United States v. Requena ( 2020 )


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  • 18-1906 (L)
    United States v. Requena
    UNITED STATES COURT OF APPEALS
    FOR THE SECOND CIRCUIT
    August Term 2019
    (Argued: October 22, 2019                 Decided: November 4, 2020)
    Nos. 18-1906-cr, 18-1923-cr
    ––––––––––––––––––––––––––––––––––––
    UNITED STATES OF AMERICA
    Appellee
    -v.-
    BRIAN REQUENA, ANDREW RAYMOND, 1
    Defendants-Appellants
    ––––––––––––––––––––––––––––––––––––
    Before:          LIVINGSTON, Chief Judge, KEARSE and WALKER, Circuit Judges.
    A jury in the Northern District of New York convicted Brian Requena and
    Andrew Raymond, who together ran a synthetic marijuana production and
    distribution operation, on one count of conspiracy to possess with intent to
    distribute and to distribute a controlled substance analogue. Because the synthetic
    marijuana they sold did not contain any chemicals listed on the federal controlled
    substance schedules, the jury convicted Requena and Raymond pursuant to the
    1   The Clerk of Court is respectfully instructed to amend the caption as set forth
    above.
    1
    Controlled Substance Analogue Enforcement Act, which provides that substances
    with chemical and pharmacological properties “substantially similar” to those of
    substances listed on schedule I or II are treated for the purposes of federal law as
    controlled substances. Requena and Raymond challenge their convictions and the
    sentences imposed by the district court (Mordue, J.), arguing that (1) the Analogue
    Act’s “substantial similarity” requirement is unconstitutionally vague on its face;
    (2) the trial evidence was insufficient to prove their knowledge that they were
    dealing in a “controlled substance”; (3) the district court erroneously permitted the
    government’s experts to opine that the six synthetic cannabinoids at issue had
    features “substantially similar” to those of a scheduled substance; (4) the district
    court erroneously permitted the jury to convict Defendants without unanimous
    agreement on which of the six synthetic cannabinoids at issue qualified as a
    controlled substance analogue; and (5) the district court erroneously sentenced
    them based on the total quantity of controlled substance analogues involved in the
    conspiracy without determining which of the substances involved actually
    qualified as a controlled substance analogue. We conclude that each of their claims
    is meritless. Accordingly, the judgment of the district court is AFFIRMED.
    FOR APPELLEE:                          STEVEN D. CLYMER, Assistant United States
    Attorney (Carla B. Freedman, Michael F.
    Perry, Assistant United States Attorneys, on
    the brief), for Grant C. Jaquith, United States
    Attorney for the Northern District of New
    York, Syracuse, NY, for the United States of
    America.
    FOR DEFENDANTS-APPELLANTS:             JAMES E. FELMAN (Brandon K. Breslow, on
    the brief), Kynes Markman & Felman, PA,
    Tampa, FL, for Brian Requena and Andrew
    Raymond.
    DEBRA ANN LIVINGSTON, Chief Judge:
    Defendants-Appellants Brian Requena and Andrew Raymond (together,
    “Defendants”) appeal from June 22, 2018 judgments of conviction and sentence in
    2
    the United States District Court for the Northern District of New York (Mordue,
    J.), entered after a jury convicted Defendants of conspiracy to possess with intent
    to distribute and to distribute a controlled substance analogue in violation of 21
    U.S.C. §§ 846, 841(a)(1), and 841(b)(1)(C); and of conspiracy to commit money
    laundering pursuant to 18 U.S.C. § 1956(a)(1)(A)(i), (a)(2)(A), and (h). Defendants’
    convictions arose from their management of a business directed at the production
    and sale of synthetic marijuana, which Defendants and their employees
    manufactured using at least six distinct synthetic cannabinoids.
    At the time Defendants conspired to distribute them, these synthetic
    cannabinoids were not listed on the federal controlled substance schedules.
    Instead, the government charged that these substances were “controlled substance
    analogues” under the Controlled Substance Analogue Enforcement Act of 1986
    (“Analogue Act”). The Analogue Act identifies a controlled substance analogue as
    a substance with chemical and pharmacological properties “substantially similar”
    to those of a substance listed on schedule I or II, 21 U.S.C. § 802(32), and directs, in
    part, that these substances—if “intended for human consumption”—“be treated[]
    for the purposes of any Federal law as a controlled substance in schedule I,”
    id. § 3 813(a).
    2 In turn, 21 U.S.C. § 841(a)(1) and (b)(1)(C) prohibit the distribution of
    schedule I controlled substances and subject violators to up to twenty years
    imprisonment.
    Defendants’ appeal challenges, in several respects, the determination that
    the Analogue Act subjects them to conviction and sentence for a violation of the
    federal drug laws. Principally, they argue (1) that the Analogue Act’s “substantial
    similarity” requirement is unconstitutionally vague on its face; (2) that the trial
    evidence was insufficient to prove Defendants’ knowledge that they were dealing
    in a “controlled substance”; (3) that the district court erroneously permitted the
    government’s experts to opine that the six synthetic cannabinoids at issue had
    features “substantially similar” to those of a scheduled substance; and (4) that the
    district court erroneously permitted the jury to convict Defendants without
    unanimous agreement on which of the six synthetic cannabinoids at issue
    2     Specifically, 21 U.S.C. § 802(32) provides that, in relevant part, a “controlled
    substance analogue” is a substance “(i) the chemical structure of which is substantially
    similar to the chemical structure of a controlled substance in schedule I or II; [and] (ii)
    which has a stimulant, depressant, or hallucinogenic effect on the central nervous system
    that is substantially similar to or greater than [that] of a controlled substance in schedule
    I or II . . . .” See, e.g., United States v. Demott, 
    906 F.3d 231
    , 236 n.2 (2d Cir. 2018) (assuming
    without deciding that these requirements are conjunctive). Section 813(a), in turn,
    provides that “[a] controlled substance analogue shall, to the extent intended for human
    consumption, be treated, for the purposes of any federal law as a controlled substance.”
    21 U.S.C. § 813(a).
    4
    qualified as a controlled substance analogue. Alternatively, they urge us to
    remand for resentencing because the district court calculated their base offense
    levels—based in part on the total quantity of controlled substances involved in the
    conspiracy—without expressly determining which of the six synthetic
    cannabinoids qualified as controlled substance analogues.
    We reject each of Defendants’ arguments and AFFIRM the judgment of the
    district court.
    BACKGROUND
    I.    Factual Background 3
    A.
    Sometime in early 2013, Defendant-Appellant Andrew Raymond called
    Roger Upchurch with a business proposition. In 2011 and 2012, Raymond had
    worked for a company called Airtime Distribution selling, among other things, a
    selection of synthetic marijuana that he marketed as “herbal incense.” He reached
    out   to   Upchurch—who       owned     an    Arizona-based    synthetic   marijuana
    manufacturing and distribution company called Driftwood Enterprises—in an
    3 The factual background presented here is derived primarily from testimony and
    exhibits presented by the government at trial.
    5
    effort to “get back into the business.” Trial Tr. 348. As it turned out, Upchurch was
    nearing retirement and very receptive to Raymond’s offer to join forces.
    After a few weeks of discussions, Raymond and Upchurch formed a
    company called Real Feel Products and moved all of Upchurch’s synthetic
    marijuana production operations from Phoenix to a warehouse in Los Angeles,
    where Raymond lived. Upchurch, who lived in Indianapolis and visited Real
    Feel’s California warehouse only infrequently, soon ceded nearly all operational
    control of the new venture to Raymond, along with an equal 50% stake in the
    company. Real Feel proved quite lucrative for both Raymond and Upchurch,
    netting each partner profits of up to $20,000 a week in 2013 and early 2014.
    Between 90 and 95% of these profits came from the sale of synthetic marijuana.
    As Upchurch’s involvement in Real Feel waned during the late summer and
    early fall of 2013, Raymond hired Defendant-Appellant Brian Requena to be the
    company’s general manager. In that role, Requena served as Raymond’s “right-
    hand man,” Trial Tr. 967, supervising Real Feel’s sales team and aiding in the
    company’s overall administration. Shortly after Upchurch left Real Feel entirely in
    February 2014, Raymond made Requena an equal partner. From that point until
    at least December of 2014, each man drew weekly profits of between $50,000 and
    6
    $100,000. As before, around 90% of these profits came from the sale of synthetic
    marijuana.
    B.
