McDonald’s Corp., 
    927 F.2d 440
    , 442 (9th Cir. 1991)).
    “Because the requirement is one of substantial similarity
    to protected elements of the copyrighted work, it is essential
    to distinguish between the protected and unprotected
    18                       WILLIAMS V. GAYE
    material in a plaintiff’s work.” 7 
    Swirsky, 376 F.3d at 845
    .
    Still, “substantial similarity can be found in a combination
    of elements, even if those elements are individually
    unprotected.” 
    Id. at 848;
    see also 
    Metcalf, 294 F.3d at 1074
    (“Each note in a scale, for example, is not protectable, but a
    pattern of notes in a tune may earn copyright protection.”);
    Three Boys 
    Music, 212 F.3d at 485
    –86 (upholding jury’s
    finding of substantial similarity based on “a combination of
    unprotectible elements”). This principle finds particular
    relevance in application of the intrinsic test, as a trier of fact
    may “find that the over-all impact and effect indicate
    substantial appropriation,” even if “any one similarity taken
    by itself seems trivial.” Sid & Marty Krofft Television
    Prods., Inc. v. McDonald’s Corp., 
    562 F.2d 1157
    , 1169 (9th
    Cir. 1977) (quoting Malkin v. Dubinsky, 
    146 F. Supp. 111
    ,
    114 (S.D.N.Y. 1956)), superseded in part on other grounds,
    17 U.S.C. § 504(b); see also Three Boys 
    Music, 212 F.3d at 485
    .
    B. The Standard              of    Similarity       for     Musical
    Compositions
    We have distinguished between “broad” and “thin”
    copyright protection based on the “range of expression”
    7
    “Copyright protection subsists . . . in original works of
    authorship,” including “musical works” and “any accompanying words,”
    that are “fixed in any tangible medium of expression.” 17 U.S.C.
    § 102(a). Generally speaking, copyright law does not protect ideas, but
    rather, protects the expression of ideas. See 
    id. § 102(b);
    Rice, 330 F.3d
    at 1174
    . For example, elements of an original work of authorship may
    be unprotectable by reason of the scenes a faire doctrine. See 
    Swirsky, 376 F.3d at 849
    –50. According to that doctrine, “when certain
    commonplace expressions are indispensable and naturally associated
    with the treatment of a given idea, those expressions are treated like ideas
    and therefore not protected by copyright.” 
    Id. at 850.
                            WILLIAMS V. GAYE                           19
    involved. Mattel, Inc. v. MGA Entm’t, Inc., 
    616 F.3d 904
    ,
    913–14 (9th Cir. 2010). “If there’s a wide range of
    expression . . . , then copyright protection is ‘broad’ and a
    work will infringe if it’s ‘substantially similar’ to the
    copyrighted work.” 
    Id. (citation omitted).
    On the other
    hand, “[i]f there’s only a narrow range of expression . . . ,
    then copyright protection is ‘thin’ and a work must be
    ‘virtually identical’ to infringe.” 
    Id. at 914
    (citation
    omitted). To illustrate, there are a myriad of ways to make
    an “aliens-attack movie,” but “there are only so many ways
    to paint a red bouncy ball on blank canvas.” 
    Id. at 913–14.
    Whereas the former deserves broad copyright protection, the
    latter merits only thin copyright protection. See 
    id. We reject
    the Thicke Parties’ argument that the Gayes’
    copyright enjoys only thin protection. Musical compositions
    are not confined to a narrow range of expression. 8 See
    
    Swirsky, 376 F.3d at 849
    (noting that “[m]usic . . . is not
    capable of ready classification into only five or six
    constituent elements,” but “is comprised of a large array of
    elements”). They are unlike a page-shaped computer
    desktop icon, see Apple Computer, Inc. v. Microsoft Corp.,
    
    35 F.3d 1435
    , 1444 (9th Cir. 1994), or a “glass-in-glass
    jellyfish sculpture,” Satava v. Lowry, 
    323 F.3d 805
    , 810 (9th
    Cir. 2003). Rather, as we have observed previously,
    “[m]usic . . . is not capable of ready classification into only
    five or six constituent elements,” but is instead “comprised
    of a large array of elements, some combination of which is
    8
    Even the de minimis exception, which renders insignificant
    copying inactionable, does not require a standard of similarity as
    exacting as virtual identity. See VMG Salsoul, LLC v. Ciccone, 
    824 F.3d 871
    , 878 (9th Cir. 2016) (“A ‘use is de minimis only if the average
    audience would not recognize the appropriation.’” (quoting Newton v.
    Diamond, 
    388 F.3d 1189
    , 1193 (9th Cir. 2004))).
    20                       WILLIAMS V. GAYE
    protectable by copyright.” 
    Swirsky, 376 F.3d at 849
    . As
    “[t]here is no one magical combination of . . . factors that
    will automatically substantiate a musical infringement suit,”
    and as “each allegation of infringement will be unique,” the
    extrinsic test is met, “[s]o long as the plaintiff can
    demonstrate, through expert testimony . . . , that the
    similarity was ‘substantial’ and to ‘protected elements’ of
    the copyrighted work.” 
    Id. We have
    applied the substantial
    similarity standard to musical infringement suits before, see
    id.; Three Boys 
    Music, 212 F.3d at 485
    , and see no reason to
    deviate from that standard now. Therefore, the Gayes’
    copyright is not limited to only thin copyright protection, and
    the Gayes need not prove virtual identity to substantiate their
    infringement action.
    C. The Copyright Act of 1909
    Marvin Gaye composed “Got To Give It Up” before
    January 1, 1978, the effective date of the Copyright Act of
    1976. Accordingly, the Copyright Act of 1909 governs the
    Gayes’ compositional copyright. See Twentieth Century
    Fox Film Corp. v. Entm’t Distrib., 
    429 F.3d 869
    , 876 (9th
    Cir. 2005); Dolman v. Agee, 
    157 F.3d 708
    , 712 n.1 (9th Cir.
    1998).
    While the Copyright Act of 1976 protects “works of
    authorship” fixed in “sound recordings,” 17 U.S.C. § 102,
    the 1909 Act did not protect sound recordings. It is well
    settled that “[s]ound recordings and musical compositions
    are separate works with their own distinct copyrights.” 9 See
    9
    17 U.S.C. § 102(a)(2) protects “musical works,” while § 102(a)(7)
    protects “sound recordings.” “‘Sound recordings’ are works that result
    from the fixation of a series of musical, spoken, or other sounds . . . ,
    regardless of the nature of the material objects, such as disks, tapes, or
    other phonorecords, in which they are embodied.” 17 U.S.C. § 101.
    WILLIAMS V. GAYE                            21
    VMG Salsoul, LLC v. Ciccone, 
    824 F.3d 871
    , 877 (9th Cir.
    2016) (quoting Erickson v. Blake, 
    839 F. Supp. 2d 1132
    ,
    1135 n.3 (D. Or. 2012)). It remains unsettled, however,
    whether copyright protection for musical compositions
    under the 1909 Act extends only to the four corners of the
    sheet music deposited with the United States Copyright
    Office, or whether the commercial sound recordings of the
    compositions are admissible to shed light on the scope of the
    underlying copyright. Here, the district court ruled that the
    1909 Act protected only the deposit copy of “Got To Give It
    Up,” and excluded the sound recording from consideration.
    The Gayes cross-appeal the district court’s interpretation
    of the 1909 Act only in the event the case is remanded for a
    new trial. The parties have staked out mutually exclusive
    positions. The Gayes assert that Marvin Gaye’s studio
    recording may establish the scope of a compositional
    copyright, despite the 1909 Act’s lack of protection for
    sound recordings. The Thicke Parties, on the other hand,
    elevate the deposit copy as the quintessential measure of the
    scope of copyright protection. 10 Nevertheless, because we
    10
    To our knowledge, the Thicke Parties’ position had not found
    support in case law until the district court’s ruling. See Three Boys
    
    Music, 212 F.3d at 486
    (observing, in the context of subject matter
    jurisdiction, that “[a]lthough the 1909 Copyright Act requires the owner
    to deposit a ‘complete copy’ of the work with the copyright office, our
    definition of a ‘complete copy’ is broad and deferential”); see also
    17 U.S.C. § 704 (providing that the Register of Copyrights and the
    Librarian of Congress may destroy or otherwise dispose of original
    deposit copies if certain facsimile requirements are met); Marya v.
    Warner/Chappell Music, Inc., 
    131 F. Supp. 3d 975
    , 982 (C.D. Cal. 2015)
    (observing that “[t]he Copyright Office no longer has the deposit copy”
    of the work at issue, which was registered in 1935); 2 Nimmer on
    Copyright § 7.17[A] (2017) (noting that “[t]he function of deposit is to
    provide the Library of Congress via the Copyright Office with copies
    and phonorecords of all works published within the United States,” and
    22                       WILLIAMS V. GAYE
    do not remand the case for a new trial, we need not, and
    decline to, resolve this issue in this opinion. For purposes of
    this appeal, we accept, without deciding, the merits of the
    district court’s ruling that the scope of the Gayes’ copyright
    in “Got To Give It Up” is limited to the deposit copy.
    II. The District Court’s Order Denying Summary
    Judgment is Not Reviewable After a Full Trial on the
    Merits.
    The Thicke Parties seek review of the district court’s
    order denying their motion for summary judgment,
    contending that the district court erred in its application of
    the extrinsic test for substantial similarity.
    The order is not reviewable. The Supreme Court has
    squarely answered the question: “May a party . . . appeal an
    order denying summary judgment after a full trial on the
    merits? Our answer is no.” Ortiz v. Jordan, 
    562 U.S. 180
    ,
    183–84 (2011). An order denying summary judgment is
    “simply a step along the route to final judgment.” 
    Id. at 184.
    “Once the case proceeds to trial, the full record developed in
    court supersedes the record existing at the time of the
    summary-judgment motion.” 
    Id. The Thicke
    Parties argue that we may nonetheless
    review the district court’s denial of summary judgment for
    legal error. We “generally do ‘not review a denial of a
    summary judgment motion after a full trial on the merits.’”
    Escriba v. Foster Poultry Farms, Inc., 
    743 F.3d 1236
    , 1243
    (9th Cir. 2014) (quoting Banuelos v. Constr. Laborers’ Tr.
    that the argument “that deposit has a copyright as well as an archival
    function” is “attenuated by the fact that the Library of Congress need not
    add all deposited works to its collection” or “preserve those works which
    it does add to its collection”).
    WILLIAMS V. GAYE                            23
    Funds for S. Cal., 
    382 F.3d 897
    , 902 (9th Cir. 2004)). We
    carved out an exception to this general rule in the past,
    concluding that we may review “denials of summary
    judgment motions where the district court made an error of
    law that, if not made, would have required the district court
    to grant the motion.’” 
    Id. (quoting Banuelos,
    743 F.3d at
    902).
    Ortiz calls into question the continuing viability of our
    exception. 11 In Ortiz, the Supreme Court declined to address
    the argument that “‘purely legal’ issues capable of resolution
    ‘with reference only to undisputed facts’” are preserved for
    appellate review even after 
    trial. 562 U.S. at 189
    . Read
    broadly, Ortiz does not foreclose review of denials of
    summary judgment after trial, so long as the issues presented
    are purely legal. But read narrowly, the Court’s dicta does
    not endorse such an exception either.
    We need not decide today whether our exception
    survives Ortiz unaltered. The Thicke Parties’ arguments
    “hardly present ‘purely legal’ issues capable of resolution
    ‘with reference only to undisputed facts.’” 
    Id. The district
    court’s application of the extrinsic test of similarity was a
    factbound inquiry far afield from decisions resolving
    “disputes about the substance and clarity of pre-existing
    law.” 
    Id. The district
    court’s ruling bears little resemblance
    to legal issues we have reviewed pursuant to our exception.
    See, e.g., 
    Escriba, 743 F.3d at 1243
    –45 (examining whether
    “the district court erred as a matter of law by entertaining
    [defendant’s] ‘legally impossible’ theory of the case that
    [plaintiff] affirmatively declined to take FMLA leave”);
    
    Banuelos, 382 F.3d at 903
    (examining whether “the district
    11
    While Escriba, a 2014 decision, post-dates Ortiz, Escriba does
    not reference the Supreme Court’s decision. 
    See 743 F.3d at 1243
    .
    24                   WILLIAMS V. GAYE
    court erred as a matter of law when it concluded it could hear
    evidence outside the administrative record” in an ERISA
    case); Pavon v. Swift Transp. Co., 
    192 F.3d 902
    , 906 (9th
    Cir. 1999) (reviewing the district court’s ruling on claim
    preclusion). We accordingly conclude that Ortiz forecloses
    our review of the district court’s denial of summary
    judgment.
    III.      The District Court Did Not Abuse its Discretion
    in Denying a New Trial.
    We review the district court’s denial of a motion for a
    new trial for abuse of discretion. Lam v. City of San Jose,
    
    869 F.3d 1077
    , 1084 (9th Cir. 2017) (citing Molski v. M.J.
    Cable, Inc., 
    481 F.3d 724
    , 728 (9th Cir. 2007)). We may
    reverse the denial of a new trial only if the district court
    “reaches a result that is illogical, implausible, or without
    support in the inferences that may be drawn from the
    record.” 
    Id. (quoting Kode
    v. Carlson, 
    596 F.3d 608
    , 612
    (9th Cir. 2010)). “The abuse of discretion standard requires
    us to uphold a district court’s determination that falls within
    a broad range of permissible conclusions, provided the
    district court did not apply the law erroneously.” 
    Id. (quoting Kode
    , 596 F.3d at 612).
    The Thicke Parties argue that a new trial is warranted on
    three grounds: (1) Jury Instructions 42 and 43 were
    erroneous; (2) the district court abused its discretion in
    admitting portions of Finell and Dr. Monson’s testimony;
    and (3) the verdict is against the clear weight of the evidence.
    We disagree, and discuss each ground in turn.
    A. Instructions 42 and 43 Were Not Erroneous.
    We review de novo whether jury instructions state the
    law accurately, but review a district court’s formulation of
    WILLIAMS V. GAYE                       25
    jury instructions for abuse of discretion. 
    Id. at 1085
    (citing
    Hunter v. County of Sacramento, 
    652 F.3d 1225
    , 1232 (9th
    Cir. 2011)). “In evaluating jury instructions, prejudicial
    error results when, looking to the instructions as a whole, the
    substance of the applicable law was [not] fairly and correctly
    covered.” Dang v. Cross, 
    422 F.3d 800
    , 805 (9th Cir. 2005)
    (alteration in original) (quoting Swinton v. Potomac Corp.,
    
