Full opinion text
HOWARD, Circuit Judge. AstraZeneca Pharmaceuticals LP (“AstraZeneca”) appeals from the judgment of the district court, entered after a lengthy bench trial, of liability for unfair and deceptive business practices in violation of Massachusetts General Laws Chapter 93A (“Chapter 93A”). In re Pharm. Indus. Average Wholesale Price Litig., 491 F.Supp.2d 20 (D.Mass.2007). The district court found that AstraZeneca had caused the publication of false and inflated average wholesale prices (“AWPs”), a price used as a benchmark for various reimbursement plans, for its physician-administered drug Zoladex (goserelin acetate), thereby creating a windfall for the appellant’s physician customers and causing injury to the government, insurers, and patients who were forced to pay inflated prices. AstraZeneca now brings a panoply of challenges to the district court’s reasoning and result. Discerning no material factual or legal infirmity in the district court’s disposition of the case, we affirm. 1. BACKGROUND A. The Plaintiffs’ Claims This appeal arises out of a nationwide, multi-district class action involving the pricing of physician-administered drugs that were reimbursed by Medicare, private insurers, and patients’ coinsurance payments. The challenged drug prices were those based on AWP from 1991 through 2003. The plaintiffs alleged in the district court that certain pharmaceutical companies, including AstraZeneca, violated Massachusetts’ consumer protection statute by reporting AWPs that did not reflect the physicians’ actual acquisition cost, or anything close to it, and thereby led the plaintiffs to overpay. The core of the plaintiffs’ claim is that the published AWPs for the drugs at issue did not reflect the discounts and rebates that the drug manufacturers offered to physician providers. Because AWPs were published in commercial publications (Red Book, Medispan, and First DataBank) and used as the predominant benchmark for calculating reimbursement, insurance, and coinsurance payments, the class plaintiffs alleged that inflating AWPs over the actual acquisition cost created a “spread” between the benchmark for the providers’ reimbursement and the actual acquisition costs that the providers incurred. This allowed the providers to buy the drug at a secret, lower price while being reimbursed for it at a public, higher price, thereby creating a windfall each time a provider administered one of the drugs at issue. The plaintiffs further alleged that the defendant pharmaceutical companies then “marketed the spread” — that is, advertised the potential windfall to providers — in an attempt to increase the market share of their drugs over the competition. Motivating the plaintiffs’ complaints, of course, is the fact that an increase to the AWPs directly resulted in an increase to the payments the plaintiffs were required to make in the form of reimbursement, insurance, or coinsurance. According to the district court’s “representative” examples, markups to AWPs were significant and unpredictable, ranging from 27.0% to 1131.7%, depending on the drug and the year. The plaintiffs’ claims against AstraZeneca, discussed in detail below, relate to just one drug: Zoladex, an injectable, physician-administered drug that is primarily used to treat prostate cancer. Throughout the class period, Zoladex was a single-source drug — that is, it did not face competition from a generic version of the same drug — although it did face direct therapeutic competition from TAP Pharmaceuticals’ product Lupron (leuprolide), which was also an injectable physician-administered drug. B. Procedural History The multidistrict litigation of which this case is a part is comprised of nearly one hundred cases involving AWP brought against more than forty pharmaceutical defendants. The cases include the consumer and third-party payor class action lawsuit at issue here as well as lawsuits brought by several states, counties, and cities, and at least one qui tarn, lawsuit brought under the False Claims Act, 31 U.S.C. § 3729 et seq. To manage this sprawling litigation, in March 2004 the district court structured the master consolidated class action into two separate tracks of defendants for purposes of class certification, summary judgment and trial. AstraZeneca was separated into “Track 1,” the first of these groups to proceed through trial (and the only track at issue here). See In re Pharm. Industry Average Wholesale Price Litig., 230 F.R.D. 61, 65 n. 1 (D.Mass.2005). In