    From its establishment in 2013 to the time of Defendants’ arrests in 2015,
    Real Feel’s core operations remained relatively consistent. The company
    obtained—first through Upchurch and then through Raymond—multi-kilogram
    quantities of raw synthetic cannabinoids in powder form from chemical suppliers
    based in China. A division of Real Feel’s approximately 25 employees dissolved
    the raw chemicals in acetone and treated leafy plant matter with the resulting
    solution. Once the leaves were dry, employees added flavoring and placed the
    finished product—which they called “herbal incense” or “potpourri”—into small
    bags for sale. Despite this nomenclature, and the fact that each bag bore the label
    “not for human consumption,” Trial Tr. 765, Defendants admit that everyone
    involved “knew the product was sold with the intention that the consumer would
    ingest it for the purpose of getting high,” Appellants’ Br. 4.
    Employees shipped the finished and bagged product to customers from
    various UPS shipping locations surrounding Real Feel’s warehouse. Defendants
    sold the bulk of Real Feel’s synthetic marijuana to wholesalers, including
    7
    Raymond’s former employer Airtime Distribution and another distribution
    company called Eagle Eye Products. Sales to these wholesalers were significant:
    Between April 2013 and February 2014, revenues just from Eagle Eye and another
    distributor with overlapping ownership ran to nearly $2 million. Real Feel’s sales
    team also sold synthetic marijuana directly to smoke shops throughout the United
    States.
    It was not always easy for Real Feel to obtain the raw synthetic cannabinoids
    that formed the heart of its manufacturing enterprise. From time to time, a
    shipment of raw chemical would be seized at customs. And periodically,
    Defendants learned that the United States Drug Enforcement Administration
    (“DEA”) had decided to list the active chemical in their synthetic marijuana on the
    federal controlled substance schedules. When this happened, Defendants sold all
    remaining product incorporating that chemical at a discount and arranged for Real
    Feel’s suppliers to ship an alternative chemical intended to produce the same high.
    As a result, over the course of Real Feel’s existence, Defendants’ synthetic
    marijuana incorporated a number of different synthetic cannabinoids.
    C.
    Unbeknownst to Defendants, Real Feel was under investigation from nearly
    8
    the time of its establishment. In early 2013, the New York State Police discovered
    synthetic marijuana during a search of a smoke shop in DeWitt, New York. The
    DEA adopted the investigation and traced the contraband to Eagle Eye. Further
    inquiry revealed that Eagle Eye, in turn, bought its synthetic marijuana from Real
    Feel. A few months after the seizure in DeWitt, DEA agents linked both Eagle Eye
    and Real Feel to synthetic marijuana found in another smoke shop in Auburn,
    New York. Around the same time, DEA agents in Los Angeles recovered artificial
    cannabinoid residue from trash bags that Defendants’ employees had discarded
    in a dumpster outside Real Feel’s warehouse. The same agents also observed
    Raymond and other Real Feel personnel delivering boxes to Eagle Eye’s offices in
    California.
    On February 12, 2014, federal agents executed search warrants on multiple
    locations including Real Feel’s warehouses in Los Angeles. 4 Their searches
    recovered, inter alia, several varieties of raw synthetic cannabinoids, a substantial
    quantity of finished synthetic marijuana, and sales records. The records connected
    Real Feel to numerous sales of synthetic marijuana to various smoke shops in the
    By this point, Real Feel had expanded its operations to two warehouses with a
    4
    common parking lot.
    9
    Northern District of New York, where Defendants were ultimately tried.
    Following the searches on February 12, 2014, Upchurch terminated his
    involvement with Real Feel, began cooperating with the DEA’s investigation, and
    ultimately pleaded guilty in the Southern District of Indiana to charges mirroring
    those brought against Defendants in the Northern District of New York.
    After the February seizures, Raymond suspended Real Feel’s operations,
    but did not dissolve the company. Instead, about two months later, Defendants
    revived Real Feel and resumed production of synthetic marijuana in a larger
    warehouse in a different part of Los Angeles. Requena, who became Raymond’s
    partner shortly after reopening, opened several new bank accounts and postal
    boxes on Real Feel’s behalf, often identifying Real Feel as a clothing business. Real
    Feel’s operations, however, remained sharply focused on synthetic marijuana and,
    as noted above, continued to net its owners substantial profits.
    On April 14, 2015—after further investigation that included the seizure of
    more than 50 kilograms of synthetic cannabinoids shipped to Requena from Real
    Feel’s suppliers in China—federal agents executed a warrant to search Real Feel’s
    new warehouse. There, agents recovered dozens of bins of synthetic marijuana
    and multiple kilograms of raw synthetic cannabinoids. In all, seizures of Real
    10
    Feel’s product from its warehouses and its customers’ shops connected
    Defendants to at least six synthetic cannabinoid compounds. On the same day,
    both Defendants were arrested and taken into federal custody.
    II.   Procedural History
    On March 24, 2016, a federal grand jury in the Northern District of New
    York returned the operative indictment, which charged both Raymond and
    Requena with one count of conspiring to distribute and possess with intent to
    distribute one or more controlled substance analogues in violation of 21 U.S.C.
    § 841(a)(1)—rendering them subject to sentencing under § 841(b)(1)(C)—and one
    count of conspiracy to commit promotional and international money laundering
    in violation of 18 U.S.C. § 1956(a)(1)(A)(i), (a)(2)(A), and (h). The indictment
    specifically alleged that Defendants’ offense involved the following six substances,
    each of which it alleged was a controlled substance analogue: XLR11, PB-22, 5F-
    PB-22, AB-PINACA, 5F-AB-PINACA, and APP-CHMINACA.
    A jury trial commenced in the United States District Court for the Northern
    District of New York (Mordue, J.) on July 12, 2017 and concluded on July 26, 2017.
    Numerous witnesses—including Upchurch, former Real Feel employees, former
    Real Feel customers, and DEA agents involved in the investigation—testified
    11
    regarding Real Feel’s operations and Defendants’ roles in them. The government
    also offered the expert testimony of DEA chemist Michael Van Linn and DEA
    pharmacologist Jordan Trecki, who opined that the six chemicals alleged in the
    indictment were substantially similar in chemical structure and pharmacological
    effect to various substances listed on the federal controlled substance schedules.
    The jury retired to deliberate on July 25, 2017. Prior to its deliberations, the
    district court instructed the jury, inter alia, that in order to convict Defendants of
    conspiracy to distribute or possess with intent to distribute a controlled substance,
    it must “unanimously agree that the government has proven that at least one of
    the substances identified in Count [One] of the indictment qualifies as a controlled
    substance analogue” but that it “need not . . . unanimously agree on which of the
    substance or substances qualify.” A. 291–92. Neither party objected to this or any
    other part of the instructions.
    On July 26, 2017, the jury returned guilty verdicts as to both defendants on
    both counts charged in the indictment. On June 20, 2018, the district court
    sentenced Raymond to consecutive terms of 180 months’ imprisonment on Count
    One and 120 months’ imprisonment on Count Two, followed by a three-year term
    of supervised release. On the same day, it sentenced Requena to consecutive terms
    12
    of 180 months’ imprisonment on Count One and 60 months’ imprisonment on
    Count Two, followed by a three-year term of supervised release. Both sentences
    were substantially below the range indicated by the United States Sentencing
    Guidelines, which the district court calculated based in part on the total weight of
    controlled substance analogues federal agents seized from Defendants’
    warehouses. Two days later, the district court entered its judgments of conviction
    and sentence as to both Raymond and Requena. Both Defendants timely appealed.
    DISCUSSION
    I.    Defendants’ Vagueness Challenge
    Defendants first argue that we must vacate their convictions because the
    Analogue Act is unconstitutionally vague on its face. They claim that since no
    objective standard governs a juror’s determination of whether a substance has a
    chemical structure and pharmacological effects that are “substantially similar” to
    those of a scheduled substance, the Act’s definition of a “controlled substance
    analogue” invites impermissibly arbitrary enforcement and provides potential
    defendants with no warning about what conduct is prohibited. Defendants argue
    that the Analogue Act is inherently vague as applied against any potential
    defendant—necessarily including themselves—but make no separate, more
    13
    specific argument that the Act is unconstitutionally vague as applied to the facts
    of this case.