    270 F.3d 794
    , 802 (9th Cir. 2001)).
    1. Jury Instruction 42
    The Thicke Parties argue that Instruction 42 allowed the
    jury to place undue weight on Williams and Thicke’s
    statements claiming inspiration from “Got To Give It Up”
    and Marvin Gaye. The district court instructed the jurors:
    In order to find that the Thicke parties copied either or
    both of the Gaye Parties’ songs, it is not necessary that you
    find that the Thicke Parties consciously or deliberately
    copied either or both of these songs. It is sufficient if you
    find that the Thicke Parties subconsciously copied either or
    both of the Gaye Parties’ songs.
    Because direct evidence is rare, copying is usually
    circumstantially proved by a combination of access and
    substantial similarity. See 
    Swirsky, 376 F.3d at 844
    . As the
    Thicke Parties acknowledge, access may be “based on a
    theory of widespread dissemination and subconscious
    copying.” Three Boys 
    Music, 212 F.3d at 483
    . In short, there
    is no scienter requirement. See 
    id. at 482–85.
    Instruction 42
    stated as much.
    The Thicke Parties argue that Instruction 42 was
    nonetheless inappropriate, because the issue of access was
    not at issue. Not so. First, the fact that the Thicke Parties
    conceded access to “Got To Give It Up” does not diminish
    26                       WILLIAMS V. GAYE
    the importance of access to the case. To the contrary, access
    remains relevant. Our inverse ratio rule provides that the
    stronger the showing of access, the lesser the showing of
    substantial similarity is required. See 
    id. at 485.
    Second, and dispositive here, the instructions as a whole
    make plain that a circumstantial case of copying requires not
    just access, but also substantial similarity. Instructions 28
    and 41 provide that copying may be proven by
    demonstrating access plus substantial similarity. 12
    Instruction 43 further underscores that the Gayes “must
    show that there is both substantial ‘extrinsic similarity’ and
    substantial ‘intrinsic similarity’ as to that pair of works.”
    Looking to the jury instructions as a whole, see 
    Dang, 422 F.3d at 805
    , it is clear that the district court properly
    instructed the jury to find both access and substantial
    similarity.
    12
    Instruction 28 provides: “The Gaye Parties may show the Thicke
    Parties copied from the work by showing by a preponderance of the
    evidence that the Thicke Parties had access to the Gaye Parties’
    copyrighted work and that there are substantial similarities between the
    Thicke Parties’ work and original elements of the Gaye Parties’ work.”
    That the instruction uses the permissive “may” presents no problem. It
    simply reflects the fact that the Gayes may, but are not required to, prove
    copying by way of a circumstantial theory, rather than a direct one.
    Instruction 41 provides: “If you conclude that the Thicke Parties had
    access to either or both of the Gaye Parties’ works before creating either
    or both of their works, you may consider that access in connection with
    determining whether there is substantial similarity between either or both
    pairs of works.” Instruction 41’s use of “may” is not problematic either.
    In line with our inverse ratio rule, the instruction permits the jury to
    consider access “in connection with” substantial similarity.
    WILLIAMS V. GAYE                      27
    In light of the foregoing, we conclude that the district
    court did not err in giving Jury Instruction 42.
    2. Jury Instruction 43
    The Thicke Parties argue that Instruction 43 erroneously
    instructed the jury to consider unprotectable elements.
    Specifically, they contend that the district court instructed
    the jury that it “must consider” elements that they contend
    are not present in the deposit copy: “Theme X,” the
    descending bass line, and keyboard parts. Instruction 43
    states, in pertinent part:
    Extrinsic similarity is shown when two works
    have a similarity of ideas and expression as
    measured by external, objective criteria. To
    make this determination, you must consider
    the elements of each of the works and decide
    if they are substantially similar. This is not
    the same as “identical.” There has been
    testimony and evidence presented by both
    sides on this issue, including by expert
    witnesses, as to such matters as: (a) for “Got
    to Give It Up” and “Blurred Lines,” the so-
    called “Signature Phrase,” hook, “Theme X,”
    bass melodies, keyboard parts, word
    painting, lyrics, [and] rap v. parlando . . . .
    The Gaye Parties do not have to show that
    each of these individual elements is
    substantially similar, but rather that there is
    enough similarity between a work of the
    Gaye Parties and an allegedly infringing
    work of the Thicke Parties to comprise a
    substantial amount.
    28                   WILLIAMS V. GAYE
    First, the Thicke Parties take the word “must” out of
    context. Instruction 43’s use of the word “must” serves to
    underline the extrinsic test’s requirement that the jury
    compare the objective elements of the works for substantial
    similarity.
    Second, Finell testified that “Theme X,” the descending
    bass line, and the keyboard parts are reflected in the deposit
    copy, while Wilbur testified to the contrary. The experts’
    quarrel over what was in the deposit copy was a factual
    dispute for the jury to decide. Even if Instruction 43’s
    inclusion of contested elements could have led the jury to
    believe that the elements were in the deposit copy, and to
    consider them as protectable elements for purposes of the
    substantial similarity analysis, we cannot view Instruction
    43 in isolation. In light of the jury instructions as a whole,
    we do not conclude that the district court’s listing of
    elements in Instruction 43 prevented the jury from making a
    factual determination of what was in the deposit copy.
    The instructions on whole make clear that the jury could
    consider only elements in the deposit copy. Instruction 28
    states that the Gayes bear “the burden of proving that the
    Thicke Parties copied original elements from the Gaye[s’]
    copyrighted work.” Instruction 35, in turn, defines the
    Gayes’ copyrighted work. Instruction 35 informed jurors
    that at the time the copyright in “Got To Give It Up” was
    registered, “only written music could be filed by a copyright
    owner with the Copyright Office as the deposit copy of the
    copyrighted work.” In contrast, “[r]ecordings of musical
    compositions could not be filed with the Copyright Office at
    that time.” The district court cautioned the jurors to
    distinguish between the commercial sound recording of “Got
    To Give It Up” and the deposit copy, noting that “although
    [a] sound recording[] of ‘Got to Give It Up’ . . . w[as] made
    WILLIAMS V. GAYE                      29
    and released commercially, th[e] particular recording[] [is]
    not at issue in this case, w[as] not produced into evidence,
    and w[as] not played for you during the trial.” What was at
    issue was “testimony from one or more witnesses from each
    side about what each thinks is shown on the deposit copy for
    each composition,” as well as “recorded versions of each
    work that each side has prepared based on what each side
    contends is shown in the deposit copy that was filed with the
    Copyright Office.” In short, the district court instructed the
    jurors that the deposit copy, not the commercial sound
    recording, was the copyrighted work in the case.
    Harper House, Inc. v. Thomas Nelson, Inc., 
    889 F.2d 197
    (9th Cir. 1989), is not helpful to the Thicke Parties. In
    Harper House, we held that the district court erred in failing
    to give jury instructions that “adequately distinguish[ed]
    between protectable and unprotectable 
    material.” 889 F.2d at 207
    –08. The copyrighted works at issue in Harper House
    were organizers, which receive “extremely limited
    protection” and are “compilations consisting largely of
    uncopyrightable elements,” such as “blank forms, common
    property, or utilitarian aspects.” 
    Id. at 205,
    207–08.
    Suffice to say, musical compositions are not like
    organizers, and this case is easily distinguishable. The jury
    never heard the commercial sound recording. Elements
    indisputably present only in the sound recording, such as the
    use of cowbell and party noises, were never played at trial.
    Had that been the case, the district court would have had to
    instruct the jury to distinguish between elements in the
    commercial recording and elements in the deposit copy.
    Instead, the jury heard sound clips edited to capture elements
    that the experts testified were in the deposit copy. The
    question of which expert to believe was properly confided to
    the jury.
    30                    WILLIAMS V. GAYE
    The district court did not err in giving Instruction 43.
    B. The District Court Did Not Abuse its Discretion
    in Admitting Portions of Finell and Dr. Monson’s
    Testimony.
    We review the district court’s evidentiary rulings for
    abuse of discretion. Wagner v. County of Maricopa,
    
    747 F.3d 1048
    , 1052 (9th Cir. 2013). The Thicke Parties
    contend that the district court abused its discretion in
    admitting portions of Finell and Dr. Monson’s expert
    testimony, arguing that they based their testimony on
    unprotectable elements. We disagree.
    1. Finell’s Testimony
    The Thicke Parties object only to three portions of
    Finell’s testimony: her testimony regarding “Theme X,” the
    descending bass line, and the keyboard parts. Finell testified
    that “Theme X,” the descending bass line, and the keyboard
    rhythms were in the deposit copy.
    Finell was cross-examined for four hours. During cross-
    examination, Finell conceded that the notes of “Theme X”
    were not written on the sheet music, and she was questioned
    about her testimony that the notes of “Theme X” were
    implied in the deposit copy. She also acknowledged that the
    bass melody she presented at trial differed from that notated
    in the deposit copy. She was impeached with her deposition
    testimony, in which she admitted that the rhythm of the
    keyboard parts in the sound recording of “Got To Give It
    Up” is not notated in the deposit copy.
    Wilbur disputed her testimony, opining that “Theme X,”
    the descending bass line, and the keyboard rhythms are not
    contained in the deposit copy. The dispute boiled down to a
    WILLIAMS V. GAYE                              31
    question of whose testimony to believe. Both experts
    referenced the sound recording. 13 Both experts agreed that
    sheet music requires interpretation. 14 The question of whose
    interpretation of the deposit copy to credit was a question
    properly left for the jury to resolve. See Three Boys 
    Music, 212 F.3d at 485
    –86 (“We refuse to interfere with the jury’s
    credibility determination[.]”). Therefore, the district court
    did not abuse its discretion by permitting Finell’s testimony.
    2. Dr. Monson’s Testimony
    The Thicke Parties argue that the district court abused its
    discretion in allowing Dr. Monson to play audio “mash-ups”
    superimposing Marvin Gaye’s vocals from “Got To Give It
    Up” onto the accompaniment in “Blurred Lines,” and vice
    versa.     They argue that the “mash-ups” contained
    13
    Wilbur initially relied upon the commercial sound recording of
    “Got To Give It Up” to prepare her transcriptions. She continued to rely
    upon her transcriptions from the commercial sound recording, finding
    that they were substantially the same as the transcriptions prepared from
    the deposit copy.
    14
    On cross-examination, Wilbur acknowledged that a lead sheet
    reflects a simplified version of a chord pattern in a composition, and that
    chord notation is merely representational.
    Wilbur also acknowledged that she relied on her interpretation of
    what was contained within the lead sheet to create her recording of “Got
    To Give It Up.” She admitted that she made choices to deviate from the
    sheet music, and that her choices were informed by her musical training
    and knowledge. For example, despite the sheet music’s instruction to
    continue playing a bass line throughout the song, she chose not to do so
    in certain parts of the song, knowing that playing the bass line would
    clash with certain chords.
    32                     WILLIAMS V. GAYE
    unprotectable elements, such as the keyboard parts, bass
    melodies, and Marvin Gaye’s vocals. 15
    This argument faces the same hurdle as the Thicke
    Parties’ objection to Finell’s testimony. Dr. Monson
    testified that there were structural similarities between the
    two songs at a sectional level and at a phrasing level, and
    used the “mash-ups” to demonstrate the songs’ shared
    harmonic and melodic compatibility. We have permitted
    similar expert testimony in the past. Cf. 
    Swirsky, 376 F.3d at 845
    –47 (holding that district court erred in discounting
    expert’s testimony regarding structural similarities between
    two choruses). Dr. Monson was cross-examined on her
    opinion, and the jury was free to weigh her testimony as it
    saw fit.
    Our decision in Three Boys Music confirms that the
    district court acted within its discretion. Three Boys Music
    was a 1909 Act copyright infringement case in which the
    jury heard not only a rendition of the deposit copy, 
    see 212 F.3d at 486
    , but the complete commercial sound
    recording of the copyrighted song. Although the sufficiency
    of the deposit copy arose in the context of subject matter
    jurisdiction in Three Boys Music, our treatment of the issue
    lends support for our present conclusion. In Three Boys
    Music, the defendants argued that there were “inaccuracies
    in the deposit 
    copy.” 212 F.3d at 486
    –87. While the
    plaintiffs’ expert testified that “the song’s essential
    elements” were in the deposit copy, the defendants argued
    that “the majority of the musical elements that were part of
    15
    Although the “mash-ups” used Marvin Gaye’s vocals, the parties
    have not disputed whether Marvin Gaye’s vocals were notated in the
    deposit copy.
    WILLIAMS V. GAYE                             33
    the infringement claim” were not in the deposit copy. 
    Id. at 486.
    Despite the fact that the jury heard the complete sound
    recording, which differed from the deposit copy, we still
    upheld the jury’s verdict finding for the plaintiffs. 16 
    Id. at 486–87.
    Here, the district court excluded the commercial sound
    recording of “Got To Give It Up” from trial, and vigilantly
    policed the admission of testimony throughout trial,
    repeatedly instructing counsel to ensure that the experts
    tethered their testimony to the sheet music. The district court
    did not abuse its discretion in admitting portions of the
    Gayes’ experts’ testimony.
    C. The Verdict Was Not Against the Clear Weight of
    the Evidence.
    The Thicke Parties argue that the verdict is against the
    clear weight of the evidence, maintaining that there is no
    extrinsic or intrinsic similarity between the two songs.
    We are bound by the “‘limited nature of our appellate
    function’ in reviewing the district court’s denial of a motion
    for a new trial.” 
    Lam, 869 F.3d at 1084
    (quoting Kode,
    16
    It appears that factfinders have listened to commercial sound
    recordings in other music copyright infringement cases governed by the
    1909 Act. See, e.g., Repp v. Webber, 
    892 F. Supp. 552
    , 558 (S.D.N.Y.
    1995) (“Having listened to the two songs at issue, however, the Court
    cannot say as a matter of law that they do not share any substantial
    similarities.”); Bright Tunes Music Corp. v. Harrisongs Music, Ltd.,
    
    420 F. Supp. 177
    , 180 (S.D.N.Y. 1976) (noting that the similarity
    between the songs “is perfectly obvious to the listener”), aff’d sub nom.
    ABKCO Music, Inc. v. Harrisongs Music, Ltd., 
    722 F.2d 988
    (2d Cir.
    1983); N. Music Corp. v. King Record Distrib. Co., 
    105 F. Supp. 393
    ,
    398 (S.D.N.Y. 1952) (“We have suffered through the playing of the
    commercial recordings.”).
    34                      WILLIAMS V. 
    GAYE 596 F.3d at 612
    ). So long as “there was some ‘reasonable
    basis’ for the jury’s verdict,” we will not reverse the district
    court’s denial of a motion for a new trial. 
    Id. (quoting Molski,
    481 F.3d at 729). “[W]here the basis of a Rule 59
    ruling is that the verdict is not against the weight of the
    evidence, the district court’s denial of a Rule 59 motion is
    virtually unassailable.” 
    Id. (quoting Kode
    , 596 F.3d at 612).
    When that is the case, we reverse “only when there is an
    absolute absence of evidence to support the jury’s verdict.”
    