January 2006, the district court then certified three classes: (1) a nationwide class of Medicare beneficiaries who made co-payments for Medicare Part B drugs (“Class 1”); (2) a Massachusetts class of third-party payors that provided MediGap insurance which reimbursed Medicare beneficiaries for their co-payments for Medicare Part B drugs (“Class 2”); and (3) a Massachusetts class of customers and third-party payors that made payments based on AWP for (non-Medieare Part B) physician-administered drugs (“Class 3”). See In re Pharm. Indus. Average Whole sale Price Litig., 233 F.R.D. 229, 230-31 (D.Mass.2006). Prior to trial on the claims against the Track 1 defendants, the district court entertained cross-motions for summary judgment arguing the meaning of the term “average wholesale price” in the Medicare statute, 42 U.S.C. § 1395u(o) (1998). In November 2006, the district court construed the statutory term to mean “the average price at which wholesalers sell drugs to their customers, including physicians and pharmacies,” and including discounts and rebates. In re Pharm. Indus. Average Wholesale Price Litig., 460 F.Supp.2d 277, 278, 288 (D.Mass.2006). In June 2007, after a twenty-day bench trial including nearly forty witnesses and hundreds of documents and deposition transcripts, the district court issued a lengthy order finding AstraZeneca liable under Chapter 93A for the claims brought by the Class 2 and Class 3 plaintiffs. In re Pharm., 491 F.Supp.2d at 31. The court found that: AstraZeneca acted unfairly and deceptively by causing the publication of false and inflated average wholesale prices for Zoladex which grossly exceeded actual physician acquisition costs by as much as 169% and then marketing these mega-spreads between the physician’s acquisition costs and the AWP reimbursement benchmark in order to induce doctors to buy its drug based on the drug’s profitability [rather than its therapeutic benefits]. The spread on Zoladex exceeded 100% from 1998 forward. Id. The district court then awarded aggregate, class-wide damages to both Class 2 and Class 3. Id. In a later order, the district court found that AstraZeneca’s conduct as to Class 2 was knowing and willful, and awarded multiple damages; it declined, however, to make the same finding as to Class 3. In re Pharm. Indus. Average Wholesale Price Litigation, 520 F.Supp.2d 267, 272, 273 (D.Mass.2007). The award against AstraZeneca (including prejudgment interest through August 1, 2007) reached nearly $13,000,000. AstraZeneca appeals. II. STANDARDS OF REVIEW “When a district court conducts a bench trial, its legal determinations engender de novo review.” United States v. 15 Bosworth Street, 236 F.3d 50, 53 (1st Cir.2001); see also Ahern v. Scholz, 85 F.3d 774, 798 (1st Cir.1996). This includes questions of statutory interpretation, Gen. Motors Corp. v. Darling’s, 444 F.3d 98, 107 (1st Cir.2006), and determinations about the sufficiency of the evidence in a bench trial, 15 Bosworth Street, 236 F.3d at 53. In contrast, findings of fact made after a bench trial are reviewed for clear error. Williams v. Poulos, 11 F.3d 271, 278 (1st Cir.1993); Fed.R.Civ.P. 52(a)(6). “In other words, we will give such findings effect unless, after carefully reading the record and according due deference to the trial court’s superior ability to judge credibility, we form a strong, unyielding belief that a mistake has been made.” Williams, 11 F.3d at 278 (internal quotation marks omitted); see also 15 Bosworth Street, 236 F.3d at 53 (“This deference comports with common sense: a judge, sitting jury-waived, has the opportunity to see and hear the witnesses at first hand and to immerse himself in the nuances of the proof. Consequently, the appellate process ought to respect the trial judge’s superior ‘feel’ for the case and his enhanced ability to weigh and evaluate conflicting evidence.” (citing Anderson v. City of Bessemer City, 470 U.S. 564, 574-75, 105 S.Ct. 1504, 84 L.Ed.2d 518 (1985))). “A ruling that conduct violates Chapter 93A is a legal, not a factual, determination. Although whether a particular set of acts, in their factual setting, is unfair or deceptive is a question of fact, the boundaries of what may qualify for consideration as a Chapter 93A violation is a question of law.” Incase Inc. v. Timex Corp., 488 F.3d 46, 56-57 (1st Cir.2007) (internal quotation marks and citations omitted). Other standards of review applicable to specific issues in AstraZeneca’s appeal are set forth in the