    A “statute is unconstitutionally vague if it fails to define the unlawful
    conduct with ‘sufficient definiteness that ordinary people can understand what
    conduct is prohibited,’ or if its vagueness makes the law unacceptably vulnerable
    to ‘arbitrary enforcement.’” United States v. Demott, 
    906 F.3d 231
    , 237 (2d Cir. 2018)
    (quoting Kolender v. Lawson, 
    461 U.S. 352
    , 357–58 (1983)). Vagueness challenges
    typically concern a statute “as applied” to the challenger, who professes that the
    law in question “cannot constitutionally be applied to the challenger’s individual
    circumstances.” Copeland v. Vance, 
    893 F.3d 101
    , 110 (2d Cir. 2018). But a party may
    also challenge a statute as vague on its face, asserting that it is “so fatally indefinite
    that it cannot constitutionally be applied to anyone.”
    Id. In the ordinary
    case, a
    facial vagueness challenge carries a significant burden: “the challenger must
    establish that no set of circumstances exists under which the Act would be valid.”
    Id. (quoting United States
    v. Salerno, 
    481 U.S. 739
    , 745 (1987)).
    The Supreme Court has recognized three circumstances in which a statute
    that is not necessarily vague in all applications may nonetheless be void for
    vagueness on its face. In the most established of these, a challenger may raise a
    14
    facial challenge if the statute implicates rights protected by the First Amendment,
    even if the statute is not vague as applied to that challenger’s conduct. See, e.g.,
    Parker v. Levy, 
    417 U.S. 733
    , 759 (1974) (“First Amendment . . . attacks have been
    permitted ‘on overly broad statutes with no requirement that the person making
    the attack demonstrate that his own conduct could not be regulated by a statute
    drawn with the requisite narrow specificity.’” (quoting Dombrowski v. Pfister, 
    380 U.S. 479
    , 486 (1965))); cf. 
    Kolender, 461 U.S. at 358
    –59 n.8 (“[W]e permit a facial
    challenge if a law reaches ‘a substantial amount of constitutionally protected
    conduct.’” (quoting Village of Hoffman Estates v. Flipside, Hoffman Estates, Inc., 
    455 U.S. 489
    , 494 (1982))). A plurality of the Supreme Court has also suggested that “a
    criminal law lacking a mens rea requirement and burdening a constitutional right
    ‘is subject to facial attack’ ‘[w]hen vagueness permeates the text of such a law,’”
    even if that law does not impinge on rights guaranteed by the First Amendment
    specifically. N.Y. State Rifle & Pistol Ass’n v. Cuomo, 
    804 F.3d 242
    , 265 (2d Cir. 2015)
    (alteration in original) (quoting City of Chicago v. Morales, 
    527 U.S. 41
    , 55 (1999)
    (plurality opinion)). Finally, in a recent trilogy of cases beginning with Johnson v.
    United States, 
    576 U.S. 591
    (2015), the Supreme Court struck down three statutes
    that required courts to evaluate whether the “idealized ordinary case” of a
    15
    criminal offense constitutes a “violent felony,” 
    576 U.S. 602
    –04, or a “crime of
    violence,” Sessions v. Dimaya, 
    138 S. Ct. 1204
    (2018); United States v. Davis, 
    139 S. Ct. 2319
    (2019). Johnson held, and Dimaya reaffirmed, that such a statute may be void
    for vagueness even though “some conduct . . . clearly falls within the provision’s
    grasp.” 
    Johnson, 576 U.S. at 602
    ; 
    Dimaya, 138 S. Ct. at 1214
    n.3. Neither the Supreme
    Court nor our Court has definitively resolved whether facial vagueness challenges
    not based on the First Amendment may proceed against statutes that can
    constitutionally be applied to the challenger’s own conduct. 
    Copeland, 893 F.3d at 111
    ; see also 
    Farrell, 449 F.3d at 495
    n.12.
    Instead, we typically evaluate “[v]agueness challenges to statutes not
    threatening First Amendment interests . . . in light of the facts of the case at hand,”
    i.e., only “on an as-applied basis.” Maynard v. Cartwright, 
    486 U.S. 356
    , 361 (1988);
    accord United States v. Holcombe, 
    883 F.3d 12
    , 17 (2d Cir. 2018) (“Where . . . First
    Amendment rights are not implicated, we evaluate such a challenge . . . [without]
    regard to the facial validity of the criminal statute or regulation at issue.” (emphasis
    added)). And we have often declined to entertain facial challenges where the
    challenger asserts no infringement of First Amendment or other fundamental
    rights protected by the Constitution. See Dickerson v. Napolitano, 
    604 F.3d 732
    , 743–
    16
    45 (2d Cir. 2010). Despite this “baseline aversion to facial challenges,” we are
    permitted to consider them in appropriate cases, 5
    id. at 742,
    and we have done so
    in the past to facilitate a challenge’s definitive rejection, see United States v. Rybicki,
    
    354 F.3d 124
    , 131–32 & n.3, 144 (2d Cir. 2003) (en banc) (“While it is unclear . . .
    whether it is appropriate to decide the question of the asserted facial
    invalidity . . . , we think that a conclusion of facial invalidity would be inconsistent
    with the foregoing analysis.”); see also 
    Farrell, 449 F.3d at 495
    n.11 (acknowledging
    the Rybicki court’s decision to “assess[] the facial validity of the statute even though
    no First Amendment rights were implicated.”). But even where we have addressed
    the merits of a facial challenge outside the First Amendment context, we have
    recognized the Supreme Court’s instruction to at least “examine the complainant’s
    conduct before analyzing other hypothetical applications of the law.” 
    Rybicki, 354 F.3d at 130
    (quoting Village of Hoffman Estates v. Flipside, Hoffman Estates, Inc., 
    455 U.S. 489
    , 495 (1982)).
    5  Certain of our decisions’ unequivocal language notwithstanding, see 
    Holcombe, 883 F.3d at 17
    ; United States v. Nadi, 
    996 F.2d 548
    , 550 (2d Cir. 1993), we have declined to
    endorse wholesale the proposition that facial challenges are entirely foreclosed outside
    the First Amendment context. See N.Y. State Rifle & Pistol 
    Ass’n, 804 F.3d at 265
    ; 
    Dickerson, 604 F.3d at 733
    ; United States v. Rybicki, 
    354 F.3d 124
    , 131–32 & n.3, 144 (2d Cir. 2003) (en
    banc).
    17
    In this case, however, we need not examine either Defendants’ conduct or
    “other hypothetical applications of the law,”
    id., in order to
    reject their facial
    challenge—assuming arguendo that they are entitled to bring one at all. Despite
    Defendants’ contention that the Analogue Act is vague as applied to all possible
    prosecutions, precedent definitively establishes that they cannot “establish that no
    set of circumstances exists under which the Act would be valid.” 
    Salerno, 481 U.S. at 745
    . We have on several occasions upheld the Analogue Act’s definition of a
    “controlled substance analogue” against as-applied vagueness challenges.                 6
    
    Demott, 906 F.3d at 237
    –39; United States v. Ansaldi, 
    372 F.3d 118
    , 122–24 (2d Cir.
    2004), abrogated on other grounds by McFadden v. United States, 
    576 U.S. 186
    (2015);
    United States v. Roberts, 
    363 F.3d 118
    , 122–27 (2d Cir. 2004); see also United States v.
    Lawton, 759 F. App’x 66, 67 (2d Cir. 2019) (summary order). It is therefore
    impossible for Defendants to demonstrate the Analogue Act’s invalidity as
    applied to every conceivable defendant.
    Defendants attempt to skirt these precedents by arguing that the Supreme
    6  Other circuits to have considered this issue have likewise concluded that the
    “substantially similar” language in the Analogue Act is not unconstitutionally vague. See,
    e.g., United States v. Turcotte, 
    405 F.3d 515
    , 531–32 (7th Cir. 2005) (collecting cases),
    abrogated on other grounds by United States v. Novak, 
    841 F.3d 721
    , 729 (7th Cir. 2016).
    18
    Court’s recent decisions in Johnson, Dimaya, and Davis—each of which invalidated
    a criminal statute as facially vague notwithstanding the potential for conduct that
    “clearly falls within the provision’s grasp,” 
    Johnson, 576 U.S. at 602
    —are
    intervening authority that not only permit us to entertain a facial challenge outside
    of the First Amendment context, but actually require us to repudiate our prior cases
    sustaining the Analogue Act against as-applied vagueness challenges. See Lotes Co.
    v. Hon Hai Precision Indus. Co., 
    753 F.3d 395
    , 405 (2d Cir. 2014) (explaining that one
    panel of our Court may not usually overrule another unless “an intervening
    Supreme Court decision [has] cast[] doubt on our controlling precedent” (quoting
    In re Zarnel, 
    619 F.3d 156
    , 168 (2d Cir. 2010)). They claim that Johnson and its
    progeny establish a new framework for facial vagueness challenges under which
    (1) every application of the Analogue Act is unconstitutional and (2) in any case,
    the existence of some straightforward applications cannot save the statute from
    invalidation. We conclude that none of those decisions suggests that we may (or
    should) depart from our prior decisions upholding the Analogue Act.