    Id. (quoting Kode
    , 596 F.3d at 612). “It is not the courts’
    place to substitute our evaluations for those of the jurors.”
    Union Oil Co. of Cal. v. Terrible Herbst, Inc., 
    331 F.3d 735
    ,
    743 (9th Cir. 2003). Of note, we are “reluctant to reverse
    jury verdicts in music cases” on appeal, “[g]iven the
    difficulty of proving access and substantial similarity.”17
    Three Boys 
    Music, 212 F.3d at 481
    .
    The Thicke Parties face significant, if not
    unsurmountable, hurdles. First, we are generally reluctant to
    disturb the trier of fact’s findings, and have made clear that
    “[w]e will not second-guess the jury’s application of the
    intrinsic test.” 
    Id. at 485.
    Second, our review is necessarily
    deferential where, as here, the district court, in denying the
    Rule 59 motion, concluded that the verdict was not against
    the clear weight of the evidence. Finell testified that nearly
    every bar of “Blurred Lines” contains an area of similarity
    to “Got To Give It Up.” Even setting aside the three
    elements that trouble the Thicke Parties (“Theme X,” the
    bass line, and the keyboard parts), Finell and Dr. Monson
    17
    Our conclusion in Three Boys Music provides an example of the
    deference we must apply in reviewing the jury’s verdict. Although that
    case presented “a weak case of access and a circumstantial case of
    substantial similarity,” we held that “neither issue warrants reversal of
    the jury’s 
    verdict.” 212 F.3d at 486
    .
    WILLIAMS V. GAYE                       35
    testified to multiple other areas of extrinsic similarity,
    including the songs’ signature phrases, hooks, bass
    melodies, word painting, the placement of the rap and
    “parlando” sections, and structural similarities on a sectional
    and phrasing level. Thus, we cannot say that there was an
    absolute absence of evidence supporting the jury’s verdict.
    We conclude that the district court did not abuse its
    discretion in denying the Thicke Parties’ motion for a new
    trial.
    IV. The Awards of Actual Damages and Profits and the
    District Court’s Running Royalty Were Proper.
    A. The Award of Damages Was Not Based on Undue
    Speculation.
    We afford “great deference” to a jury’s award of
    damages and will uphold the award “unless it is ‘clearly not
    supported by the evidence’ or ‘only based on speculation or
    guesswork.’” In re First All. Mortg. Co., 
    471 F.3d 977
    , 1001
    (9th Cir. 2006) (quoting L.A. Mem’l Coliseum Comm’n v.
    Nat’l Football League, 
    791 F.2d 1356
    , 1360 (9th Cir. 1986)).
    We will uphold an award of hypothetical-license damages
    “provided the amount is not based on ‘undue speculation.’”
    Oracle Corp. v. SAP AG, 
    765 F.3d 1081
    , 1088 (9th Cir.
    2014) (quoting Polar Bear Prods., Inc. v. Timex Corp.,
    
    384 F.3d 700
    , 709 (9th Cir. 2004)). “The touchstone for
    hypothetical-license damages is ‘the range of [the license’s]
    reasonable market value.’” 
    Id. (alteration in
    original)
    (quoting Polar Bear Prods., 
    Inc., 384 F.3d at 709
    )).
    Here, the jury awarded the Gayes actual damages in the
    amount of 50% of the publishing revenues for “Blurred
    Lines.” The Thicke Parties ask us to vacate the award of
    $3,188,527.50 (remitted by the district court from the jury’s
    36                       WILLIAMS V. GAYE
    original award of $4 million), 18 because it was based upon
    an unduly speculative hypothetical license rate of 50%. We
    disagree.
    The Gayes called Nancie Stern, an industry expert with
    over twenty years of experience in negotiating and assigning
    valuations for the use of portions of older musical
    compositions in new compositions. Stern has performed
    such valuations thousands of times. Major labels, as well as
    renowned artists, have retained her services. Few other
    people or businesses perform her line of work.
    Stern testified that the prototypical negotiation centers
    on the percentage of the new musical composition that the
    owner of the older composition should receive for the use.
    The industry standard assigns 50% for the music and 50%
    for the lyrics. Turning to the two songs at hand, Stern opined
    that the value of the use of “Got To Give It Up” in “Blurred
    Lines” would have been 50% had the Thicke Parties sought
    a license pre-release. Had the Thicke Parties sought a
    license post-release, the valuation would range between 75%
    to 100% percent. Stern arrived at her conclusion by
    reviewing “snippets” of the two songs and “A-B’ing” them,
    or playing them back and forth. 19 Stern’s methodology and
    18
    The district court concluded that it had erred in informing the jury
    that the publishing revenues amounted to $8 million, where the parties
    had stipulated that the publishing revenues totaled $6,377,055. Having
    determined that the jury applied a royalty rate of 50% to the publishing
    revenues, the district court remitted the damages award from $4 million
    to $3,188,527.50, which is 50% of $6,377,055.
    19
    Although the Thicke Parties contend that Stern impermissibly
    based her testimony on the sound recording of “Got To Give It Up,”
    Stern testified that her opinion was based solely on the edited clips
    approved for trial.
    WILLIAMS V. GAYE                        37
    opinion were not unduly speculative, but tethered to her deep
    industry expertise.
    In an attempt to buttress their position, the Thicke Parties
    cite to two decisions which are distinguishable. In Oracle,
    we held the jury’s award of $1.3 billion in hypothetical-
    license damages to be unduly speculative because “the
    evidence presented at trial failed to provide ‘the range of the
    reasonable market value’” underlying the actual damages
    
    award. 765 F.3d at 1089
    (quoting Polar Bear Prods., 
    Inc., 384 F.3d at 709
    )). Oracle’s evidence was based on projected
    benefits and costs, and Oracle lacked a history of granting
    comparable licenses and provided no evidence of
    “benchmark” licenses in the industry. See 
    id. at 1091–93.
    “Although a copyright plaintiff need not demonstrate that it
    would have reached a licensing agreement with the infringer
    or present evidence of ‘benchmark’ agreements in order to
    recover hypothetical-license damages,” we observed that “it
    may be difficult for a plaintiff to establish the amount of such
    damages without undue speculation in the absence of such
    evidence.” 
    Id. at 1093.
    Here, as in Oracle, there is no evidence of a prior
    benchmark license agreement between the Thicke Parties
    and the Gayes. However, in contrast to Oracle, the Gayes
    tethered their hypothetical license damages to evidence of a
    benchmark license in the industry. Instead of relying on
    undue speculation, the Gayes presented an expert who had
    extensive and specialized knowledge regarding the type of
    hypothetical license at issue. Stern opined, based on an
    industry standard and her evaluation of the songs involved,
    that the reasonable market value of a license would range
    between 50% pre-release and 75% to 100% post-release.
    In Uniloc USA, Inc. v. Microsoft Corp., 
    632 F.3d 1292
    (Fed. Cir. 2011), the Federal Circuit held that the “25 percent
    38                   WILLIAMS V. GAYE
    rule of thumb,” used in patent cases “to approximate the
    reasonable royalty rate that the manufacturer of a patented
    product would be willing to offer to pay to the patentee
    during a hypothetical negotiation,” is a “fundamentally
    flawed 
    tool.” 632 F.3d at 1312
    , 1315. The Federal Circuit
    observed that the 25% rule is “an abstract and largely
    theoretical construct” that “does not say anything about a
    particular hypothetical negotiation or reasonable royalty
    involving any particular technology, industry, or party.” 
    Id. at 1317.
    The 50% standard Stern identified does not extend
    without bounds across art forms or different copyrightable
    media in the same way the 25% rule of thumb applied
    without regard to the industry or technology involved.
    Stern’s opinion was not based on abstraction, but on an
    industry standard and her expert assessment of the two
    songs. Her testimony was not unduly speculative, and did
    not render the damages award improper.
    B. The Award of Profits Is Not Clearly Erroneous.
    We review an apportionment of infringer’s profits for
    clear error. Cream Records, Inc. v. Joseph Schlitz Brewing
    Co., 
    864 F.2d 668
    , 669 (9th Cir. 1989) (per curiam); see also
    Three Boys 
    Music, 212 F.3d at 487
    (upholding jury’s
    apportionment of profits for lack of clear error). The burden
    is on the defendant to prove what percentage of its profits is
    not attributable to infringement. Three Boys 
    Music, 212 F.3d at 487
    .
    The Thicke Parties contend that the award of
    $1,768,191.88 in profits against Thicke and $357,630.96
    (remitted by the district court from the jury’s original award
    of $1,610,455.31) against Williams, which amounted to
    approximately 40% of their non-publishing profits from
    “Blurred Lines,” is excessive. They assert that the evidence
    supports a profits award of only 5%, citing Wilbur’s opinion
    WILLIAMS V. GAYE                      39
    that less than 5% of “Blurred Lines” contains elements
    allegedly similar to ones in “Got To Give It Up.”
    We affirmed a similar profits award in Three Boys
    Music. See 
    id. In Three
    Boys Music, the defendant presented
    evidence that only 10% to 15% of profits were attributable
    to the song’s infringing elements. 
    Id. Despite the
    evidence,
    the jury attributed 66% of profits to the song’s infringing
    elements. 
    Id. Here, the
    Thicke Parties bore the burden of
    proof. The jury was free to accept Wilbur’s testimony or
    instead credit Finell’s testimony that nearly every measure
    of “Blurred Lines” contains an element similar to “Got To
    Give It Up.” The jury’s choice to “apportion[] less than
    100% of the profits but more than the percentage estimates
    of [the Thicke Parties’] expert[] does not represent clear
    error.” 
    Id. C. The
    District Court Did Not Abuse its Discretion
    in Awarding the Gayes a Running Royalty at the
    Rate of 50%.
    We review a district court’s decision to award equitable
    relief for abuse of discretion. Traxler v. Multnomah County,
    
    596 F.3d 1007
    , 1014 n.4 (9th Cir. 2010); see also Presidio
    Components, Inc. v. Am. Tech. Ceramics Corp., 
    702 F.3d 1351
    , 1363 (Fed. Cir. 2012) (reviewing district court’s
    imposition of an ongoing royalty for abuse of discretion).
    Findings of fact are reviewed for clear error. See 
    Traxler, 596 F.3d at 1014
    n.4.
    The district court based the royalty rate on Stern’s
    testimony. For the same reasons set forth above, 
    see supra
    Part VI.A, we conclude that the district court did not abuse
    its discretion in awarding the Gayes a running royalty at the
    rate of 50%.
    40                    WILLIAMS V. GAYE
    V. The District Court Erred in Overturning the Jury’s
    General Verdict in Favor of Harris and the
    Interscope Parties.
    We review de novo a district court’s grant of judgment
    as a matter of law. Wallace v. City of San Diego, 
    479 F.3d 616
    , 624 (9th Cir. 2007). We also review de novo a trial
    judge’s decision to disrupt a jury verdict on the basis that an
    erroneous instruction resulted in inconsistent verdicts.
    Westinghouse Elec. Corp. v. Gen. Circuit Breaker & Elec.
    Supply Inc., 
    106 F.3d 894
    , 901 (9th Cir. 1997).
    Harris and the Interscope Parties contend that the district
    court erred in overturning the jury’s general verdicts finding
    in their favor. We agree. First, the Gayes waived any
    challenge to the consistency of the jury’s general verdicts.
    Second, even had the Gayes preserved their challenge,
    neither Federal Rule of Civil Procedure 50(b) nor our
    decisions in Westinghouse, 
    106 F.3d 894
    , and El-Hakem v.
    BJY Inc., 
    415 F.3d 1068
    (9th Cir. 2005), conferred authority
    on the district court to upset the jury’s verdicts in this case.
    Third, as to Harris specifically, the district court erred for the
    additional reason that no evidence showed Harris was
    vicariously liable.
    A. The Gayes Waived Any Challenge to the
    Consistency of the Jury’s General Verdicts.
    A party “waive[s] its objection to the jury’s verdict . . .
    by not objecting to the alleged inconsistency prior to the
    dismissal of the jury.” Home Indem. Co. v. Lane Powell
    Moss & Miller, 
    43 F.3d 1322
    , 1331 (9th Cir. 1995); see also
    
    Kode, 596 F.3d at 611
    (recognizing waiver where “the
    moving party argues that the jury has rendered a verdict that
    contains two legal conclusions that are inconsistent with one
    another, and the moving party does not object before jury
    WILLIAMS V. GAYE                             41
    discharge”); Philippine Nat’l Oil Co. v. Garrett Corp.,
    
    724 F.2d 803
    , 806 (9th Cir. 1984) (holding that a party
    “waived its right to object to the verdict by failing to object
    when the verdict was read”). The Gayes did not object to the
    jury’s verdicts prior to jury discharge. Nor did they object
    during a colloquy with the district court after the jury was
    discharged. They thus waived their challenge to any
    perceived inconsistencies between the jury’s general
    verdicts. 20
    B. The Gayes’ Failure to Make a Motion Under
    Federal Rule of Civil Procedure 50(a) Precluded
    Relief Under Rule 50(b).
    “Under Rule 50, a party must make a Rule 50(a) motion
    for judgment as a matter of law before a case is submitted to
    the jury.” EEOC v. Go Daddy Software, Inc., 
    581 F.3d 951
    ,
    961 (9th Cir. 2009). The Gayes did not make a Rule 50(a)
    motion. Because “failure to file a Rule 50(a) motion
    precludes consideration of a Rule 50(b) motion for judgment
    as a matter of law,” Tortu v. Las Vegas Metro. Police Dep’t,
    