discussions that follow. III. THE DISTRICT COURT’S DEFINITION OF “AVERAGE WHOLESALE PRICE” AstraZeneca’s initial challenge is to the district court’s definition of “average wholesale price” as that term is used in the Balanced Budget Act of 1997, Pub.L. No. 105-33, 111 Stat. 251 (the “BBA”). According to AstraZeneca, the district court erred in concluding that the term should be interpreted in accordance with the alleged “plain meaning” of those words, which the district court determined to be the average of actual wholesale prices paid by providers, net of discounts and rebates. AstraZeneca argues that the plain meaning analysis was inappropriate because, inside the pharmaceutical industry, the term had long referred to the list prices in the industry publications — such as Red Book, Medispan, and First DataBank — and not actual transaction prices. Congress and the relevant regulators were aware of that industry usage and, AstraZeneca argues, they adopted it for purposes of the BBA; and AstraZeneca therefore should not be subject to liability for conduct consistent with the federal Medicare scheme. We disagree. A. The History of “Average Wholesale Price” in the BBA Congress created Medicare Part B in 1965 to establish a supplemental medical insurance program for senior and disabled citizens. See 42 U.S.C. §§ 1395j-1395w-4. The Secretary of the Department of Health and Human Services (“DHHS”) oversees the program, and the Centers for Medicare and Medicaid Services (“CMS”), formerly known as the Health Care Financing Administration (“HCFA”), administers it. See id. Among its services, Medicare Part B provides insurance for physician services, for which it has historically paid a “reasonable charge” limited to the lowest of the physician’s actual charge, the physician’s customary charge, or the prevailing charge in the relevant locality for similar services. See 42 U.S.C. §§ 1395Z(a), 1395u(b); 42 C.F.R. §§ 405.500 et seq. For covered prescription or physician-administered drugs, Medicare Part B reimburses providers for up to eighty percent of the allowable cost, and the program’s beneficiary pays the remaining twenty percent as a co-payment. See 42 U.S.C. § 1395Í; Montana v. Abbot Labs., 266 F.Supp.2d 250, 252 (D.Mass.2003). The term “average wholesale price” has not always featured in the Medicare Part B repayment lexicon. Prior to 1991, the standard for Medicare reimbursement was the “reasonable charge” of the covered services rendered. See 42 U.S.C. §§ 13951, 1395u(o). In 1991, the Secretary of DHHS promulgated a new rule “set[ting] forth a fee schedule for payment for physicians’ services” that incorporated the term “average wholesale price.” Medicare Program; Fee Schedule for Physicians’ Services, 56 Fed.Reg. 59,502, 59,-502 (Nov. 25, 1991) (final rule). Notably, five months earlier, AWP was not part of the Secretary’s proposed rule: although the Secretary believed that “ultimately there should be a national fee schedule” for reimbursement, he concluded that “the large number of different drugs and the myriad ... dosage levels” made such a schedule impractical. Medicare Program; Fee Schedule for Physicians’ Services, 56 Fed.Reg. 25,792, 25,800 (June 5, 1991) (proposed rule). The Secretary’s proposed rule therefore settled instead on continuing the “reasonable charge” regime that was already in place, proposing to reimburse at a rate of “85 percent of the national wholesale price.” Id. The Secretary proposed that reimbursement level because “the Red Book and other wholesale price guides substantially overstate the true cost of the drugs” by failing to reflect “an average discount of 15.9 percent off the published wholesale price.” Id. After receiving “a great many comments” on the proposed rule pointing out that, for providers, “many drugs could be purchased for considerably less than 85 percent of AWP ... while others were not discounted,” and that individual physicians often paid more for drugs than did pharmacies or large practices, the Secretary modified the proposed policy. 