    First, we decided Demott after the Supreme Court had already published
    Johnson and Dimaya. Indeed, our decision to reject the defendants’ as-applied
    vagueness challenge to the Analogue Act’s “substantial similarity” requirement
    19
    relied in part on those cases’ explication of vagueness doctrine. See 
    Demott, 906 F.3d at 237
    (“[A]s the Supreme Court has recently explained, . . . ‘non-numeric,’
    ‘qualitative standard[s]’ abound in our law, and are not so inherently problematic
    as to independently render a statute void for vagueness.” (quoting Dimaya, 138 S.
    Ct. at 1215)). Demott also affirmed the continuing vitality of our prior case law
    “uph[olding] the Analogue Act against vagueness challenges.”
    Id. In other words,
    Johnson and Dimaya are not intervening authority at all.
    Second, and more importantly, the “exceptional circumstances” that
    justified Johnson’s extraordinary facial invalidation are not present here. See
    
    Copeland, 893 F.3d at 111
    n.2. Demott, which concerned only an as-applied
    challenge to the Analogue Act’s “substantially similar” requirement, did not call
    on us to expressly distinguish that statutory provision from those that Johnson and
    its progeny invalidated as facially vague. That question is squarely before us now,
    and we conclude that the concern that motivated the Supreme Court’s rulings in
    Johnson, Dimaya, and Davis is inapplicable to the Analogue Act. Each of those
    decisions invalidated a statute that required courts to apply the “categorical
    approach”—that is, to estimate the degree of risk posed by the imagined
    “idealized ordinary case” of a criminal offense, abstracted from the defendant’s
    20
    actual conduct. 
    Johnson, 576 U.S. at 604
    . In each case, it was not the laws’
    employment of qualitative standards, but rather those standards’ application to a
    “judge-imagined abstraction,” that rendered them unconstitutionally vague.
    
    Johnson, 576 U.S. at 598
    ; see also 
    Dimaya, 138 S. Ct. at 1215
    –16.
    In Johnson, the Court explained that its holding does not call into “doubt the
    constitutionality of laws that call for the application of a qualitative standard such
    as ‘substantial risk’ to real-world 
    conduct.” 576 U.S. at 604
    (emphasis added). To the
    contrary, it recognized that “the law is full of instances where a man’s fate depends
    on his estimating rightly some matter of degree.”
    Id. (internal quotation marks
    and
    alteration omitted). It is only when such a qualitative standard “conspire[s]” with
    an ordinary-case requirement that the statute at issue “produces more
    unpredictability and arbitrariness than the Due Process Clause tolerates.”
    Id. The Analogue Act
    harbors no such conspiracy. We have recognized that
    determining whether a substance is “substantially similar” to another “inevitably
    involves a degree of uncertainty,” 
    Demott, 906 F.3d at 237
    (citing United States v.
    Makkar, 
    810 F.3d 1139
    , 1143 (10th Cir. 2015) (Gorsuch, J.)). But the factfinder in an
    Analogue Act prosecution applies its qualitative standard exclusively to a
    defendant’s real-world conduct. Neither the Supreme Court nor our Court has
    21
    ever extended the reasoning in Johnson and its progeny to invalidate a statute that
    does not require application of the categorical approach. Rather, this Court has
    expressly cabined the Johnson reasoning to statutes that do. See 
    Copeland, 893 F.3d at 111
    n.2 (suggesting that Johnson’s license to strike down a “criminal statute . . .
    as facially vague even where it has some valid applications” extends only to the
    “exceptional circumstances” present in that case and its progeny).
    In an effort to bring this case within Johnson’s narrow ambit, Defendants
    insist that the Analogue Act does “possess[] the same two features that warranted
    the Supreme Court’s intervention” in that case. Appellants’ Br. at 30. This is so,
    they argue, because the Analogue Act first imposes a qualitative “substantially
    similar” standard, and second requires a defendant to know in advance a “jury-
    imagined opinion of whether a substance is a controlled-substance analogue.”
    Id. at 32.
    But this putative second problem—despite Defendants’ artful attempt to
    mirror Johnson’s concern over a “judge-imagined abstraction”—is nothing more
    than a restatement of the first, and certainly not equivalent to the application of
    the categorical approach. That an Analogue Act defendant is subject to a jury’s
    understanding of substantial similarity is simply one more (constitutionally
    permissible) instance in which “a man’s fate depends on his estimating rightly
    22
    some matter of degree.” 
    Johnson, 576 U.S. at 604
    (internal quotation marks and
    alteration omitted); see also 
    Demott, 906 F.3d at 237
    (emphasizing that “non-
    numeric” and “qualitative” standards “are not so inherently problematic as to
    independently render a statute void for vagueness”). The key to the Act’s
    constitutionality under Johnson is that whoever applies its “substantial similarity”
    standard—whether a potential defendant weighing the legality of his conduct ex
    ante, or a juror doing so ex post—does so in connection with real-world conduct.
    The Analogue Act imposes nothing resembling an “ordinary case” requirement; it
    calls upon jurors to determine only whether the actual substance at issue is
    substantially similar in both structure and effect to an actual scheduled substance.
    In sum, Defendants’ contention that the Analogue Act “presents the same
    problems as the application of the categorical approach,” Appellants’ Br. at 31, is
    without merit. 7
    7  The two circuits to have considered facial vagueness challenges to the Analogue
    Act since Johnson have reached the same conclusion. United States v. Palmer, 
    917 F.3d 1035
    ,
    1038 (8th Cir. 2019) (rejecting a facial vagueness challenge based on Johnson in part
    “[b]ecause we do not apply the categorical approach under the Analogue Act.”); United
    States v. Larson, 747 F. App’x 927, 930 (4th Cir. 2018) (unpublished decision) (rejecting an
    unpreserved facial challenge to the Analogue Act on plain error review but declining to
    rule definitively on the Act’s constitutionality).
    23
    II.    Defendants’ Sufficiency Challenge
    Defendants next challenge the sufficiency of the government’s evidence to
    prove their knowledge that they possessed or distributed a controlled substance
    analogue. 8 We review challenges to the sufficiency of trial evidence de novo. United
    States v. Lyle, 
    919 F.3d 716
    , 737 (2d Cir. 2019). In so doing, we view the evidence in
    the light most favorable to the Government with all reasonable inferences resolved
    in the Government’s favor. United States v. Anderson, 
    747 F.3d 51
    , 60 (2d Cir. 2014).
    We must uphold the jury’s verdict “if any rational trier of fact could have found
    the essential elements of the crime had been proved beyond a reasonable doubt.”
    United States v. Valle, 
    807 F.3d 508
    , 515 (2d Cir. 2015) (emphasis added). We
    therefore “assum[e] that the jury resolved all questions of witness credibility . . .
    in favor of the prosecution,” United States v. Abu-Jihaad, 
    630 F.3d 102
    , 134 (2d Cir.
    2010), and “defer to the jury’s determination of the weight of the evidence and the
    credibility of the witnesses, and to the jury’s choice of the competing inferences
    that can be drawn from the evidence,” United States v. Best, 
    219 F.3d 192
    , 200 (2d
    Cir. 2000) (internal quotation marks omitted).
    8   Defendants do not challenge the sufficiency of the evidence to prove that the
    substances in question were controlled substance analogues, and their counsel conceded
    at oral argument that such an argument would lack merit.
    24
    In prosecutions involving controlled substance analogues, the government
    may satisfy 21 U.S.C. § 841(a)(1)’s knowledge requirement in either of two ways:
    First, it can present evidence that the defendant “knew that the substance with
    which he was dealing is some controlled substance—that is, one actually listed on
    the federal drug schedules or treated as such by operation of the Analogue Act—
    regardless of whether he knew the particular identity of the substance.” 