    556 F.3d 1075
    , 1083 (9th Cir. 2009), Rule 50(b) did not
    authorize the district court to overturn the jury’s general
    verdicts and adjudge Harris and the Interscope Parties liable
    as a matter of law. 21
    20
    The Gayes have not addressed the issue of waiver on appeal.
    21
    There is one safety valve for what is otherwise a “harsh” rule:
    “Rule 50(b) ‘may be satisfied by an ambiguous or inartfully made
    motion’ under Rule 50(a).’” Go Daddy Software, 
    Inc., 581 F.3d at 961
    (quoting Reeves v. Teuscher, 
    881 F.2d 1495
    , 1498 (9th Cir. 1989)). The
    Gayes briefly argue that a colloquy between their counsel and the district
    court regarding jury instructions and verdict forms qualifies as an
    “ambiguous or inartfully made” Rule 50(a) motion. The colloquy falls
    42                   WILLIAMS V. GAYE
    C. Westinghouse and El-Hakem Do Not Apply.
    The district court relied on two of our decisions to
    overturn the jury’s general verdicts: Westinghouse, 
    106 F.3d 894
    , and El-Hakem, 
    415 F.3d 1068
    . Neither decision applies
    in this case.
    In Westinghouse, we affirmed a district court’s decision
    to reconcile inconsistent general verdicts resulting from an
    erroneous jury instruction. 
    See 106 F.3d at 902
    . There, the
    culprit was an erroneous instruction which added an extra
    element to an affirmative defense. 
    Id. at 898.
    We held that
    where “it is possible to examine the pattern of jury verdicts
    and logically determine what facts a rational juror must have
    found in order to reach those verdicts,” and the error is
    traceable to an erroneous jury instruction, the district court
    may “apply the correct law to these implicit factual findings
    and thereby . . . remedy the harm from the erroneous jury
    instruction without the expense and delay of a new trial.” 
    Id. at 902.
    However, Westinghouse involved a “seemingly rare
    situation.” 
    Id. The Westinghouse
    exception to letting
    inconsistent general verdicts stand applies sparingly. “[I]n
    most cases where a jury renders inconsistent verdicts, the
    trial judge must allow those verdicts to stand because ‘it is
    unclear whose ox has been gored.’” 
    Id. at 903
    (quoting
    United States v. Powell, 
    469 U.S. 57
    , 65 (1984)). District
    courts may “reconcile the verdicts without intruding upon
    the jury’s fact-finding role” only under “very limited
    circumstances,” where “there is an identifiable error that
    only could have affected one of the verdicts,” “where the
    far short of the standard for a Rule 50(a) exception based on an
    “ambiguous or inartfully made” motion.
    WILLIAMS V. GAYE                              43
    necessary factual findings can be determined from the
    pattern of verdicts,” and where there is “nothing to [be]
    gain[ed] from a new trial.” 
    Id. at 902.
    Those rare circumstances are not present in this case.
    The district court concluded that its instructions on
    distribution liability were inadequate, and that with clearer
    instructions, the jury would necessarily have found the
    Interscope Parties and Harris liable for distributing the
    infringing work. However, the instructions did not contain
    any error on par with the unmistakably erroneous instruction
    in Westinghouse.
    Next, El-Hakem does not authorize the reconciliation of
    inconsistent general verdicts. It is clear that our holding in
    El-Hakem stemmed from law specific to special verdicts. 22
    Indeed, we observed that “[w]hen confronted by seemingly
    inconsistent responses to special verdict interrogatories, a
    trial court has a duty to harmonize those responses whenever
    possible.” 
    El-Hakem, 415 F.3d at 1074
    (emphasis added).
    In contrast, there is no duty to reconcile inconsistent general
    verdicts. We have held, in accordance with the majority
    rule, that “legally inconsistent verdicts ‘may nonetheless
    stand on appeal even though inconsistent.’” Zhang v. Am.
    Gem Seafoods, Inc., 
    339 F.3d 1020
    , 1035 (9th Cir. 2003)
    (quoting Int’l Longshoremen’s & Warehousemen’s Union
    (CIO) v. Hawaiian Pineapple Co., 
    226 F.2d 875
    , 881 (9th
    22
    It is true, as the Gayes observe, that while we classified the
    verdicts in El-Hakem as special verdicts, they were functionally general
    verdicts. See El-Hakem v. BJY Inc., 
    262 F. Supp. 2d 1139
    , 1146 (D. Or.
    2003), aff’d, 
    415 F.3d 1068
    (9th Cir. 2005). Notwithstanding this fact,
    El-Hakem is distinguishable for the reasons above, and for the additional
    reason that the parties in El-Hakem, unlike the parties in this case, moved
    for judgment as a matter of 
    law. 415 F.3d at 1072
    .
    44                      WILLIAMS V. GAYE
    Cir. 1955)). We see no reason to deviate from this rule
    today.
    D. Harris Is Not Vicariously Liable.
    The district court erred in entering judgment against
    Harris for the additional reason that the Gayes proffered no
    evidence establishing that Harris was secondarily liable for
    vicarious infringement. The Gayes argue, without citing to
    the record or to any law, that Harris is liable as a matter of
    law as a co-owner of the copyright who authorized the
    distribution of “Blurred Lines.” 23 They are incorrect both
    legally and factually.
    To be vicariously liable for copyright infringement, one
    must have “(1) the right and ability to supervise the
    infringing conduct and (2) a direct financial interest in the
    infringing activity.” Perfect 10, Inc. v. Visa Int’l Serv.,
    Ass’n, 
    494 F.3d 788
    , 802 (9th Cir. 2007). A vicarious
    infringer “exercises control over a direct infringer when he
    has both a legal right to stop or limit the directly infringing
    conduct, as well as the practical ability to do so.” Perfect 10,
    Inc. v. Amazon.com, Inc., 
    508 F.3d 1146
    , 1173 (9th Cir.
    2007).
    No evidence was adduced at trial supporting a theory of
    vicarious liability. Harris, who did not testify at trial,
    independently wrote and recorded a rap verse that was added
    to the track seven months after Thicke and Williams created
    “Blurred Lines.” Neither Thicke nor Williams expected the
    later addition of a rap verse or had anything to do with its
    23
    The parties’ stipulation that Harris co-owned 13% of the musical
    composition copyright in “Blurred Lines” sheds no light on Harris’s role
    in the distribution process.
    WILLIAMS V. GAYE                       45
    creation. The Gayes have cited nothing in the record
    demonstrating that Harris had either a right to stop the
    infringing conduct or the ability to do so, much less both.
    We conclude that the district court erred in upsetting the
    jury’s general verdicts in favor of Harris and the Interscope
    Parties and entering judgment against them.
    VI. The District Court Did Not Abuse its Discretion in
    Denying the Gayes’ Motion for Attorney’s Fees.
    We review a district court’s decision on attorney’s fees
    for abuse of discretion. Stetson v. Grissom, 
    821 F.3d 1157
    ,
    1163 (9th Cir. 2016).
    The Gayes request that we vacate the district court’s
    order denying their motion for attorney’s fees and remand
    the case for reconsideration in light of Kirtsaeng v. John
    Wiley & Sons, Inc., 
    136 S. Ct. 1979
    (2016). In Kirtsaeng,
    the Supreme Court reaffirmed the principle that, in
    exercising its authority under § 505 of the Copyright Act to
    award a prevailing party attorney’s fees, a court “should give
    substantial weight to the objective reasonableness of the
    losing party’s position.” 
    Id. at 1983.
    The Court cautioned,
    however, that “the court must also give due consideration to
    all other circumstances relevant to granting fees; and it
    retains discretion, in light of those factors, to make an award
    even when the losing party advanced a reasonable claim or
    defense.” 
    Id. Here, the
    district court’s examination of objective
    reasonableness was but one factor in its analysis. The
    district court took the specific circumstances of the case into
    consideration, including the degree of success obtained, the
    purposes of the Copyright Act, the chilling effect of
    attorney’s fees, motivation, frivolousness, factual and legal
    46                   WILLIAMS V. GAYE
    unreasonableness, compensation, and deterrence. The
    district court did not abuse its discretion in denying the
    Gayes’ motion for attorney’s fees, and a remand on that issue
    is not warranted.
    VII.   The District Court Did Not Abuse its Discretion
    in Apportioning Costs Among the Parties.
    We review the district court’s award of costs for abuse
    of discretion. Draper v. Rosario, 
    836 F.3d 1072
    , 1087 (9th
    Cir. 2016).
    Federal Rule of Civil Procedure 54(d)(1) authorizes the
    award of costs “to the prevailing party.” A “party in whose
    favor judgment is rendered is generally the prevailing party
    for purposes of awarding costs under Rule 54(d).” San
    Diego Police Officers’ Ass’n v. San Diego City Emps.’ Ret.
    Sys., 
    568 F.3d 725
    , 741 (9th Cir. 2009) (quoting
    d’Hedouville v. Pioneer Hotel Co., 
    552 F.2d 886
    , 896 (9th
    Cir. 1977)). Here, the district court entered judgment for the
    Gayes on their claim that “Blurred Lines” infringed their
    copyright in “Got To Give It Up,” but entered judgment for
    the Thicke Parties on the Gayes’ claim that “Love After
    War” infringed their copyright in “After the Dance.” The
    district court apportioned the award of costs accordingly,
    awarding the Gayes their costs for the “Blurred Lines” claim,
    and awarding the Thicke Parties their costs for the “Love
    After War” claim.
    The Gayes urge us to adopt the Federal Circuit’s holding
    that “there can only be one prevailing party in a given case”
    for purposes of Rule 54(d)(1). Shum v. Intel Corp., 
    629 F.3d 1360
    , 1367 (Fed. Cir. 2010). Despite the Federal Circuit’s
    singular construction of “the prevailing party,” it affirmed an
    award of costs functionally equivalent to the one the district
    court ordered in this case. See 
    id. at 1364.
    The Federal
    WILLIAMS V. GAYE                              47
    Circuit held that “the district court did not abuse its
    discretion in awarding costs to each party with respect to the
    claims on which they each prevailed, then netting those sums
    to arrive at the final figure.” 
    Id. Here, as
    in Shum, the district
    court in effect reduced the Gayes’ costs award “to reflect the
    extent of [their] victory.” 
    Id. at 1370.
    This was not an abuse
    of discretion. 24
    VIII. You Can’t Get There from Here: The Dissent
    Ignores Governing Law that We Must Apply
    Given the Procedural Posture of the Case.
    The dissent’s position violates every controlling
    procedural rule involved in this case. The dissent improperly
    tries, after a full jury trial has concluded, to act as judge, jury,
    and executioner, but there is no there there, and the attempt
    fails.
    Two barriers block entry of judgment as a matter of law
    for the Thicke Parties. The dissent attempts to sidestep these
    obstacles: It finds that the Thicke Parties are entitled to
    judgment as a matter of law, but fails to explain the
    procedural mechanism by which this could be achieved.
    Given this flawed premise, it is perhaps unsurprising how
    little the dissent mirrors the majority opinion, and how far it
    24
    Additional authorities support our conclusion. See In re Paoli
    R.R. Yard PCB Litig., 
    221 F.3d 449
    , 469 (3d Cir. 2000) (“The general
    rule in this circuit and others is that a district court, in exercising its
    equitable discretion, may apportion costs between the prevailing and
    non-prevailing parties as it sees fit.”); Amarel v. Connell, 
    102 F.3d 1494
    ,
    1524 (9th Cir. 1997) (instructing the district court to “await the outcome
    of the [Sherman Act] Section 1 claim to ascertain whether allocation of
    costs is necessary,” rather than “attempting to award partial costs at this
    juncture,” where defendants prevailed on the Section 2 claim, but we
    remanded the Section 1 claim for a new trial).
    48                      WILLIAMS V. GAYE
    veers into analysis untethered from the procedural posture of
    this case.
    First, the dissent incorrectly concludes that there are no
    procedural obstacles barring entry of judgment as a matter
    of law for the Thicke Parties. The dissent is unable to
    distinguish the Supreme Court’s decision in Ortiz, which
    prevents us from reviewing the district court’s order denying
    summary judgment after a full trial on the 
    merits. 562 U.S. at 183
    –84. Even assuming our court’s limited exception for
    reviewing a denial of summary judgment for legal error, see
    
    Escriba, 743 F.3d at 1243
    , survives Ortiz without change,
    we reiterate, without recapitulating our earlier analysis,
    supra Part II, that the dissent’s attempt to distinguish Ortiz
    and latch onto the exception outlined in Escriba is futile in
    this case. This case “hardly present[s] ‘purely legal’ issues
    capable of resolution ‘with reference only to undisputed
    facts.’” 
    Ortiz, 562 U.S. at 189
    . Even though the dissent’s
    musicological exegesis has no bearing on our analysis at this
    procedural stage of the case, it clearly shows that the facts in
    this case are hotly disputed and that the case does not just
    involve pure issues of law. The dissent cites no controlling
    law authorizing it to undertake its own summary judgment
    analysis at this stage of the case.
    Second, the Thicke Parties, like the Gayes, failed to
    make a Rule 50(a) motion for judgment as a matter of law at
    trial. Their failure to do so “precludes consideration of a
    Rule 50(b) motion for judgment as a matter of law.” 
    Tortu, 556 F.3d at 1083
    . 25 Just as the district court could not enter
    25
    Even in a case where the defendant argued that the district court
    “induced him not to file [a] Rule 50(a) motion,” we nonetheless adhered
    to the strict requirements of Rule 50, noting that the defendant still
    “could have filed a Rule 50(a) motion . . . before the matter had been
    WILLIAMS V. GAYE                             49
    judgment as a matter of law for the Thicke Parties, we cannot
    do so either.
    This procedural limitation is well worth underscoring.
    We held, in a case in which a party made an oral Rule 50(a)
    motion, but failed to renew its motion, that the party “waived
    its challenge to the sufficiency of the evidence because it did
    not renew its pre-verdict Rule 50(a) motion by filing a post-
    verdict Rule 50(b) motion.” Nitco Holding Corp. v.
    Boujikian, 
    491 F.3d 1086
    , 1089 (9th Cir. 2007). We further
    held that, under the Supreme Court’s decision in Unitherm
    Food Systems, Inc. v. Swift-Eckrich, Inc., 
    546 U.S. 394
    (2006), the party’s failure to renew a Rule 50(a) motion
    “precluded [us] from exercising our discretion to engage in
    plain error review.” 
    Nitco, 491 F.3d at 1089
    –90. We thus
    overruled our “prior decisions permit[ing] a discretionary
    plain error review” in the absence of a Rule 50(a) motion “as
    in conflict with controlling Supreme Court authority.” 
    Id. (citing Miller
    v. Gammie, 
    335 F.3d 889
    , 900 (9th Cir. 2003)
    (en banc)). Thus, when we stitch together Rule 50’s
    requirements with our case law, we are left with this result:
    Because “a post-verdict motion under Rule 50(b) is an
    absolute prerequisite to any appeal based on insufficiency of
    the evidence,” 
    id. at 1089,
    and because a Rule 50(a) motion
    is, in turn, a prerequisite for a Rule 50(b) motion, see 
    Tortu, 556 F.3d at 1081
    –83, an advocate’s failure to comply with
    Rule 50’s requirements gives us serious pause, and compels
    us to heighten the level of deference we apply on appeal.
    submitted to the jury,” and holding that the defendant’s “disregard[]” of
    Rule 50’s “clear requirements” foreclosed the possibility of relief
    pursuant to Rule 50(b). 
    Tortu, 556 F.3d at 1083
    . Here, the Thicke
    Parties could—and should—have filed a Rule 50(a) motion in order to
    preserve their ability to make a Rule 50(b) motion, regardless of whether
    or not the district court would have granted the motion.
    50                   WILLIAMS V. GAYE
    The dissent cites Anderson v. Liberty Lobby, Inc.,
    
    477 U.S. 242
    , 251–52 (1986), for the proposition that
    “reviewing a summary judgment ruling and a jury verdict”
    are two sides of the same coin. The dissent makes an
    important omission, however. The Supreme Court observed
    that the standard of review for a directed verdict motion
    resembles that for a motion for summary judgment:
    [T]he “genuine issue” summary judgment
    standard is “very close” to the “reasonable
    jury” directed verdict standard:        “The
    primary difference between the two motions
    is procedural; summary judgment motions
    are usually made before trial and decided on
    documentary evidence, while directed verdict
    motions are made at trial and decided on the
    evidence that has been admitted.”
    