56 Fed.Reg. at 59,524-59,-525. The final promulgated rule, effective January 1,1992, stated: (b) Methodology. Payment for a drug described in paragraph (a) of this section is based on the lower of the estimated acquisition cost or the national average wholesale price of the drug. The estimated acquisition cost is determined based on surveys of the actual invoice prices paid for the drug. In calculating the estimated acquisition cost of a drug, the carrier may consider factors such as inventory, waste, and spoilage. (c) Multiple-Source drugs. For multiple-source drugs, payment is based on the lower of the estimated acquisition cost described in paragraph (b) of this section or the wholesale price that, for this purpose, is defined as the median price for all sources of the generic form of the drug. 56 Fed.Reg. at 59,621 (promulgating 42 C.F.R. § 405.517 (1992)) (emphasis added). In promulgating the rule, the Secretary added that, to determine the estimated acquisition cost, “[c]arriers could survey a sample of the physicians who furnish the drugs to obtain cost information,” or, “[a]s an alternative, carriers could request that physicians periodically provide cost information when they submit claims for payment for the drugs.” Id. at 59, 525. The reimbursement scheme was augmented again by the BBA, prompted in part by concerns that the “average wholesale price” was little more than a sticker price bearing little resemblance to the actual acquisition costs of the reimbursed drugs. For instance, the Senate Committee on Finance heard testimony from the Secretary of DHHS that “the AWP is not the average price actually charged by wholesalers to their customers ... [father, it is a ‘sticker’ price set by drug manufacturers and published in several commercial catalogs.” President’s Fiscal Year 1998 Budget Proposal for Medicare, Medicaid, and Welfare: Hearing Before the S. Comm, on Finance, 105th Cong. 265 (1997) (statement of Donna E. Shalala, Secretary of Health and Human Services); see In re Pharm., 460 F.Supp.2d at 280-81. Similarly, a report from the House of Representatives Committee on the Budget noted that “over the past several years,” Medicare had been reimbursing certain drugs at rates far above providers’ actual acquisition costs, sometimes nearly 1000 percent higher. H.R.Rep. No. 105-149, at § 10616 (1997); see In re Pharm., 460 F.Supp.2d at 281. The committee therefore stated its intention that the Secretary of DHHS, “in determining the average wholesale price, should take into consideration commercially available information including such information as may be published or reported in various commercial reporting services.” H.R.Rep. No. 105-149, at § 10616; see In re Pharm., 460 F.Supp.2d at 281. Based on these concerns, the BBA amended the relevant Medicare statute to state that “the amount payable for the drug or biological is equal to 95 percent of the average wholesale price.” 42 U.S.C. §§ 1395u(o) (West 1998) (emphasis added). The BBA also directed the Secretary of DHHS to “study the effect on the average wholesale price of drugs and biologicals” of the statutory change, and to report its findings to separate House and Senate committees. 42 U.S.C. § 4556(c) (West 1998). Roughly a year later, the DHHS regulations were amended to reflect the new statutory provision. See Medicare Program; Revisions to Payment Policies and Adjustments to the Relative Value Units Under the Physician Fee Schedule for Calendar Year 1999, 63 Fed.Reg. 58,814, 58,-905 (Nov. 2, 1998) (codified as 42 C.F.R. § 405.517 (1999)). In the process, HCFA noted that “the law does not define the term ‘average wholesale price,’ ” but nonetheless interpreted the term for regulatory purposes to require that, “when there is an array of charges, the median is an appropriate measure of central tendency.” Id. at 58,849. As for the DHHS’s study on the effect of the statutory change, the results were delivered to Congress in 1999. The Secretary included a history of Medicare drug reimbursement noting that “[f]or the past 13 years, the Office of Inspector General ... has issued a series of reports that consistently show a finding that the Medicare program overpays for the drugs ... it covers.” It further noted that DHHS’s attempt to fix the problem — a proposal in the 1997 budget to base payment on the lower of the billed charge or the actual acquisition cost for the relevant drug — had been “rejected in favor of the current rule, which is to pay based on the lower of the billed charge, or 95 percent of the AWP.” Rep. to Cong., The Average Wholesale Price for Drugs Covered Under Medicare, DHHS 1-2 (1999); In re Pharm., 460 F.Supp.2d at 281-82. The BBA and the resulting regulations stayed in effect until 2003, when Congress enacted the Medicare Prescription Drug, Improvement, and Modernization Act of 2003, Pub.L. No. 108-173, 117 Stat. 2066 (“2003 Act”), but the issue of Medicare reimbursement remained an active issue