    McFadden, 576 U.S. at 194
    . Second, it can present evidence that the defendant knew that the
    substance has a chemical structure and pharmacological effects substantially
    similar to or greater than, those of a controlled substance in schedule I or II. 9
    Id. at 9
     McFadden explains these alternative methods of proving knowledge in several
    places. In one such articulation of the second route, McFadden states that knowledge “can
    be established by evidence that the defendant knew the specific analogue he was dealing
    with, even if he did not know its legal status as an 
    analogue.” 576 U.S. at 194
    . In isolation,
    this language could be read to suggest that a defendant who knows the identity of the
    analogue substance, but none of the features that make it an analogue, has the requisite
    knowledge for conviction. Indeed, a nonprecedential summary order of this Court,
    reviewing jury instructions for plain error, could without context be understood to
    endorse such a reading. See United States v. Smutek, 730 F. App’x 18, 22 (2d Cir. 2018) (“The
    district court correctly instructed the jury that the government was required to prove
    beyond a reasonable doubt that Smutek knew: (1) that Potion 9 contained a controlled
    substance analogue, even if he did not know the identity of the substance, or (2) that
    Potion 9 contained 1,4 butanediol, even if he did not know that 1,4 butanediol was a
    controlled substance analogue.”). But as the subsequent sentences of McFadden—as well
    as other passages of the decision—make clear, the government must either prove that the
    defendant knew that the substance at issue was controlled or that it had the chemical and
    pharmacological features that make it an 
    analogue. 576 U.S. at 194
    –95 (“The Analogue
    Act defines a controlled substance analogue by its features . . . . A defendant who
    possesses a substance with knowledge of those features knows all of the facts that make
    25
    189, 193–95. “Although the Government must prove that a defendant knew that
    the substance in question was ‘a controlled substance’ under federal law, the
    Government need not introduce direct evidence of such knowledge. As with
    prosecutions involving substances actually listed on the drug schedules, the
    Government may offer circumstantial evidence of that knowledge.”
    Id. at 195
    n.3.
    “Circumstantial evidence could include, for example, a defendant’s concealment
    of his activities, evasive behavior with respect to law enforcement, knowledge that
    a particular substance produces a ‘high’ similar to that produced by controlled
    substances, and knowledge that a particular substance is subject to seizure at
    customs.”
    Id. at 192
    n.1.
    The government presented ample direct and circumstantial evidence to
    prove that Defendants knowingly possessed and distributed controlled substance
    analogues. First, as Defendants admit on appeal, “[e]veryone material to the
    his conduct illegal . . . .”);
    id. at 196
    (“Knowledge [that a substance is controlled] can be
    established . . . either by knowledge that a substance is listed or treated as listed by
    operation of the Analogue Act or by knowledge of the physical characteristics that give
    rise to that treatment. (internal citation omitted));
    id. at 189
    (“The knowledge requirement
    is also met if the defendant knew the specific features of the substance that make it a
    controlled substance analogue.” (internal quotation marks omitted)); cf. also
    id. at 198
    (Roberts, C.J., concurring in part) (“[A] defendant needs to know more than the identity
    of the substance; he needs to know that the substance is controlled.” (emphasis in
    original)).
    26
    transaction . . . knew [Defendants’] product was sold with the intent that the
    consumer would ingest it for the purpose of getting high.” Appellants’ Br. at 4.
    Numerous witnesses testified that Defendants sought chemicals to produce a
    “buzz” or “high” similar to or stronger than the one induced by smoking
    marijuana, and that Defendants and their employees at times smoked their
    product themselves to test its potency. 10 But despite their admitted knowledge
    that their product was intended to be smoked, Defendants distributed it in
    packages labeled “not for human consumption,” tracking the precise language of
    the Analogue Act. See 21 U.S.C. § 813.
    This purposeful misdirection was far from the only evidence that
    Defendants knew their product was both similar to other controlled substances
    and controlled in its own right. One former employee testified that each time the
    active chemical in one of Defendants’ products was added to the federal drug
    schedules, Defendants would replace it with another that they expected to
    produce a similar high. The government also presented evidence that Defendants
    labeled their products with designs evoking the use of controlled substances,
    10 Employees testified that Real Feel at times produced products incorporating a
    greater quantity of raw chemical to mimic the effects of a greater quantity of THC, the
    primary psychoactive chemical in marijuana.
    27
    including, in Requena’s own words, “a Mule/Donkey that is smoked out” and a
    “[r]eference to AMC’s Breaking Bad”—a television show about the manufacture
    and distribution of methamphetamine. G.A. 294. Employee testimony suggested
    that this was no innocent coincidence—one worker recalled that Raymond openly
    informed Real Feel employees that “what we make . . . [is] more than
    questionable.” Trial Tr. at 1070.
    Evidence of the extreme precautions Defendants took to conceal the nature
    of their operations further suggests that Defendants knew their product
    incorporated controlled substance analogues. The government presented evidence
    that not only did Defendants label their product using the language of the
    Analogue Act, they also maintained a list of “words not to say!” including
    “smoke” and “analog,” G.A. 245, and they instructed their salespeople not to use
    language suggesting that customers should smoke or otherwise consume their
    products.
    Witnesses also testified that although Defendants initially had their
    chemical supplier ship the raw synthetic cannabinoids directly to the warehouse
    where it was incorporated into product for sale, they eventually had these
    chemicals shipped to post office boxes or employees’ homes—and in one case to
    28
    an employee’s sister’s place of business—instead. 11 See United States v. O’Brien,
    
    926 F.3d 57
    , 80–81 (2d Cir. 2019) (describing a defendant’s instructions to ship
    drugs to multiple associates’ addresses and post office boxes as probative of his
    knowledge that the drugs are controlled). Moreover, documents collected at
    Defendants’ warehouse suggest that invoices accompanying at least some of the
    raw chemical shipments misidentified the shipments’ contents and price. See
    id. at 81
    (“The intercepted packages . . . bore labels that misrepresented their contents as
    various uncontrolled substances, when in fact they contained [the controlled
    substances] that O’Brien had ordered.”). And once Real Feel had incorporated the
    raw chemicals into finished product, Raymond insisted that employees ship it to
    customers from multiple UPS Stores surrounding Real Feel’s base of operations
    because “he didn’t want UPS coming directly to” the warehouse. Trial Tr. 1063.
    Other evidence suggested that Defendants attempted to conceal their
    product entirely from public view. Photographic evidence and testimony
    indicated that at an annual trade show for smoke shops, Defendants intentionally
    did not display any of their principal product, exhibiting glassware instead.
    11Evidence showed that Requena obfuscated the purpose of Defendants’ business
    while completing the paperwork to open those post office boxes, a tactic he also
    employed when opening Real Feel’s bank accounts.
    29
    Former employees also testified that Raymond filmed a reality-television-style
    video to promote himself and Real Feel, but instructed workers to conceal raw
    synthetic cannabinoids and finished products from view—and instead to display
    glassware at the workstations where they typically incorporated raw synthetic
    cannabinoids into product for sale.
    Moreover, the government presented ample evidence that law enforcement
    activity put Defendants on notice that they were dealing in controlled substances.
    Defendants’ accountant testified that though Defendants knew customs
    frequently seized chemicals en route from their supplier in China, they made no
    effort to recover them and, in at least one case, filed a response voluntarily
    abandoning a shipment. See 
    McFadden, 576 U.S. at 192
    n.1. When the DEA raided
    Defendants’ warehouses in February 2014, agents seized all raw chemical and
    finished product on the premises and left a copy of the search warrant, which
    authorized the seizure of items related to a conspiracy to manufacture and
    distribute a controlled substance analogue as defined in 21 U.S.C. §§ 802(32) and
    813. Employees testified that though Defendants continued to operate the business
    following the raid, they never attempted to recover the (very valuable) seized
    material.
    30
    Finally, the government also presented direct evidence that Defendants
    knew the specific structure and pharmacological effects of the chemicals in the
    products they sold. Former Real Feel employees testified that Defendants, with the
    assistance of their employees, researched state and federal drug laws—including
    provisions on controlled substance analogues. Among research materials
    recovered from Defendants’ electronic files was a DEA publication detailing the
    chemical structure and pharmacological effects of two of the synthetic
    cannabinoids at issue in this case, noting that each “may be treated as a ‘controlled
    substance analogue’” pursuant to 21 U.S.C. § 813. G.A. 258.
    In light of the foregoing, we easily conclude that the jury had sufficient
    evidence to infer that Defendants knew they were dealing in a controlled
    substance.