    Id. (quoting Bill
    Johnson’s Rests., Inc. v. NLRB, 
    461 U.S. 731
    , 745 n.11 (1983)). As neither of the parties made a
    motion for a directed verdict, we lack a procedural
    mechanism for resurrecting a summary judgment-stage
    analysis. As we have emphasized repeatedly, our review on
    appeal is necessarily circumscribed.
    The dissent cites a number of cases it claims support the
    proposition that a court must award judgment as a matter of
    law when it is able to determine substantial similarity, or
    lack thereof, under the extrinsic test. None of the cases the
    dissent cites, however, authorizes us to review a factbound
    summary judgment denial after a full trial on the merits, or
    to enter judgment as a matter of law in the absence of a Rule
    50(a) motion below. All of the cases cited in the dissent arise
    from a different procedural posture, and are clearly
    distinguishable. See Rentmeester v. Nike, Inc., No. 15-
    WILLIAMS V. GAYE                      51
    35509, 
    2018 WL 1055846
    , at *2 (9th Cir. Feb. 27, 2018)
    (reviewing grant of motion to dismiss); Folkens v. Wyland
    Worldwide, LLC, 
    882 F.3d 768
    , 773 (9th Cir. 2018)
    (reviewing grant of summary judgment); Antonick v. Elec.
    Arts, Inc., 
    841 F.3d 1062
    , 1065 (9th Cir. 2016) (reviewing
    grant of judgment as a matter of law); Peters v. West,
    
    692 F.3d 629
    , 632 (7th Cir. 2012) (reviewing grant of
    motion to dismiss); 
    Mattel, 616 F.3d at 912
    –13, 918
    (vacating equitable relief awarded by district court on other
    grounds, where the district court had “made its own
    infringement findings in determining whether Mattel was
    entitled to equitable relief” (emphasis added)); 
    Benay, 607 F.3d at 622
    (reviewing grant of summary judgment);
    Newton v. Diamond, 
    388 F.3d 1189
    , 1190 (9th Cir. 2004)
    (reviewing grant of summary judgment); Calhoun v.
    Lillenas Publ’g, 
    298 F.3d 1228
    , 1232 (11th Cir. 2002) (per
    curiam) (reviewing grant of summary judgment). Moreover,
    to the extent the citations to unpublished dispositions in the
    dissent carry any weight, which we question, they, too,
    provide no support for what the dissent seeks to accomplish.
    See Briggs v. Sony Pictures Entm’t, Inc., No. 14-17175,
    
    2018 WL 1099694
    , at *1 (9th Cir. Mar. 1, 2018) (reviewing
    grant of summary judgment); Silas v. Home Box Office, Inc.,
    No. 16-56215, 
    2018 WL 1018332
    , at *1 (9th Cir. Feb. 22,
    2018) (reviewing grant of motion to dismiss); Mintz v.
    Subaru of Am., Inc., No. 16-16840, 
    2017 WL 6331141
    , at *1
    (9th Cir. Dec. 12, 2017) (reviewing grant of motion to
    dismiss); Edwards v. Cinelou Films, 696 F. App’x 270, 270
    (9th Cir. 2017) (reviewing grant of motion to dismiss);
    Heusey v. Emmerich, 692 F. App’x 928, 928–29 (9th Cir.
    2017) (reviewing grant of motion to dismiss); Braddock v.
    Jolie, 691 F. App’x 318, 319 (9th Cir. 2017) (reviewing
    grant of motion for judgment on the pleadings); Basile v.
    Twentieth Century Fox Film Corp., 678 F. App’x 576, 576
    (9th Cir. 2017) (reviewing grant of motion to dismiss).
    52                   WILLIAMS V. GAYE
    The dissent’s remaining alternative to entering judgment
    as a matter of law for the Thicke Parties is to vacate the
    judgment and remand for a new trial. Although the dissent
    does not state so expressly, it appears that the dissent would
    reverse the district court’s denial of the Thicke Parties’
    motion for a new trial on grounds that the verdict is against
    the clear weight of the evidence.
    Assuming, arguendo, that is the route the dissent wishes
    to pursue, it nevertheless runs into several hurdles.
    Critically, there is no reference to the deferential standard of
    review applicable to the district court’s denial of the Thicke
    Parties’ motion for a new trial. Indeed, there is no discussion
    of the district court’s denial of the motion for a new trial at
    all. It bears repeating, then, that we are bound by the
    “‘limited nature of our appellate function’ in reviewing the
    district court’s denial of a motion for a new trial.” 
    Lam, 869 F.3d at 1084
    (quoting 
    Kode, 596 F.3d at 612
    ). As is the
    case here, “where the basis of a Rule 59 ruling is that the
    verdict is not against the weight of the evidence, the district
    court’s denial of a Rule 59 motion is virtually unassailable.”
    
    Id. (quoting Kode
    , 596 F.3d at 612). Under these
    circumstances, “only . . . an absolute absence of evidence to
    support the jury’s verdict” will result in reversal. 
    Id. (quoting Kode
    , 596 F.3d at 612). “Although the trial judge
    can weigh the evidence and assess the credibility of
    witnesses, we may not.” 
    Kode, 596 F.3d at 612
    ; see also
    Landes Constr. Co. v. Royal Bank of Can., 
    833 F.2d 1365
    ,
    1372 (9th Cir. 1987) (“[W]e cannot weigh the evidence for
    ourselves . . . .”).
    In a thorough order, the district court reviewed the
    evidence presented at trial, and concluded that the verdict
    was not against the clear weight of the evidence. In faulting
    us for “tellingly refus[ing] to explain” the evidence
    WILLIAMS V. GAYE                               53
    supporting the verdict, the dissent ignores the weighty
    restrictions on our review at this procedural stage of the case.
    The dissent jettisons the constraints on our review, instead
    opting for the radical route of playing both expert and juror.
    The dissent weighs the experts’ credibility, resolves factual
    conflicts, and sets forth its own findings on the extrinsic
    test. 26 We decline the dissent’s invitation to invade the
    province of the jury: Applying the proper standard of
    review, one simply cannot say truthfully that there was an
    absolute absence of evidence supporting the jury’s verdict in
    this case.
    To buttress this point, in Swirsky, we reversed the district
    court’s grant of summary judgment of non-infringement,
    finding the district court erred, in large part, by conducting
    an analysis similar to the one the dissent has undertaken
    here. 
    See 376 F.3d at 846
    –49. Two of our conclusions in
    Swirsky are particularly relevant here. First, we held that the
    district court erred in discounting the expert’s musical
    methodology on technical grounds. See 
    id. at 846–47.
    For
    example, the district court rejected the expert’s “selective”
    choice to “discount[] notes that he characterize[d] as
    ‘ornamental,’” and discredited the expert’s opinion that,
    “even though measure three of both choruses were not
    identical in numerical pitch sequence or note selection,” they
    emphasized the same scale degree and resolved similarly.
    
    Id. We observed
    that “[t]here is nothing inherently unsound
    26
    The dissent does not mention the fact that the jury also considered
    the intrinsic test in reaching its verdict. The dissent correctly stops short
    of explicitly “second-guess[ing] the jury’s application of the intrinsic
    test,” Three Boys 
    Music, 212 F.3d at 485
    , which is reserved exclusively
    for the trier of fact, 
    Benay, 607 F.3d at 624
    .
    54                   WILLIAMS V. GAYE
    about [the expert’s] musicological methodology,” 
    id. at 846,
    and we similarly decline to conclude otherwise in this case.
    Second, we held in Swirsky that the district court “erred
    by basing its comparison of the two choruses almost entirely
    on a measure-by-measure comparison of melodic note
    sequences from the full transcriptions of the choruses.” 
    Id. at 847.
    In so holding, we reiterated our case law. We
    stressed that “substantial similarity can be found in a
    combination of elements, even if those elements are
    individually unprotected.” 
    Id. at 848;
    see also Three Boys
    
    Music, 212 F.3d at 485
    (“It is well settled that a jury may
    find a combination of unprotectible elements to be
    protectible under the extrinsic test because ‘“the over-all
    impact and effect indicate substantial appropriation.”’”
    (quoting 
    Krofft, 562 F.2d at 1169
    )). In fact, “[e]ven if a
    copied portion be relatively small in proportion to the entire
    work, if qualitatively important, the finder of fact may
    properly find substantial similarity.” 
    Swirsky, 376 F.3d at 852
    (alteration in original) (quoting Baxter v. MCA, Inc.,
    