both in Congress and at DHHS throughout that time. In 2000, DHHS announced its intention to abandon AWP as a reimbursement baseline in favor of an alternative set of price lists, thereby provoking a letter from two Senators reminding the agency that “Congress [had] instructed [D]HHS to base Medicare reimbursement ... on 95 percent of the ‘average wholesale price,’ or AWP, a term widely understood and indeed defined by [D]HHS manuals to reference amounts reflected in specified publications.” See Letter from Sen. Christopher Bond and Sen. John Ashcroft to Donna E. Shalala, Secretary of Health and Human Services (Aug. 3, 2000); In re Pharm., 460 F.Supp.2d at 282. Later that year, Congress passed an act requiring DHHS to study the difference between acquisition costs and AWP, and in the meantime, avoid actions that would “directly or indirectly decrease the rates of reimbursement ... under the current medicare payment methodology.... ” Medicare, Medicaid, and SCHIP Benefits Improvement and Protection Act of 2000, Pub.L. 106-554, § 429(c), 114 Stat. 2763. In 2001, while testifying before Congress about his concern that Medicare beneficiaries and taxpayers were paying “far more than the ‘average’ price that we believe the law intended them to pay,” the Administrator of CMS stated, “The AWP is intended to represent the average price at which wholesalers sell drugs to their customers, which include physicians and pharmacies.... This Committee, CMS, the [DHHS] Inspector General (IG), and others have long recognized the shortcomings of AWP as a way for Medicare to reimburse for drugs.” Medicare Drug Reimbursements: A Broken System for Patients and Taxpayers: Joint Hearing Before the Subcommittee on Health and the Subcommittee on Oversight and Investigations of the House Commission on Energy and Commerce, 107th Cong. 87-88 (2001) (prepared statement of Thomas Scully, Administrator, CMS); see In re Pharm., 460 F.Supp.2d at 282. This testimony prompted a question from the chairman of the committee that largely echoes the gravamen of the plaintiffs’ complaint in this class action: “Why on earth do we have a system that requires a Medicare beneficiary to pay 20 percent as a copay of an artificial price?” Medicare Drug Reimbursements: A Broken System for Patients and Taxpayers, 107th Cong, at 95; In re Pharm., 460 F.Supp.2d at 282. Finally, in 2003, the DHHS Inspector General issued a “voluntary compliance” program for the health care industry that stated, “Where appropriate, manufacturers’ reported prices should accurately take into account price reductions, cash discounts, free goods contingent on a purchase agreement, rebates, up-front payments, coupons, goods in kind, free or reduced-price services, grants, or other price concessions or similar benefits offered to some or all purchasers.” OIG Compliance Program Guidance for Pharmaceutical Manufacturers, 68 FecLReg. 23,731-01, 23,733-27,734 (May 5, 2003). The term “average wholesale price” was eventually phased out of the Medicare reimbursement scheme by the 2003 Act, which stipulated that reimbursements for drugs furnished on or after January 1, 2005 would be based on either a competitive acquisition program or an average sales price, a term defined to include all discounts and rebates. See 42 U.S.C. §§ 1395u(o), 1395w-3, 1395w-3a, 1395w-3b (2006). Although the 2003 Act retained the term “average wholesale price” in the interim, the House Committee on Ways and Means issued a report explaining its understanding of AWP in more detail, stating, “The term ‘AWP’ is not defined in statute or regulation, but generally, AWP is intended to represent the average price used by wholesalers to sell drugs to their customers.” It continued: AWPs are not grounded in any real market transaction, and do not reflect the actual price paid by purchasers. Congress has long recognized AWP is a list price and not a measure of actual prices. Congress is now able to adopt an alternative basis for payment that will more accurately reflect actual acquisition costs for physicians. This will ensure that Medicare no longer bases its payments on prices that do not reflect prices otherwise available through market incentives and transactions. H.R.Rep. No. 108-178, pt. 2, at 194,197-98 (2003); In re Pharm,., 460 F.Supp.2d at 283. B. The district court’s decision of November 2, 2006 In arriving at its plain meaning interpretation of the term “average wholesale price,” see In re Pharm,. 