    III.   Defendants’ Challenge Regarding Expert Testimony
    Defendants also argue that the district court should have excluded
    testimony by the government’s two expert witnesses, Dr. Michael Van Linn and
    Dr. Jordan Trecki, as to whether the synthetic cannabinoids at issue were
    “substantially similar” in structure and pharmacological effect to controlled
    substances. They argue that because there is no objective chemical or
    31
    pharmacological standard for substantial similarity, the district court should not
    have admitted expert testimony on that question under the principles articulated
    in Daubert v. Merrell Dow Pharmaceuticals, Inc., 
    509 U.S. 579
    , 592–94 (1993).
    We review a district court’s decision to admit expert testimony for abuse of
    discretion. United States v. Williams, 
    506 F.3d 151
    , 159–60 (2d Cir. 2007). Our review
    is “highly deferential,” and we will sustain the district court’s decision unless it is
    “manifestly erroneous.” Restivo v. Hessemann, 
    846 F.3d 547
    , 575 (2d Cir. 2017)
    (quoting Lore v. City of Syracuse, 
    670 F.3d 127
    , 155 (2d Cir. 2012)). Pursuant to
    Federal Rule of Evidence 702, a district court exercises a gatekeeping function to
    ensure that a testifying expert’s “scientific, technical, or other specialized
    knowledge will help the trier of fact to understand the evidence or to determine a
    fact in issue,” that the testimony is “based on sufficient facts or data,” and that
    such testimony is “the product of reliable principles and methods . . . reliably
    applied . . . to the facts of the case.” Fed. R. Evid. 702. Defendants’ challenge focuses
    on the last of these: they contend that Dr. Van Linn’s and Dr. Trecki’s opinions of
    whether one substance is “substantially similar” to another are “not subject to
    verification through any means,” and lack “any known error rate, possible means
    of replicating or testing the correctness of the opinions, testing conditions, or
    32
    evidence of peer review,” and so should have been excluded. Appellants’ Br. 47.
    In assessing the reliability of an expert’s methodology, the district court may
    consider, among other factors, “(1) whether a theory or technique has been or can
    be tested; (2) ‘whether the theory or technique has been subjected to peer review
    and publication;’ (3) the technique’s ‘known or potential rate of error’ and ‘the
    existence and maintenance of standards controlling the technique's operation;’
    and (4) whether a particular technique or theory has gained general acceptance in
    the relevant scientific community.” 
    Williams, 506 F.3d at 160
    (quoting 
    Daubert, 509 U.S. at 593
    –94 (1993)). But these factors are by no means a “definitive checklist or
    test.” Kumho Tire Co. v. Carmichael, 
    526 U.S. 137
    , 150 (1999). Rather, “the
    gatekeeping inquiry must be tied to the facts of a particular case,” and we defer
    “as much to the trial court’s decisions about how to determine reliability as to its
    ultimate conclusion.”
    Id. at 150, 152
    (internal quotation marks omitted); see also
    United States v. Romano, 
    794 F.3d 317
    , 331 (2d Cir. 2015) (“Whether Daubert’s
    specific factors are . . . reasonable measures of reliability in a particular case is a
    matter that the law grants the trial judge broad latitude to determine.” (internal
    quotation marks and alterations omitted)).
    We conclude that the district court did not abuse its discretion in permitting
    33
    the government’s experts to opine that the synthetic cannabinoids at issue are
    substantially similar in structure and pharmacological effect to scheduled
    substances. Although substantial similarity is not itself a scientific standard, the
    district court had ample basis to conclude that the experts’ opinions were
    nonetheless “the product of reliable principles and methods . . . applied . . . to the
    facts of the case.” Fed. R. Evid. 702(c) (emphasis added). In explaining his
    conclusion that the substances at issue had a substantially similar chemical
    structure to scheduled substances, Dr. Van Linn described how chemists depict
    the makeup and structure of organic molecules using two-dimensional diagrams.
    He proceeded to use such diagrams to compare the structures of each of the
    synthetic cannabinoids at issue with their alleged scheduled analogues. Likewise,
    Dr. Trecki explained various ways pharmacologists assess a substance’s effect on
    the central nervous system—including visual examination, in vitro binding assays,
    in vitro functional assays, animal trials, and case reports—and referred to these
    methods to compare the hypothesized or observed pharmacological effects of each
    of the synthetic cannabinoids at issue with those of allegedly similar scheduled
    substances.
    Admitting that the above methodologies are reliable, Defendants concede
    34
    that it was appropriate to permit the experts to describe their analytical methods,
    as well as the specific ways in which the substances at issue are similar to and
    different from scheduled substances. They challenge only the experts’ application
    of these methods to draw a conclusion on the ultimate question of substantial
    similarity. 12 But even this limited challenge must fail.
    Defendants are correct that the actual determination of substantial similarity
    is not a scientific one. 13 But as they rightly concede, the government’s experts’
    “opinions . . . regarding the substantial similarity of [the] substances” in this case
    12 Of course, expert testimony is not objectionable “merely because it ‘embraces
    an ultimate issue’ to be decided by the factfinder.” 
    Lore, 670 F.3d at 155
    (quoting Fed. R.
    Evid. 704(a)). Indeed, such testimony is sometimes critical in helping a jury understand
    highly technical evidence. In analogue prosecutions, for instance, many jurors might find
    the sort of chemical and pharmacological evidence necessary to prove that a substance is
    a controlled substance analogue all but inscrutable, absent expert guidance of this sort.
    13  We note parenthetically that a district court could well abuse its discretion by
    permitting an expert to affirm that “substantial similarity” is a matter of objective
    scientific fact rather than a subjective conclusion based on a conventional understanding
    of the words “substantial” and “similar.” The experts in this case, however, did no such
    thing. To the contrary, Dr. Van Linn testified that “substantially similar” is “not a
    scientific term” and “not a scientific question,” acknowledging that he reached an
    understanding of its meaning after looking up its constituent words in a standard
    dictionary. Trial Tr. 1539. Likewise, Dr. Trecki testified that “substantial similarity” is
    “just a plain English term” and “not scientific,” explaining that he, too, had used a
    dictionary to determine its meaning. Tr. 1666–67. And in its instructions, the district court
    admonished the jury not to “substitute [the experts’ opinions] for your own reason,
    judgment, and common sense” because “[t]he determination of the facts in this case rests
    solely with you.” A. 274.
    35
    are “based on . . . scientific facts or findings.” Appellants’ Br. 48 (emphasis added).
    And the inferential step between the experts’ uncontroversial scientific
    observations and the ultimate question of whether the substances have
    “substantially similar” properties is not unduly “speculative[,] conjectural[,] or
    based on assumptions that are so unrealistic and contradictory as to suggest bad
    faith.” Zerega Ave. Realty Corp. v. Hornbeck Offshore Transp., LLC, 
    571 F.3d 206
    , 214
    (2d Cir. 2009) (internal quotation marks and alteration omitted). Instead, these
    experts’ opinions on substantial similarity are “the product of reliable principles
    and methods . . . reliably applied to the facts of the case,” precisely as Rule 702
    requires. Fed. R. Evid. 702; see also 
    Restivo, 846 F.3d at 576
    (explaining that under
    Rule 702, scientists “may express professional opinions that fall short of definitive
    proof” (internal quotation marks omitted)). Accordingly, we reject Defendants’
    claim that the district court abused its discretion. 14
    14 To our knowledge, every Court of Appeals to have considered a similar
    question has reached the same conclusion. See, e.g., United States v. Carlson, 
    810 F.3d 544
    ,
    553 (8th Cir. 2016) (affirming the district court’s discretion to admit expert testimony on
    substantial similarity “based on” evidence, specialized knowledge, literature review, and
    discussions with other scientists); cf. United States v. Galecki, 
    932 F.3d 176
    , 183, 186 (4th
    Cir. 2019) (declaring that an expert’s testimony that a putative analogue was not
    “substantially similar” to a scheduled substance would have “violated no Federal Rules
    of Evidence”).
    36
    IV.    Defendants’ Challenge to the Jury Instructions
    Defendants further contend that the district court erred in instructing the
    jury that it must unanimously agree that at least one of the charged synthetic
    cannabinoids qualifies as a controlled substance analogue, but that it need not
    unanimously agree on precisely which substances so qualify. Since Defendants
    did not object to the district court’s instructions before the jury retired to
    deliberate, we review the jury instructions for plain error. See Fed. R. Crim. P.