    812 F.2d 421
    , 425 (9th Cir. 1987)). Thus, even “an
    arrangement of a limited number of notes can garner
    copyright protection.” 
    Id. at 851.
    If taken to its logical
    conclusion, the dissent’s musicological analysis and
    approach would sound the death knell for these governing
    legal principles.
    Consider the principle that, at summary judgment, so
    long as the Gayes “presented ‘indicia of a sufficient
    disagreement concerning the substantial similarity of [the]
    two works,’ then the case must be submitted to a trier of
    fact.” 
    Id. at 844
    (alteration in original) (emphasis added)
    (quoting Brown Bag Software v. Symantec Corp., 
    960 F.2d 1465
    , 1472 (9th Cir. 1992)). To require that a case be
    submitted to a trier of fact if there is any “indicia” of a
    WILLIAMS V. GAYE                      55
    disagreement regarding substantial similarity, only to
    impose on the district court the task of independently
    scrutinizing the expert testimony presented at trial, would
    turn our law on its head. Worse still, to require a district
    court to do so in the absence of a Rule 50 motion defies law
    and logic.
    Moreover, the expert review conducted by the dissent
    does not provide a workable standard for district courts to
    follow. It is unrealistic to expect district courts to possess
    even a baseline fluency in musicology, much less to conduct
    an independent musicological analysis at a level as exacting
    as the one used by the dissent. After all, we require parties
    to present expert testimony in musical infringement cases for
    a reason. See 
    id. at 845.
    The dissent has failed to take into account another
    wrinkle that would ensue from vacating the judgment and
    remanding the case for a new trial. The Gayes have cross-
    appealed protectively, challenging the district court’s
    interpretation of the 1909 Act, in the event a new trial is
    ordered. Even though a vacatur and remand would trigger
    the Gayes’ protective cross-appeal, the dissent does not
    wrestle with the merits of this issue. While the dissent is
    adamant that the scope of the Gayes’ copyright is limited to
    the four corners of the deposit copy, it provides no statutory
    interpretation or legal analysis supporting its assertion.
    Lastly, the dissent prophesies that our decision will
    shake the foundations of copyright law, imperil the music
    industry, and stifle creativity. It even suggests that the
    Gayes’ victory will come back to haunt them, as the Gayes’
    musical compositions may now be found to infringe any
    number of famous songs preceding them. Respectfully,
    56                      WILLIAMS V. GAYE
    these conjectures are unfounded hyperbole. 27 Our decision
    does not grant license to copyright a musical style or
    “groove.” Nor does it upset the balance Congress struck
    between the freedom of artistic expression, on the one hand,
    and copyright protection of the fruits of that expression, on
    the other hand. Rather, our decision hinges on settled
    procedural principles and the limited nature of our appellate
    review, dictated by the particular posture of this case and
    controlling copyright law. Far from heralding the end of
    musical creativity as we know it, our decision, even
    construed broadly, reads more accurately as a cautionary tale
    for future trial counsel wishing to maximize their odds of
    success.
    CONCLUSION
    We have decided this case on narrow grounds. Our
    conclusions turn on the procedural posture of the case, which
    requires us to review the relevant issues under deferential
    standards of review. For the foregoing reasons, we reverse
    the district court’s entry of judgment against Harris and the
    Interscope Parties, and affirm the remainder of the district
    court’s judgment, and its order denying attorney’s fees and
    apportioning costs.
    The parties shall bear their own costs on appeal.
    AFFIRMED IN PART, REVERSED IN PART.
    27
    Unlike the 1909 Act, the current copyright regime, established by
    the 1976 Act, protects “works of authorship” fixed in “sound
    recordings.” 17 U.S.C. § 102. Despite the dissent’s prediction that our
    decision will “strike[] a devastating blow to future musicians and
    composers everywhere,” the reality is that, going forward, a number of
    the contentious issues presented in this case will occur with less
    frequency with the passage of time.
    WILLIAMS V. GAYE                        57
    NGUYEN, Circuit Judge, dissenting:
    The majority allows the Gayes to accomplish what no
    one has before: copyright a musical style. “Blurred Lines”
    and “Got to Give It Up” are not objectively similar. They
    differ in melody, harmony, and rhythm. Yet by refusing to
    compare the two works, the majority establishes a dangerous
    precedent that strikes a devastating blow to future musicians
    and composers everywhere.
    While juries are entitled to rely on properly supported
    expert opinion in determining substantial similarity, experts
    must be able to articulate facts upon which their
    conclusions—and thus the jury’s findings—logically rely.
    Here, the Gayes’ expert, musicologist Judith Finell, cherry-
    picked brief snippets to opine that a “constellation” of
    individually unprotectable elements in both pieces of music
    made them substantially similar. That might be reasonable
    if the two constellations bore any resemblance. But Big and
    Little Dipper they are not. The only similarity between these
    “constellations” is that they’re both compositions of stars.
    I.
    When a court, with the assistance of expert testimony, is
    able to determine substantial similarity (or lack thereof)
    under the extrinsic test, judgment must be given as a matter
    of law. See Benay v. Warner Bros. Entm’t, Inc., 
    607 F.3d 620
    , 624 (9th Cir. 2010). If, for example, the defendant
    copied verbatim most of the plaintiff’s work, then the
    plaintiff is entitled to a finding of substantial similarity as a
    matter of law. See Calhoun v. Lillenas Publ’g, 
    298 F.3d 1228
    , 1232 (11th Cir. 2002) (“[E]ven a casual comparison
    of the two compositions compels the conclusion that the two
    compositions are practically identical.”). Conversely, if the
    objective similarities between the two pieces are merely
    58                    WILLIAMS V. GAYE
    trivial, then a verdict for the plaintiff could not stand. See
    Peters v. West, 
    692 F.3d 629
    , 636 (7th Cir. 2012) (affirming
    dismissal of infringement suit where the two songs “share[d]
    only small cosmetic similarities”); Newton v. Diamond
    (“Newton II”), 
    388 F.3d 1189
    (9th Cir. 2004) (affirming
    grant of summary judgment to defendants who appropriated
    a de minimis portion of the plaintiff’s musical composition
    and used it throughout their own work).
    The majority, like the district court, presents this case as
    a battle of the experts in which the jury simply credited one
    expert’s factual assertions over another’s. To the contrary,
    there were no material factual disputes at trial. Finell
    testified about certain similarities between the deposit copy
    of the “Got to Give It Up” lead sheet and “Blurred Lines.”
    Pharrell Williams and Robin Thicke don’t contest the
    existence of these similarities. Rather, they argue that these
    similarities are insufficient to support a finding of substantial
    similarity as a matter of law. The majority fails to engage
    with this argument.
    Finell identified a few superficial similarities at the
    “cell” level by focusing on individual musical elements,
    such as rhythm or pitch, entirely out of context. Most of
    these “short . . . pattern[s]” weren’t themselves protectable
    by copyright, and Finell ignored both the other elements with
    which they appeared and their overall placement in each of
    the songs. Her analysis is the equivalent of finding
    substantial similarity between two pointillist paintings
    because both have a few flecks of similarly colored paint. A
    comparison of the deposit copy of “Got to Give it Up” and
    “Blurred Lines” under the extrinsic test leads to only one
    conclusion. Williams and Thicke were entitled to judgment
    as a matter of law.
    WILLIAMS V. GAYE                        59
    II.
    A.
    The purpose of copyright law is to ensure a robust public
    domain of creative works. See Sony Corp. of Am. v.
    Universal City Studios, Inc., 
    464 U.S. 417
    , 429 (1984).
    While the Constitution authorizes Congress to grant authors
    monopoly privileges on the commercial exploitation of their
    output, see U.S. Const. art. I, § 8, cl. 8, this “special reward”
    is primarily designed to motivate authors’ creative activity
    and thereby “allow the public access to the products of their
    genius.” Sony 
    Corp., 464 U.S. at 429
    . Accordingly,
    copyrights are limited in both time and scope. See U.S.
    Const. art. I, § 8, cl. 8 (providing copyright protection only
    “for limited Times”); Sony 
    Corp., 464 U.S. at 432
    (“This
    protection has never accorded the copyright owner complete
    control over all possible uses of his work.”); see also Berlin
    v. E.C. Publ’ns, Inc., 
    329 F.2d 541
    , 544 (2d Cir. 1964)
    (“[C]ourts in passing upon particular claims of infringement
    must occasionally subordinate the copyright holder’s
    interest in a maximum financial return to the greater public
    interest in the development of art, science and industry.”).
    An important limitation on copyright protection is that it
    covers only an author’s expression—as opposed to the idea
    underlying that expression. See 17 U.S.C. § 102(a)
    (“Copyright protection subsists . . . in original works of
    authorship fixed in any tangible medium of expression . . .
    from which they can be perceived, reproduced, or otherwise
    communicated . . . .”); 
    id. § 102(b)
    (“In no case does
    copyright protection . . . extend to any idea, procedure,
    process, system, method of operation, concept, principle, or
    discovery, regardless of the form in which it is described,
    explained, illustrated, or embodied in [the author’s original]
    work.”). Copyright “encourages others to build freely upon
    60                     WILLIAMS V. GAYE
    the ideas and information conveyed by a work.” Feist
    Publ’ns, Inc. v. Rural Tel. Serv. Co., 
    499 U.S. 340
    , 349–50
    (1991) (citing Harper & Row Publishers, Inc. v. Nation
    Enters., 
    471 U.S. 539
    , 556–57 (1985)).
    The idea/expression dichotomy, as this principle is
    known, “strikes a definitional balance between the First
    Amendment and the Copyright Act.” Bikram’s Yoga Coll.
    of India, L.P. v. Evolation Yoga, LLC, 
    803 F.3d 1032
    , 1037
    (9th Cir. 2015) (quoting Harper & 
    Row, 471 U.S. at 556
    )
    (alteration in Harper & Row omitted). Because “some
    restriction on expression is the inherent and intended effect
    of every grant of copyright,” Golan v. Holder, 
    565 U.S. 302
    ,
    327–28 (2012), the idea/expression dichotomy serves as one
    of copyright law’s “built-in First Amendment
    accommodations.” Eldred v. Ashcroft, 
    537 U.S. 186
    , 219
    (2003) (citing Harper & 
    Row, 471 U.S., at 560
    ).
    Such accommodations are necessary because “in art,
    there are, and can be, few, if any, things, which in an abstract
    sense, are strictly new and original throughout.” Campbell
    v. Acuff-Rose Music, Inc., 
    510 U.S. 569
    , 575 (1994) (quoting
    Emerson v. Davies, 
    8 F. Cas. 615
    , 619 (C.C.D. Mass. 1845)
    (Story, J.)). Every work of art “borrows, and must
    necessarily borrow, and use much which was well known
    and used before.” 
    Id. (quoting Emerson,
    8 F. Cas. at 619);
    see 1 Melville D. Nimmer & David Nimmer, Nimmer on
    Copyright § 2.05[B] (rev. ed. 2017) (“In the field of popular
    songs, many, if not most, compositions bear some similarity
    to prior songs.”). 1 But for the freedom to borrow others’
    1
    As an example, Williams and Thicke attempted to show the jury a
    video demonstrating how a common sequence of four chords serves as
    the harmonic backbone of innumerable songs. See Axis of Awesome,
    4 Chord Song (with song titles), YouTube (Dec. 10, 2009)
    WILLIAMS V. GAYE                            61
    ideas and express them in new ways, artists would simply
    cease producing new works—to society’s great detriment.
    B.
    “Blurred Lines” clearly shares the same “groove” or
    musical genre as “Got to Give It Up,” which everyone agrees
    is an unprotectable idea. See, e.g., 2 William F. Patry, Patry
    on Copyright § 4:14 (2017) (“[T]here is no protection for a
    communal style . . . .”). But what the majority overlooks is
    that two works in the same genre must share at least some
    protectable expression in order to run afoul of copyright law.
    Not all expression is protectable. Originality, the “sine
    qua non of copyright,” accommodates authors’ need to build
    on the works of others by requiring copyrightable expression
    to be “independently created by the author” and have “at
    least some minimal degree of creativity.” 
    Feist, 499 U.S. at 345
    , 348. If an author uses commonplace elements that are
    firmly rooted in the genre’s tradition, the expression is
    unoriginal and thus uncopyrightable. See 
    id. at 363.
    Even original expression can be so intimately associated
    with the underlying idea as to be unprotectable. Under the
    doctrine of scènes à faire, “expressions that are standard,
    stock, or common to a particular subject matter or medium
    are not protectable under copyright law.” Satava v. Lowry,
    https://www.youtube.com/watch?v=5pidokakU4I (singing 38 popular
    songs over the same chord progression, ranging from “Let It Be” by the
    Beatles to “If I Were a Boy” by Beyoncé). “Blurred Lines” employs
    only two chords—the first two from this sequence. The district court
    prevented the jury from hearing this evidence. However, the court
    allowed the jury to hear mashups of “Blurred Lines” played together with
    “Got to Give It Up,” which the Gayes used to show that the two songs
    were harmonically similar.
    62                       WILLIAMS V. GAYE
    
    323 F.3d 805
    , 810 (9th Cir. 2003) (citing See v. Durang,
    
    711 F.2d 141
    , 143 (9th Cir. 1983)). The doctrine of merger
    provides that “where an idea contained in an expression
    cannot be communicated in a wide variety of ways,” the
    “idea and expression may merge . . . [such] that even
    verbatim reproduction of a factual work may not constitute
    infringement.” Allen v. Acad. Games League of Am., Inc.,
    
    89 F.3d 614
    , 617 (9th Cir. 1996); see also Rice v. Fox Broad.
    Co., 
    330 F.3d 1170
    , 1175 (9th Cir. 2003) (“[S]imilarities
    derived from the use of common ideas cannot be protected;
    otherwise, the first to come up with an idea will corner the
    market.” (quoting Apple Computer, Inc. v. Microsoft Corp.,
    
    35 F.3d 1435
    , 1443 (9th Cir. 1994))).
    The majority begins its analysis by suggesting that the
    Gayes enjoy broad copyright protection because, as a
    category, “[m]usical compositions are not confined to a
    narrow range of expression.” Maj. Op. at 19. But the
    majority then contrasts this protected category as a whole
    with specific applications of other protected categories—the
    “page-shaped computer desktop icon” in Apple Computer
    (an audiovisual work) and the “glass-in-glass jellyfish
    sculpture” in Satava (a pictorial, graphic, and sculptural
    work) 2—that were entitled only to thin copyright protection
    due to the limited number of ways in which they could be
    expressed. That’s a false comparison. Under the majority’s
    reasoning, the copyrights in the desktop icon and glass
    jellyfish should have been broad.              Like musical
    2
    The Copyright Act expressly protects each of these categories. See
    17 U.S.C. § 102(a)(2) (musical works); 
    id. § 102(a)(5)
    (pictorial,
    graphic, and sculptural works); 
    id. § 102(a)(6)
    (motion pictures and other
    audiovisual works).
    WILLIAMS V. GAYE                      63
    compositions, both audiovisual works and pictorial, graphic,
    and sculptural works can be expressed in myriad ways.
    More importantly, “[t]he mere fact that a work is
    copyrighted does not mean that every element of the work
    may be protected.” 
    Feist, 499 U.S. at 348
    . Application of
    the extrinsic test “requires breaking the [copyrighted and
    allegedly infringing] works down into their constituent
    elements, and comparing those elements for proof of
    copying as measured by substantial similarity.” Swirsky v.
    Carey, 
    376 F.3d 841
    , 845 (9th Cir. 2004) (internal quotation
    marks omitted). “Because the requirement is one of
    substantial similarity to protected elements of the
    copyrighted work, it is essential to distinguish between the
    protected and unprotected material . . . .” 
    Id. We then
    “apply the limiting doctrines, subtracting the unoriginal
    elements,” to determine how “broad” or “thin” the remaining
    copyright is. Ets-Hokin v. Skyy Spirits, Inc., 
    323 F.3d 763
    ,
    766 (9th Cir. 2003) (citing Apple 
    Computer, 35 F.3d at 1442
    ).
    The majority doesn’t explain what elements are
    protectable in “Got to Give It Up,” which is surprising given
    that our review of this issue is de novo. See Mattel, Inc. v.
    MGA Entm’t, Inc., 
    616 F.3d 904
    , 914 (9th Cir. 2010). But
    by affirming the jury’s verdict, the majority implicitly draws
    the line between protectable and unprotectable expression
    “so broadly that future authors, composers and artists will
    find a diminished store of ideas on which to build their
    works.” Oravec v. Sunny Isles Luxury Ventures, L.C.,
    
    527 F.3d 1218
    , 1225 (11th Cir. 2008) (quoting Meade v.
    United States, 
    27 Fed. Cl. 367
    , 372 (Fed. Cl. 1992)).
    Worse still, the majority invokes the oft-criticized
    “inverse ratio” rule to suggest that the Gayes faced a fairly
    low bar in showing substantial similarity just because
    64                       WILLIAMS V. GAYE
    Williams and Thicke conceded access to “Got to Give It
    Up.” 3 See Maj. Op. at 16. The issue, however, isn’t whether
    Williams and Thicke copied “Got to Give It Up”—there’s
    plenty of evidence they were attempting to evoke Marvin
    Gaye’s style. Rather, the issue is whether they took too
    much.
    Copying in and of itself “is not conclusive of
    infringement. Some copying is permitted.” Newton 
    II, 388 F.3d at 1193
    (quoting West Publ’g Co. v. Edward
    Thompson Co., 
    169 F. 833
    , 861 (E.D.N.Y. 1909) (Hand, J.)).
    Copying will only have legal consequences if it “has been
    done to an unfair extent.” 
    Id. (quoting West
    Publ’g, 169 F.
    at 861
    ). In determining liability for copyright infringement,
    the critical and ultimate inquiry is whether “the copying is
    substantial.” 
    Id. Requiring similarities
    to be substantial is of heightened
    importance in cases involving musical compositions. Sound
    recordings have “unique performance elements” that must
    be “filter[ed] out . . . from consideration.” Newton 
    II, 388 F.3d at 1194
    . Thus, the range of musical expression is
    necessarily more circumscribed when music is written down
    than when it is performed. “Given the limited number of
    musical notes (as opposed to words in a language), the
    combination of those notes and their phrasing, it is not
    3
    See 4 Nimmer & Nimmer, supra, § 13.03[D] (discussing “[t]he
    flawed proposition that powerful proof of access can substitute for
    demonstration of the requisite degree of substantial similarity”); 3 Patry,
    supra, § 9:91 (“The inverse ratio theory confuses fundamental principles
    of infringement analysis: access is relevant only in establishing the act
    of copying, not in establishing the degree thereof. Once copying is
    established, access is irrelevant and the inquiry shifts to the final stage
    of the infringement analysis, material appropriation. At that stage,
    substantial similarity is the sole issue.” (footnote omitted)).
    WILLIAMS V. GAYE                             65
    surprising that a simple composition of a short length might
    well be susceptible to original creation by more than one
    composer.” 
    Calhoun, 298 F.3d at 1232
    (footnote omitted).
    III.
    The Gayes don’t contend that every aspect of “Blurred
    Lines” infringes “Got to Give It Up.” Rather, they identify
    only a few features that are present in both works. These
    features, however, aren’t individually protectable. And
    when considered in the works as a whole, these similarities
    aren’t even perceptible, let alone substantial.
    Musical compositions are expressed primarily through
    the building blocks of melody, harmony, and rhythm. 4 See
    Newton v. Diamond (“Newton I”), 
    204 F. Supp. 2d 1244
    ,
    1249 (C.D. Cal. 2002) (citing 3 Nimmer & Nimmer, supra,
    § 2.05[D]); 
    Randel, supra, at 481
    (“The whole of music is
    often informally divided into three domains: melody,
    harmony, and rhythm.”); see generally Aaron Copland,
    What to Listen for in Music 33–77 (McGraw-Hill 1957).
    The deposit copy of “Got to Give it Up” employs these
    4
    Of course, these aren’t the only elements through which a musical
    idea can be expressed in tangible form. See 
    Swirsky, 376 F.3d at 848
    –
    49. Other elements include tempo (the speed at which a composition is
    played), dynamics (the volume of sound), and instrumentation. See 
    id. Many elements
    can be broken down into constituent elements. For
    example, melody is a sequence of pitches played successively; harmony
    is a group of pitches played simultaneously; and a chord progression is
    a sequence of harmonies. See Don Michael Randel, The New Harvard
    Dictionary of Music 366, 481–82 (1986). The analysis will generally
    focus on the most relevant subset of elements, which depends on the
    nature of the music at issue. See 
    Swirsky, 376 F.3d at 849
    . Finell did not
    compare the songs’ overall harmonies because she felt “that wasn’t the
    most important similarity.”
    66                      WILLIAMS V. GAYE
    components through a melodic line, an introductory bass
    line, and chord indications, with the additional feature of
    lyrics.
    The melodic line and the associated lyrics are notated
    throughout the deposit copy. The bass line is notated for
    only the first eight measures, 5 at the end of which the phrase
    “bass simile” indicates that the bass line should continue in
    a similar manner. As is typical of a lead sheet, the chords
    are not expressed with individual notes indicating pitch and
    duration. Rather, the chords are described by name (e.g.,
    “A7” for a chord containing the pitches A, C#, E, and G) at
    places in the song where the harmony changes.
    A. Alleged Melodic Similarities
    1. The “Signature” Phrase
    Finell dubbed a 10-note melodic sequence in the deposit
    copy the “Signature Phrase.”         She argued that it
    corresponded to a 12-note sequence in “Blurred Lines,”
    notwithstanding that “no two notes have the same pitch,
    rhythm and placement,” as the district court correctly
    observed.
    Finell identified four similar elements, none of which is
    protectable: (a) each phrase begins with repeated notes;
    (b) the phrases have three identical pitches in a row in the
    first measure and two in the second measure; (c) each phrase
    5
    In musical notation, the notes signifying individual pitches are
    grouped into “measures” divided by vertical “bar” lines. Within a
    measure, the note immediately after the bar line, or “downbeat,” receives
    the greatest emphasis.
    WILLIAMS V. GAYE                             67
    begins with the same rhythm; and (d) each phrase ends on a
    melisma (one word sung over multiple pitches).
    Signature Phrase in “Got to Give It Up”
    (Trial Exhibit 376-3)
    Signature Phrase in “Blurred Lines”
    (Trial Exhibit 376-3)
    a. Repeated Notes
    The Signature Phrase begins in “Got to Give It Up” with
    a note repeated four times. In “Blurred Lines,” it begins with
    a note repeated twice, followed by a different note, followed
    by the first note. 6 The use of repeating notes is obviously
    not original to “Got to Give It Up.” Finell repeatedly used
    6
    Finell attempted to minimize the significance of the third note in
    “Blurred Lines” moving to a neighboring pitch rather than repeating.
    However, she previously testified that the neighboring pitch—a sharp
    second scale degree (indicated “#2” in her exhibit)—was a “broken rule”
    that “stands out.” Thus, the most prominent note in the four-note
    sequence in “Blurred Lines” is the one that differs from the
    corresponding sequence in “Got to Give It Up.”
    68                       WILLIAMS V. GAYE
    the song “Happy Birthday to You” and the opening to
    Beethoven’s Fifth Symphony as musical examples. Each of
    these famous melodies from the nineteenth century begins
    with repeated notes. Therefore, the use of repeated notes is
    not protectable.
    b. Pitch Similarity
    Although the Signature Phrase starts on different pitches
    in each piece, Finell identified three consecutive ascending
    pitches that were the same in both pieces, and two
    consecutive descending pitches that were the same. She
    believed this similarity to be the most important.
    In assessing the similarity of two pieces of music, it’s
    important to keep in mind “the limited number of notes and
    chords available to composers and the resulting fact that
    common themes frequently reappear in various
    compositions, especially in popular music.” Gaste v.
    Kaiserman, 
    863 F.2d 1061
    , 1068 (2d Cir. 1988) (citing
    Arnstein v. Edward B. Marks Music Corp., 
    82 F.2d 275
    , 277
    (2d Cir. 1936)). Substantial similarity “must extend beyond
    themes that could have been derived from a common source
    or themes that are so trite as to be likely to reappear in many
    compositions.” 
    Id. at 1068–69
    (citing Selle v. Gibb, 
    741 F.2d 896
    , 905 (7th Cir. 1984)).
    Three consecutive pitches is just the sort of common
    theme that will recur in many compositions. 7 We have not
    7
    There are only 123 or 1,728 unique combinations of three notes,
    and many of them are unlikely to be used in a song. See Darrell v. Joe
    Morris Music Co., 
    113 F.2d 80
    , 80 (2d Cir. 1940) (per curiam) (“[W]hile
    there are an enormous number of possible permutations of the musical
    notes of the scale, only a few are pleasing; and much fewer still suit the
    infantile demands of the popular ear.”). Finell testified that it’s
    WILLIAMS V. GAYE                             69
    yet addressed whether three pitches are protectable as a
    matter of law. While “a single musical note would be too
    small a unit to attract copyright protection . . . , an
    arrangement of a limited number of notes can garner
    copyright protection.” 
    Swirsky, 376 F.3d at 851
    . Thus, we
    held in Swirsky that a melody of seven notes is not
    unprotectable as a matter of law. 
    Id. at 852.
    In Newton II, we considered a three-note musical phrase
    that the defendants sampled (i.e., copied exactly) from the
    sound recording of a copyrighted musical composition and
    used repeatedly throughout their work. Although we did not
    decide whether this six-second segment was original enough
    to be protected, we held that “no reasonable juror could find
    [it] to be a quantitatively or qualitatively significant portion
    of the [four-and-a-half-minute] composition as a whole.”
    Newton 
    II, 388 F.3d at 1195
    . The district court reached the
    originality issue. In a “scholarly opinion,” it ruled that the
    three-note phrase—even in combination with the
    background musical elements—was insufficiently original
    to warrant copyright protection. 
    Id. at 1190;
    see Newton 
    I, 204 F. Supp. 2d at 1253
    (“Many courts have found that
    nearly identical or more substantial samples are not
    susceptible to copyright protection.”).
    The two- and three-note melodic snippets at issue here,
    taken in isolation from their harmonic context, are even less
    original than the three-note segment at issue in Newton.
    When played, each snippet lasts less than a second in a
    “unusual” to use the five notes that fall between the seven notes of the
    scale. Demand for unique three-note combinations would quickly
    exhaust their supply. In 2016 alone, the Copyright Office registered over
    40,000 sound recordings. See United States Copyright Office, Fiscal
    2016 Annual Report 17.
    70                   WILLIAMS V. GAYE
    composition that lasts over four minutes. They are not
    individually protectable.
    c. Rhythmic Similarity
    The first measure of the Signature Phrase in both works
    begins with a rhythm of six eighth notes. A bare rhythmic
    pattern, particularly one so short and common, isn’t
    protectable. See Batiste v. Najm, 
    28 F. Supp. 3d 595
    , 616
    (E.D. La. 2014) “[C]ourts have been consistent in finding
    rhythm to be unprotectable.”); N. Music Corp. v. King
    Record Distrib. Co., 
    105 F. Supp. 393
    , 400 (S.D.N.Y. 1952)
    (“[O]riginality of rhythm is a rarity, if not an
    impossibility.”); see also 
    Berlin, 329 F.2d at 545
    (“[W]e
    doubt that even so eminent a composer as plaintiff Irving
    Berlin should be permitted to claim a property interest in
    iambic pentameter.”). Here, the rhythmic pattern lasts
    approximately 1.5 seconds and consists of an eighth note
    repeated without any variation. Similar patterns are found
    in numerous other works. This element, devoid of its
    melodic and harmonic context, lacks any originality.
    d. Melisma
    The final syllable of the lyrics in each phrase spans
    multiple pitches—three in “Got to Give It Up” and two in
    “Blurred Lines.” Melisma, however, is “a common musical
    technique” and, as such, unprotectable. McDonald v. West,
    
    138 F. Supp. 3d 448
    , 458 (S.D.N.Y. 2015). Use of melisma
    on the final syllable of a lyrical phrase is particularly “basic
    and commonplace.” 
    Id. (involving melisma
    on the final
    syllable of “We made it in America”). For example,
    any time one sings “Happy Birthday” to a person with a
    one-syllable name, the person’s name is sung as a two-note
    melisma at the end of the phrase “Happy Birthday,
    dear ____.”
    WILLIAMS V. GAYE                            71
    e. The Signature Phrases as a Whole Are Not
    Substantially Similar
    Even when each element is not individually protectable,
    “[t]he particular sequence in which an author strings a
    significant number of unprotectable elements can itself be a
    protectable element,” Metcalf v. Bochco, 
    294 F.3d 1069
    ,
    1074 (9th Cir. 2002). Here, as Finell concedes, the Signature
    Phrase has “very few notes,” lasting less than four seconds.
    Therefore, even assuming that the Signature Phrase as a
    whole is protectable, its protection is thin.
    There is very little similarity between the two songs’
    Signature Phrases. Both melodies rise and fall. But they
    begin and end on different pitches. The highest, longest,
    most stressed pitch in each phrase is different—in “Blurred
    Lines,” this pitch is consonant with the underlying harmony;
    in “Got to Give It Up,” it is dissonant. One phrase has 10
    notes; the other, 12. The five identical pitches in each of the
    phrases have different rhythmic placement within the
    measure and therefore receive different stress. And only two
    of these identical pitches have similar underlying
    harmonies. 8 The harmony changes halfway through the
    Signature Phrase in “Blurred Lines” but remains the same in
    “Got to Give It Up.” The lyrics in each phrase are different.
    The Signature Phrase occurs in different places within each
    piece. In “Got to Give It Up,” the Signature Phrase is the
    very first phrase sung. In “Blurred Lines,” the Signature
    8
    In “Got to Give It Up,” the entire Signature Phrase is harmonized
    to an A7 chord. In “Blurred Lines,” the first measure is harmonized to
    an E chord while the second measure is harmonized to an A chord.
    Seventh chords, such as A7, have the same three pitches as their
    underlying triads—here, an A chord—plus an additional pitch. See
    
    Copland, supra, at 66
    –67. Finell explained that the unique pitch in a
    seventh chord “add[s] an extra color” to the harmony.
    72                      WILLIAMS V. GAYE
    Phrase is not sung until 28 seconds later—after several lines
    of verse.
    The various unprotected elements identified by Finell
    don’t even coincide with one another in that short, four-
    second snippet. And her narrow focus on these elements
    ignored the different harmonies in each phrase. “To pull
    these elements out of a song individually, without also
    looking at them in combination, is to perform an incomplete
    and distorted musicological analysis.” 
    Swirsky, 376 F.3d at 848
    . 9
    Given the lack of similarities between the Signature
    Phrases, there is no basis to conclude that they are
    substantially similar. “The most that can be said is that the
    two segments bear some relation to one another within a
    finite world of melodies. Given the limited musical
    vocabulary available to composers, this is far from enough
    to support an inference of [infringement].” Johnson v.
    Gordon, 
    409 F.3d 12
    , 22 (1st Cir. 2005).
    9
    The majority fundamentally misunderstands Swirsky on this point.
    See Maj. Op. at 53–54. Swirsky did not hold that two works sharing
    multiple unprotected elements in disparate places are extrinsically
    similar. Were that the case, the entire Western canon would be
    extrinsically similar, since all of this music contains the same twelve
    individually unprotected notes. The difference between Swirsky and this
    case is that in Swirsky, there was a coincidence of the unprotected
    elements (chord progressions, rhythm, and pitch sequence) within each
    song that occurred at the same relative place (the chorus) in both. See
    