    30(d). Under this standard, we will disturb the district court’s decision only where
    “(1) there is an error; (2) the error is clear or obvious, rather than subject to
    reasonable dispute; (3) the error affected the appellant's substantial rights, which
    in the ordinary case means it affected the outcome of the district court proceedings;
    and (4) the error seriously affect[s] the fairness, integrity or public reputation of
    judicial proceedings.” United States v. Marcus, 
    560 U.S. 258
    , 262 (2010). Because we
    hold that the district court’s instruction was not erroneous, Defendants’ challenge
    fails at the first step of this analysis.
    The Sixth Amendment to the Constitution guarantees that a federal criminal
    jury “cannot convict unless it unanimously finds that the Government has proved
    each element” of the charged offense. Richardson v. United States, 
    526 U.S. 813
    , 817
    37
    (1999). But a disagreement about “which of several possible sets of underlying
    brute facts make up a particular element”—in other words, “which of several
    possible means the defendant used to commit an element of the crime”—does “not
    matter as long as all 12 jurors unanimously conclude[] that the Government ha[s]
    prove[d] the necessary related element . . . .”
    Id. Elements, as opposed
    to “means” or “brute facts,” are “ordinarily listed in
    the statute that defines the crime.” Id.; see also United States v. O’Brien, 
    560 U.S. 218
    ,
    225 (2010) (“[W]hether a given fact is an element of the crime . . . is a question for
    Congress.”). Additional details not set out in the statute typically are not elements
    even if they seem intuitively central to the commission of an offense. For example,
    in Mathis v. United States, 
    136 S. Ct. 2243
    , 2249 (2016), the Supreme Court discussed
    a hypothetical statute that “requires use of a ‘deadly weapon’ as an element of a
    crime and further provides that the use of a ‘knife, gun, bat, or similar weapon’
    would all qualify.” The Court explained that because only the use of a deadly
    weapon is an element—and the illustrative list “merely specifies diverse means of
    satisfying [that] element”—a “jury could convict even if some jurors concluded
    that the defendant used a knife while others concluded he used a gun, so long as
    38
    all agreed that the defendant used a ‘deadly weapon.’” 15
    Id. (internal quotation marks
    and alterations omitted). That said, if “statutory alternatives carry different
    [maximum or minimum] punishments, then . . . they must be elements.”
    Id. at 2256;
    Apprendi v. New Jersey, 
    530 U.S. 466
    , 490 (2000) (“Other than the fact of a prior
    conviction, any fact that increases the penalty for a crime beyond the prescribed
    statutory maximum must be submitted to a jury . . . .”); Alleyne v. United States, 
    570 U.S. 99
    , 113–14 (2013) (expanding the rule of Apprendi to facts that increase or
    decrease the prescribed statutory minimum).
    Applying these principles to the controlled substance context, we have
    explained that the type and quantity of drugs involved in a violation of § 841(a)
    must be submitted to the jury “as an element . . . only in cases where the
    Government will seek a sentence above” the statutory maximum imposed by
    § 841(b)(1)(C)—the penalty provision that applies to violations involving schedule
    I or II controlled substances of “indeterminate” or “unspecified” amount and
    15  This principle applies equally to a statute that leaves the many potential means
    of fulfilling its elements entirely to the jury’s imagination. See Descamps v. United States,
    
    570 U.S. 254
    , 273 (2013) (“As long as the statute itself requires only an indeterminate
    ‘weapon,’ . . . [t]he jurors need not all agree on whether the defendant used a gun or a
    knife or a tire iron . . . because the actual statute requires the jury to find only a
    ‘weapon.’”).
    39
    identity. 16 United States v. Thomas, 
    274 F.3d 655
    , 660 & nn.2–3 (2d Cir. 2001) (en
    banc); see also
    id. at 664, 673
    (explaining that drug quantity need not be treated as
    an element where the sentence imposed is within the range authorized by
    § 841(b)(1)(C)). Otherwise, as long as the jury unanimously agrees that the offense
    involved some schedule I or II controlled substance, the specific nature of that
    substance has no bearing on the statutory penalty range and, as a result, “[t]he
    constitutional rule [requiring jury unanimity] does not apply.” 17
    Id. at 664;
    cf.
    United States v. Reyes, 
    13 F.3d 638
    , 640 (2d Cir. 1994) (recognizing that “[t]he nature
    of the controlled substance is . . . not an essential element of” a criminal statute
    16 21 U.S.C. § 841(b)(1)(C) establishes maximum penalties for any violation of §
    841(a) involving a schedule I or II controlled substance. Separately, § 841(b)(1)(A) and (B)
    provide that violations involving certain specific types and quantities of schedule I or II
    substances may carry penalties in excess of those authorized by § 841(b)(1)(C). Under
    Apprendi and Alleyne, a district court may not sentence a defendant under these enhanced
    penalty provisions unless the jury unanimously determines that the offense involved the
    specific types and quantities of drugs that trigger them. See 
    Thomas, 274 F.3d at 673
    .
    17  Section 841(b)(1)(C)’s generic reference to “a controlled substance in schedule I
    or II” supports the conclusion that a jury need not agree on a particular controlled
    substance to convict. 21 U.S.C. § 841(b)(1)(C) (emphasis added). In assessing § 841’s
    knowledge requirement, McFadden put special emphasis on the fact that § 841 prohibits
    conduct involving “a controlled 
    substance.” 576 U.S. at 191
    –92. Because the “indefinite
    article[] ‘a’ means ‘[s]ome undetermined or unspecified particular,” the Court held that
    § 841(a)(1) “requires a defendant to know only that the substance he is dealing with is
    some unspecified substance listed on the federal drug schedules.”
    Id. (citation omitted). The
    same interpretive principle demands that we treat the language “a controlled
    substance in schedule I or II” to refer “only” to “some unspecified substance listed on
    [schedule I or II].”
    40
    prohibiting the importation of a “controlled substance”).
    In practice, this means that a jury can convict a defendant for violating § 841
    even if some jurors believe that the defendant distributed one drug (say, cocaine)
    and others believe that he actually distributed another (say, heroin).                 18
    Analogizing to the Supreme Court’s “deadly weapon” example, we have held that
    a New York statute prohibiting the sale of a “controlled substance” operates in
    precisely the same way: Under that statute, “if some jurors believed that a
    defendant had sold cocaine, and others believed that he had sold heroin, they
    could still agree that he had sold ‘a controlled substance,’ and issue a guilty
    verdict.” Harbin v. Sessions, 
    860 F.3d 58
    , 65 (2d Cir. 2017) (citing 
    Mathis, 136 S. Ct. at 2249
    ).
    But our past decisions have had occasion to distinguish means from
    elements only in cases involving scheduled substances. This case demands that we
    consider whether, in a § 841 prosecution involving a controlled substance analogue,
    the fact that a particular substance is an analogue becomes an additional element
    of the offense, or whether a substance’s analogue status is merely one of “various
    18 Cocaine is a schedule II controlled substance. 21 U.S.C. § 812, sched. II(a)(4).
    Heroin is a schedule I controlled substance.
    Id. § 812, sched.
    I(b)(10).
    41
    factual means of” qualifying as a “controlled substance.” 
    Mathis, 136 S. Ct. at 2249
    .
    Unsurprisingly, the government takes the latter view. In response, Defendants
    contend that a putative analogue may not “be treated . . . as a controlled substance”
    by operation of 21 U.S.C. § 813 unless a jury has first determined unanimously that
    the same substance meets the statutory definition of “controlled substance
    analogue” set out in § 802(32). In other words, Defendants argue that even if a jury
    need not agree on precisely which analogues a defendant manufactured,
    distributed, or possessed, it must still unanimously agree that each particular
    substance forming the basis of the conviction does, in fact, qualify as an analogue.
    We disagree. We conclude instead that in a prosecution for a violation of 21
    U.S.C. § 841(a) subject to the statutory penalties in § 841(b)(1)(C), a substance’s
    analogue status is nothing more than a means of fulfilling the element that the
    defendant’s conduct involved a “controlled substance” in schedule I or II. Thus,
    though a jury must unanimously find that the defendant manufactured,
    distributed, or possessed with the intent to distribute some schedule I or II
    controlled substance, it need not unanimously agree on any more specific
    description of that substance. Just as distributing a scheduled substance is a
    42
    potential means of fulfilling that element, so too is distributing an analogue. 19 And
    just as the specific identity of a scheduled substance is irrelevant to a conviction
    pursuant to § 841(a) and (b)(1)(C), so too is the specific identity of an analogue.