    Swirsky, 376 F.3d at 848
    . Here, Finell examined the various elements in
    isolation, which is precisely what we criticized in Swirsky. 
    See 376 F.3d at 848
    (“[N]o approach can completely divorce pitch sequence and
    rhythm from harmonic chord progression, tempo, and key . . . .”).
    WILLIAMS V. GAYE                       73
    2. The “Hook” Phrase
    Finell describes the Hook Phrase as the four melodic
    pitches in “Got to Give It Up” sung to the lyrics “keep on
    dancin’.” She opined that “Blurred Lines” has similar Hook
    Phrases in two different places: one is the four pitches in the
    Signature Phrase sung to the lyrics “take a good girl”; the
    other is the five pitches sung to the lyrics “I hate these
    blurred lines.”
    There are basic conceptual problems with Finell’s
    analysis. She describes the same four pitches in “Blurred
    Lines” as being similar to two unrelated phrases in “Got to
    Give It Up”—the Signature Phrase and the Hook Phrase. It
    is difficult to see how anything original in each of these two
    different phrases could be distilled into the same four-note
    phrase in “Blurred Lines.”
    In any event, the Hook Phrase in the deposit copy lacks
    sufficient originality to be protected. Its sequence of four
    pitches, lasting 2.5 seconds, is common. For example,
    Beyoncé, Jennifer Hudson, and Anika Noni Rose
    memorably sang it to the lyrics, “We’re your dreamgirls.”
    See Henry Krieger & Tom Eyen, Dreamgirls measures 25–
    26 (Universal—Geffin Music 1981).
    Hook Phrase in “Got to Give It Up”
    74                      WILLIAMS V. GAYE
    Hook Phrase in “Blurred Lines”
    Hook Phrase in “Dreamgirls”
    Even if the Hook Phrase pitches were protectable, there
    is no substantial similarity between its expression in the two
    songs. See Arnstein v. Edward B. Marks Music Corp., 
    82 F.2d 275
    , 277 (2d Cir. 1936) (Hand, J.) (“The first phrase of
    the infringing chorus consists of the same four notes as the
    first phrase of the copyrighted song; that particular sequence
    can be found in several earlier musical pieces and its
    spontaneous reproduction should be no cause for
    suspicion.”).
    At most, three of the four pitches are the same, 10 and the
    different pitch is sung to what Finell described as the “money
    words” on “the strongest beat.” The phrase’s rhythms and
    underlying harmonies are different. Moreover, the phrases
    are sung at different places in each song. In “Got to Give It
    Up,” the Hook Phrase is sung at the end of part 1 in a fade
    10
    Finell cited two examples of the Hook Phrase in “Blurred Lines,”
    but they share only the last two pitches of their four- and five-note
    sequences. These two shared pitches are both tonic notes, which Finell
    described as “very common” in melodies.
    WILLIAMS V. GAYE                        75
    out. In “Blurred Lines,” it is sung as the chorus in the middle
    of the song.
    3. Theme “X”
    Theme X refers to another four-note melodic sequence.
    In the deposit copy, Theme X is sung to the lyrics “Fancy
    lady.” In “Blurred Lines,” it is first sung to the lyrics “If you
    can’t hear.” Like the Hook Phrase, Theme X is both
    unprotectable and objectively dissimilar in the two songs.
    Theme X in “Got to Give It Up”
    Theme X in “Blurred Lines”
    Theme X in “Happy Birthday to You”
    The pitches and rhythm of Theme X in the deposit copy
    are identical to those sung to “Happy Birthday” and
    numerous other songs. None of the Theme X pitches in the
    76                    WILLIAMS V. GAYE
    deposit copy are the same as in “Blurred Lines.” To see any
    correspondence between the two four-note sequences, one
    would have to shift and invert the pitches, a feat of musical
    gymnastics well beyond the skill of most listeners. Where
    short and distinct musical phrases require such contortions
    just to show that they are musically related, there is no basis
    to find them substantially similar. See 
    Johnson, 409 F.3d at 22
    ; see also 
    Arnstein, 82 F.2d at 277
    .
    The harmonies accompanying Theme X also differ
    between “Got to Give It Up” and “Blurred Lines.”
    Structurally, Theme X appears in completely different places
    in the two songs. In the deposit copy, it repeats several times
    in succession near the end of the piece. In “Blurred Lines,”
    it is the very first line of verse near the beginning of the song
    and repeats periodically throughout the song.
    B. Other Alleged Similarities
    1. Keyboard Parts
    Finell testified that the keyboard parts in “Got to Give It
    Up” (meaning the chords and their rhythms played over the
    bass line) had “many important similarities” to those in
    “Blurred Lines.” However, there are no keyboard parts in
    the deposit copy. Finell explained that a lead sheet is
    essentially “musical shorthand for musicians,” who “would
    understand how [the keyboard parts are] to be played.” But
    because “[a] sound is protected by copyright law only when
    it is ‘fixed in a tangible medium,’” Newton 
    II, 388 F.3d at 1194
    (quoting 17 U.S.C. § 102(a)), the deposit copy’s
    unwritten keyboard parts are not protected expression.
    To the extent the chord indications sufficiently express
    the keyboard parts, there is no substantial similarity between
    the two works. “Blurred Lines” contains only two chords
    WILLIAMS V. GAYE                      77
    throughout the entire piece—an A chord and an E chord—
    that alternate every four measures. The deposit copy
    contains neither of these chords. The chords it does
    contain—A7, D7, E7, B7, Dm7, and Am7—change in a
    much more irregular pattern. For example, the first 16
    measures have a sustained A7 harmony, and the next 8
    measures change harmonies every measure.
    2. Bass Line
    Finell opined that the bass melodies in “Got to Give It
    Up” and “Blurred Lines” are similar. However, when
    comparing them, she showed the jury the version of the “Got
    to Give It Up” bass line that she had transcribed from the
    sound recording. Because several notes were different in the
    deposit copy, her testimony on this issue was of questionable
    value. See Newton 
    II, 388 F.3d at 1196
    . It’s also doubtful
    that the unexpressed portions of the baseline beyond the first
    eight measures of the deposit copy are sufficiently fixed in a
    tangible medium to warrant protection.
    Even assuming the implied bass line in the deposit copy
    is sufficiently fixed, it’s the type of expression that is so
    standard in the genre that it merges with the idea and is
    therefore unprotectable in and of itself. Cf. Shapiro,
    Bernstein & Co. v. Miracle Record Co., 
    91 F. Supp. 473
    , 474
    (N.D. Ill. 1950) (concluding that bass line was not
    copyrightable where it was “mechanical application of a
    simple harmonious chord”). Any thin protection that might
    lie in the “Got to Give It Up” bass line would not support a
    finding of substantial similarity between these two bass lines
    given their different notes, harmonies, and rhythms.
    78                       WILLIAMS V. GAYE
    Bass Line in “Got to Give It Up” (Deposit Copy)
    Bass Line in “Blurred Lines”
    The only similarity between the bass lines is that they
    repeat the note A in most of the measures. However, in “Got
    to Give It Up” the note is syncopated so that it sounds before
    the downbeat in the second, third, and fourth measures,
    whereas in “Blurred Lines” the note is played on the
    downbeat. Moreover, the note A is the root of the chord in
    each song (A7 in “Got to Give It Up,” A in “Blurred Lines”).
    As the expert for Williams and Thicke testified without
    contradiction, it is commonplace for the root of a chord to
    appear in a bass line because it establishes the chord.
    3. Word Painting, Parlando, and Lyrics
    Word painting and parlando are common devices. 11 As
    Finnell acknowledged, word painting has “been used for
    many centuries,” and parlando has been employed for “many
    years before . . . rap was used as an art form.” The deposit
    copy’s use of these techniques in the abstract is not
    protectable expression, and there is no evidence that the
    specific applications of these techniques in the two pieces
    are similar. To say these two songs are substantially similar
    11
    Word painting is a compositional technique in which the music
    can be used to illustrate the words in the lyrics, such as setting the word
    “higher” to an ascending melody. Parlando is spoken word or rap in the
    middle of a song.
    WILLIAMS V. GAYE                       79
    because they employ devices common to songwriting would
    be like saying two songs are substantially similar because
    they both have guitar solos in the middle even though the
    solos themselves bear no resemblance. Similarly, lyrical
    themes about liberation and sexual activity are not
    protectable in the abstract. See Edwards v. Raymond, 22 F.
    Supp. 3d 293, 301 (S.D.N.Y. 2014) (citing 
    Feist, 499 U.S. at 344
    –45); see also 
    Peters, 692 F.3d at 636
    .
    C. Overall Lack of Similarity
    Even considering all of these individually unprotectable
    elements together, see 
    Metcalf, 294 F.3d at 1074
    , there is no
    evidentiary basis to conclude that the two works are
    substantially similar. See Guzman v. Hacienda Records &
    Recording Studio, Inc., 
    808 F.3d 1031
    , 1040 (5th Cir. 2015)
    (finding no similarity where “the alleged compositional
    similarities running between the songs in their entirety, i.e.,
    their melodies, rhythmic patterns, lyrical themes, and
    instrumental accompaniment, were either common to the . . .
    genre or common in other songs”).
    The two pieces have different structures. Finell
    acknowledged that “Got to Give It Up” lacks a chorus
    whereas “Blurred Lines” has a “pretty common structure for
    a popular song” in that it consists of a verse, pre-chorus, and
    chorus. The two songs’ harmonies share no chords.
    The discrete elements identified by Finell don’t occur at
    the same time within the musical theme or phrase in each
    piece. And with the exception of parlando, the various
    themes and phrases she identified don’t occur in
    corresponding places in each piece.          Thus, whether
    considered micro- or macroscopically, “Got to Give It Up”
    and “Blurred Lines” are objectively dissimilar. Williams
    and Thicke are entitled to judgment as a matter of law.
    80                       WILLIAMS V. GAYE
    IV.
    The majority insists that the verdict is supported by the
    evidence but tellingly refuses to explain what that evidence
    is. Instead, it defends its decision by arguing that a contrary
    result is impossible due to Williams and Thicke’s purported
    procedural missteps. Maj. Op. at 47–56. While the
    procedural mechanism for granting relief is beside the point
    given the majority’s holding, there’s no such obstacle here.
    I agree that we normally are not at liberty to review the
    district court’s denial of summary judgment after a full trial
    on the merits. See Ortiz v. Jordan, 
    562 U.S. 180
    (2011).
    This rule makes eminent sense. Once a trial has concluded,
    any issues relating to the merits of the parties’ dispute
    “should be determined by the trial record, not the pleadings
    nor the summary judgment record.” 
    Id. at 184
    (quoting
    15 Alan Charles Wright et al., Federal Practice &
    Procedure § 3914.10 (2d ed. 1992 & Supp. 2010)).
    However, there is little difference between reviewing a
    summary judgment ruling and a jury verdict other than the
    source of the factual record, see Anderson v. Liberty Lobby,
    Inc., 
    477 U.S. 242
    , 251–52 (1986), and here there are no
    material factual disputes. A completed trial does not prevent
    us from reviewing the denial of summary judgment “where
    the district court made an error of law that, if not made,
    would have required the district court to grant the motion.”
    Escriba v. Foster Poultry Farms, Inc., 
    743 F.3d 1236
    , 1243
    (9th Cir. 2014). 12
    12
    The majority surprisingly questions whether Escriba “survives”
    Ortiz. Maj. Op. at 22–23. Since Ortiz expressly declined to decide
    whether there is an exception to the general rule for “‘purely legal’ issues
    capable of resolution ‘with reference only to undisputed facts,’” 562 U.S.
    WILLIAMS V. GAYE                              81
    The majority conveniently ducks any review of the
    evidence by mischaracterizing the facts as “hotly disputed,”
    Maj. Op. at 48, and accusing me of “act[ing] as judge, jury,
    and executioner,” 
    id. at 47,
    by “weigh[ing] the experts’
    credibility, resolv[ing] factual conflicts, and set[ting] forth
    [my] own findings on the extrinsic test,” 
    id. at 53.
    But my
    “musicological exegesis,” 
    id. at 48,
    concerns evidence of
    extrinsic similarity that Finell presented at trial. No one
    disputes that the two works share certain melodic snippets
    and other compositional elements that Finell identified. The
    only dispute regarding these similarities is their legal
    import—are the elements protectable, and are the similarities
    substantial enough to support liability for infringement? See
    
    Mattel, 616 F.3d at 914
    (“We review de novo the district
    court’s determination as to the scope of copyright
    protection.” (citing 
    Ets-Hokin, 225 F.3d at 1073
    )); 
    Benay, 607 F.3d at 624
    (“Substantial similarity is a fact-specific
    at 189, it didn’t undermine our case law. Regardless, the majority isn’t
    free to revisit circuit precedent absent intervening higher authority that
    is “clearly irreconcilable” with it. Miller v. Gammie, 
    335 F.3d 889
    , 899–
    900 (9th Cir. 2003) (en banc). Even if the majority were correct that this
    is a factual matter and Williams and Thicke’s lack of a Rule 50(a) motion
    forfeited their right to challenge the evidentiary sufficiency—
    notwithstanding the district court’s statement that it would not grant Rule
    50(a) motions “by either side,” but see Tortu v. Las Vegas Metro. Police
    Dep’t, 
    556 F.3d 1075
    , 1083 (9th Cir. 2009) (leaving open possibility that
    Rule 50(b) motion is not forfeited where district court instructs parties
    not to file Rule 50(a) motion); Thompson & Wallace of Memphis, Inc. v.
    Falconwood Corp., 
    100 F.3d 429
    , 435 (5th Cir. 1996) (citing district
    court’s instruction “not to make the rule 50(a) motion” as “legitimate
    excuse” for not making one)—we can still review the sufficiency of the
    evidence for plain error. See Nitco Holding Corp. v. Boujikian, 
    491 F.3d 1086
    , 1089 (9th Cir. 2007) (citing Patel v. Penman, 
    103 F.3d 868
    , 878
    (9th Cir. 1996)) (contrasting Rule 50(b) motion as “absolute
    prerequisite” for appellate relief). A decision permitting entire genres of
    music to be held hostage to infringement suits is a “manifest miscarriage
    of justice,” 
    Patel, 103 F.3d at 878
    , warranting relief.
    82                   WILLIAMS V. GAYE
    inquiry, but it ‘“may often be decided as a matter of law.”’”
    (quoting Funky Films, Inc. v. Time Warner Entm’t Co., 
    462 F.3d 1072
    , 1076 (9th Cir. 2006))).
    By characterizing these questions as a factual dispute
    among experts, the majority lays bare its misconception
    about the purpose of expert testimony in music infringement
    cases. As with any expert witness, a musicologist can’t
    opine on legal conclusions, including the ultimate question
    here—substantial similarity. See Nationwide Transp. Fin. v.
    Cass Info. Sys., Inc., 
    523 F.3d 1051
    , 1058 (9th Cir. 2008);
    Michael Der Manuelian, Note, The Role of the Expert
    Witness in Music Copyright Infringement Cases, 57
    Fordham L. Rev. 127, 138 (1988) (“[E]xpert analysis is not
    relevant to the determination of substantial similarity of
    expression of ideas.”); see also 
    Swirsky, 376 F.3d at 851
    (“[A] musicologist is not an expert on what the term ‘idea’
    means under the copyright laws.”). Her role is to identify
    similarities between the two works, describe their nature,
    and explain whether they are “quantitatively or qualitatively
    significant in relation to the composition as a whole,”
    Newton 
    II, 388 F.3d at 1196
    . The value of such testimony is
    to assist jurors who are unfamiliar with musical notation in
    comparing two pieces of sheet music for extrinsic similarity
    in the same way that they would compare two textual works.
    This result would never stand in copyright cases
    involving works in other media. We “frequently” conclude
    as a matter of law that two works of language or visual art
    fail the extrinsic test for substantial similarity. 
    Benay, 607 F.3d at 624
    (quoting Funky 
    Films, 462 F.3d at 1077
    ); see,
    e.g., Briggs v. Sony Pictures Entm’t, Inc., No. 14-17175,
    __ F. App’x __, 
    2018 WL 1099694
    , at *1 (9th Cir. Mar. 1,
    2018) (screenplays); Rentmeester v. Nike, Inc., No. 15-
    35509, __ F.3d __, 
    2018 WL 1055846
    (9th Cir. Feb. 27,
    WILLIAMS V. GAYE                            83
    2018) (photograph); Silas v. Home Box Office, Inc., No. 16-
    56215, __ F. App’x __, 
    2018 WL 1018332
    (9th Cir. Feb. 22,
    2018) (television show); Folkens v. Wyland Worldwide,
    LLC, 
    882 F.3d 768
    (9th Cir. 2018) (drawing); Mintz v.
    Subaru of Am., Inc., No. 16-16840, __ F. App’x __, 
    2017 WL 6331141
    (9th Cir. Dec. 12, 2017) (advertising image and
    phrase); Edwards v. Cinelou Films, 696 F. App’x 270 (9th
    Cir. 2017) (film); Heusey v. Emmerich, 692 F. App’x 928
    (9th Cir. 2017) (screenplay and film); Braddock v. Jolie, 691
    F. App’x 318 (9th Cir. 2017) (novel and film); Basile v.
    Twentieth Century Fox Film Corp., 678 F. App’x 576 (9th
    Cir. 2017) (stories and film); Antonick v. Elec. Arts, Inc., 
    841 F.3d 1062
    (9th Cir. 2016) (video game), cert. denied, 138 S.
    Ct. 422 (2017); see also 
    Mattel, 616 F.3d at 917
    –18
    (vacating jury determination of substantial similarity
    between dolls). 13 This case should be no different.
    V.
    The Gayes, no doubt, are pleased by this outcome. They
    shouldn’t be. They own copyrights in many musical works,
    each of which (including “Got to Give It Up”) now
    potentially infringes the copyright of any famous song that
    preceded it. 14
    13
    In faulting my citation of unpublished cases, see Maj. Op. at 50–
    51, the majority misses the point. That we choose not to publish many
    of our numerous cases deciding substantial similarity as a matter of law
    shows only how uncontroversial these decisions are when they concern
    non-musical works.
    14
    “Happy Birthday to You” was still copyright protected when
    Marvin Gaye wrote Theme X. See 
    Eldred, 537 U.S. at 262
    (2003)
    (Breyer, J., dissenting).
    84                      WILLIAMS V. GAYE
    That is the consequence of the majority’s uncritical
    deference to music experts.
    Admittedly, it can be very challenging for judges
    untrained in music to parse two pieces of sheet music for
    extrinsic similarity. But however difficult this exercise, we
    cannot simply defer to the conclusions of experts about the
    ultimate finding of substantial similarity. 15 While experts
    are invaluable in identifying and explaining elements that
    appear in both works, judges must still decide whether, as a
    matter of law, these elements collectively support a finding
    of substantial similarity. Here, they don’t, and the verdict
    should be vacated.
    I respectfully dissent.
    15
    Federal Rule of Evidence 706, which allows courts to appoint
    their own experts, may be useful in situations where the court has little
    musical expertise and the parties’ experts deliver starkly different
    assessments of two works’ similarity.
    

Document Info

Docket Number: 15-56880

Citation Numbers: 885 F.3d 1150

Filed Date: 3/21/2018

Precedential Status: Precedential

Modified Date: 3/21/2018

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