    Our conclusion is rooted in the applicable statutory language and penalty
    structure. See 
    Harbin, 860 F.3d at 64
    –65. As explained above, the specific nature of
    a scheduled substance is not an element of the offense set out in § 841(a). Nothing
    in the Analogue Act’s language indicates that it adds a new element to that offense
    when the alleged conduct involves a controlled substance analogue. To the
    contrary, the instruction to “treat” an analogue as a schedule I controlled substance
    “for the purposes of any Federal law” strongly suggests the Analogue Act merely
    provides an alternative means of committing controlled substance offenses
    already defined elsewhere. 21 U.S.C. § 813(a). As the Supreme Court pointedly
    observed in McFadden, “[t]he Analogue Act does not alter [§ 
    841(a)(1)].” 576 U.S. at 193
    –94.
    Following § 813’s instruction to treat a controlled substance analogue as a
    controlled substance, Congress could rewrite § 841—insofar as the offense
    19 Indeed, though not relevant here, a jury could convict a defendant for violating
    § 841 even if some jurors believed the defendant distributed an analogue and others
    believed he distributed a substance actually listed on schedule I or II.
    43
    involves an analogue—to make it unlawful to “knowingly or intentionally . . .
    manufacture, distribute, or dispense, or possess with intent to manufacture,
    distribute, or dispense,” 21 U.S.C. § 841(a), “a substance[,] . . . the chemical
    structure of which is substantially similar to the chemical structure of a controlled
    substance in schedule I or II [and] . . . which has [an] effect on the central nervous
    system that is substantially similar to or greater than [that] of a controlled
    substance in schedule I or II,”
    id. § 802(32)(A). As
    McFadden explained, phrases set
    off with the “indefinite article ‘a’” refer to “some undetermined or unspecified
    particular.” 
    McFadden, 576 U.S. at 191
    –92 (brackets omitted). Accordingly, even
    when combined with the Analogue Act, § 841 requires only that the jury find an
    “undetermined or unspecified” substance with the characteristics set out in §
    802(32)(A).
    The applicable penalty provisions point to the same conclusion. Since all
    analogues are treated as schedule I controlled substances, § 841(b)(1)(C) imposes
    the same penalties no matter what analogue is involved in the offense. It follows
    that an analogue’s specific identity, which has no bearing on a defendant’s
    sentencing range, is a means rather than an additional element. Cf. 
    Harbin, 860 F.3d at 65
    (“[That] [t]he law’s penalty provisions . . . prescribe the same narrow range
    44
    of penalties . . . no matter which controlled substance a defendant has sold . . .
    [aligns] with our reading . . . that each controlled substance is a mere ‘means’ of
    violating the statute, not a separate alternative element.”).
    Resisting this logic, Defendants insist that an unscheduled substance “is
    only an analogue at the time of the jury’s proclamation,” and that a jury must
    therefore make this proclamation unanimously. Appellants’ Br. 54. But their
    assumption that “a substance is not an analogue until a jury unanimously finds
    that it is,” Reply Br. 24, begs the question. Not every fact that calls for a qualitative
    determination based on conflicting evidence is an element.               20   After all, a
    substance’s analogue status is no more dependent on a “jury’s proclamation” than
    an implement’s “deadly weapon” status in the hypothetical posed in Mathis. See
    
    Mathis, 136 S. Ct. at 2249
    . And in that case, the Supreme Court clearly envisioned
    that a jury harboring disagreements about the particular deadly weapon involved
    could convict without taking separate, unanimous votes on whether each
    20  In their briefing and at oral argument, Defendants claimed that a footnote in our
    decision in Ansaldi identified “substantial similarity” as an element of an offense
    involving an analogue. See 
    Ansaldi, 372 F.3d at 123
    n.2. But the cited passage is a summary
    of the defendants’ briefing in that case, not a declaration of the law. While an analogue-
    based prosecution does require unanimous agreement that a defendant’s offense involved
    a substance substantially similar to a scheduled substance, individual jurors need not
    agree on precisely which substance bears the requisite similarity.
    45
    individual juror’s chosen implement qualified as a deadly weapon. See id.; see also
    Descamps v. United States, 
    570 U.S. 254
    , 273 (2013) (“[A] court blessed with sufficient
    time and imagination could devise a laundry list of potential ‘weapons’
    [including] (for starters) grenades, pipe bombs, spears, tire irons, BB guns,
    nunchucks, and crossbows.”). Taking Defendant’s theory to its logical conclusion,
    Mathis’s declaration that “a jury need not find . . . a particular item,” would extend
    only to the knives, guns, and bats listed explicitly in the 
    statute. 136 S. Ct. at 2249
    .
    We strenuously doubt that the Supreme Court meant, but declined to make
    express, that the specific weapon involved in the crime vaults from means to
    element status as soon as a single juror concludes that a defendant used not a
    “knife, gun, [or] bat,” but instead a “similar weapon.”
    Id. The same logic
    applies
    to analogues. As such, we reject Defendants’ argument that a jury must
    unanimously identify particular analogues before individual jurors may treat
    those analogues as means of fulfilling “the necessary related element”—that is, the
    involvement of a controlled substance. 
    Richardson, 526 U.S. at 817
    .
    For the foregoing reasons, the district court’s instruction regarding
    unanimity was not error, plain or otherwise.
    46
    V.    Defendants’ Sentencing Challenge
    Defendants next argue that the trial court committed procedural error by
    failing to determine before sentencing which of the six synthetic cannabinoids at
    issue qualified as a controlled substance analogue. They contend that in the
    absence of such findings, the district court’s calculation of the total quantity of
    illegal substances in Defendants’ possession could not have been proper. But these
    arguments, too, are unavailing. Although a district court must rule on any material
    dispute regarding the presentence report (“PSR”), Fed. R. Crim. P. 32(i)(3)(B), it
    “satisfies its obligation to make the requisite specific factual findings when it
    explicitly adopts the factual findings set forth in the [PSR] . . . at the sentencing
    hearing or in the written judgment it files later.” United States v. Molina, 
    356 F.3d 269
    , 275–76 (2d Cir. 2004). “Facts in support of a sentencing calculation need only
    be proven by a preponderance of the evidence, and the district court’s findings
    will not be disturbed unless clearly erroneous.” United States v. Halloran, 
    821 F.3d 321
    , 341 (2d Cir. 2016).
    Here, the district court explicitly adopted the PSR’s factual findings, which
    identified the relevant substances as controlled substance analogues. The court
    likewise identified all six of the charged substances in a post-trial order as “the
    47
    controlled substance analogues defendants conspired to possess with the intent to
    distribute and to distribute” in its decision following a pre-sentencing evidentiary
    hearing. G.A. 315. The district court heard more than sufficient testimony at trial
    to find that each of these substances was a controlled substance analogue by a
    preponderance of the evidence. And because the resolution of disputed facts at
    sentencing is a task for the district court alone, the fact that the jury made no
    explicit findings as to which specific cannabinoids qualified as controlled
    substance analogues is irrelevant. We therefore detect no error in the sentence
    imposed by the district court.
    VI.   Defendants’ Conviction for Money Laundering
    Finally, Defendants ask us to extend any relief granted based on the
    foregoing to their convictions for money laundering, which are premised in part
    on their drug violation. Since we have determined that Defendants are entitled to
    no relief in connection with their conviction for conspiracy to distribute controlled
    substance analogues, we need not revisit their convictions for money laundering.
    CONCLUSION
    In sum, we hold that:
    48
    (1) The Analogue Act’s instruction to treat a substance with chemical and
    pharmacological properties “substantially similar” to those of a scheduled
    substance as a controlled substance in schedule I is not unconstitutionally
    vague on its face, the Supreme Court’s decisions in Johnson, Dimaya, and
    Davis notwithstanding.
    (2) The government’s evidence was sufficient to prove beyond a reasonable
    doubt that Defendants knew they distributed a controlled substance.
    (3) The district court did not abuse its discretion when it allowed the
    government’s experts to testify that the synthetic cannabinoids at issue had
    chemical and pharmacological properties “substantially similar” to those of
    controlled substances in schedule I.
    (4) The district court correctly instructed the jury that it need not unanimously
    agree on which of the six synthetic cannabinoids charged in the indictment
    meet the statutory definition of a controlled substance analogue.
    (5) The district court made all of the factual findings necessary to calculate
    Defendants’ base offense level at sentencing.
    (6) Because Defendants are entitled to no relief in connection with their drug
    conviction, their money laundering conviction likewise stands.
    49
    Accordingly, we AFFIRM the judgment of the district court.
    50