460 F.Supp.2d 277 (D.Mass.2006), the district court first addressed the question of whether the term should be interpreted based on its plain meaning, or whether it is instead a term of art. See U.S. v. Lachman, 387 F.3d 42, 53 (1st Cir.2004) (“[T]here are instances where a statutory or regulatory term is a technical term of art, defined more appropriately by reference to a particular industry usage than by the usual tools of statutory construction.”). Noting that “a term must have an established and settled meaning to constitute a term of art,” the district court canvassed the BBA’s legislative history to conclude that “the weight of [this] history reflects congressional intent to have the AWP moored to actual wholesale pricing,” not to the prices listed in the industry publications. In so doing, the district court emphasized Congress’s various expressions of “consternation” over its “awareness ... that the pharmaceutical industry was overstating AWPs for some drugs in the industry publications,” and that therefore “the AWP, as reported, was not a reasonable charge” for the relevant drugs. It also emphasized the committee report recommending that Congress order DHHS to take into account “commercially available information” including, but not limited to, published AWPs, and to monitor the effects of the new reimbursement standards to ensure that they were not circumvented by an offsetting increase in the published AWPs. The district court further concluded that, despite the existence of “some evidence” suggesting that the term “average wholesale price” may have had a settled meaning, “there is also evidence to the contrary,” and therefore the defendants had not carried their burden to show that the term qualified as a term of art. The district court added that this conclusion was further merited given that the defendants’ suggested meaning — to quote the district court’s paraphrase, “that AWP is a term of art for whatever benchmark was placed in industry publications” — would lead to absurd results, among them, “DHHS and Congress would be surrendering all control over Medicare fiscal responsibility by anchoring Medicare reimbursement to a metric that is wholly dictated by the pharmaceutical industry.” The district court therefore proceeded with a plain meaning construction of “average wholesale price,” citing dictionary definitions to arrive at its conclusion that the term “include[s] discounts and rebates.” In so doing, the district court relied heavily on what it inferred to be the policy behind the 1991 reimbursement regulations directing Medicare to reimburse the lower of the “estimated acquisition cost,” based on surveys of actual acquisition prices, or the “national average wholesale price.” That policy, the district court concluded, was “that the government gets the benefit of rebates and discounts” by paying the lower of those two rates. Finally, the district court noted that, by 2003, the term “average wholesale price” had become a term of art, finding that by that point “Congress clearly did understand AWP was different than average sales price and was not reflective of actual prices in the marketplace.” C. Legal Standards We review a district court’s statutory construction de novo. Me. People’s Alliance & Natural Res. Def. Council v. Mallinckrodt, Inc. 471 F.3d 277, 286-87 (1st Cir.2006); Gen. Motors Corp., 444 F.3d at 107. “The Supreme Court has repeatedly emphasized the importance of the plain meaning rule, stating that if the language of a statute or regulation has a plain and ordinary meaning, courts need look no further and should apply the regulation as it is written.” Textron, Inc. v. Comm’r, 336 F.3d 26, 31 (1st Cir.2003). This is not to say, of course, that we always defer to plain language, but the circumstances under which we look behind plain language are extremely limited, usually confined to those “rare cases [in which] the literal application of a statute will produce a result demonstrably at odds with the intentions of the drafters, and those intentions must be controlling” Griffin v. Oceanic Contractors, Inc., 458 U.S. 564, 571, 102 S.Ct. 3245, 73 L.Ed.2d 973 (1982), or where the plain meaning will result in an absurd outcome, Textron, 336 F.3d at 31 (citing Sullivan v. CIA, 992 F.2d 1249, 1252 (1st Cir.1993)). Additionally, “where a statutory or regulatory term is a technical term of art, defined more appropriately by reference to a particular industry usage than by the usual tools of statutory construction,” we will employ that industry usage. Lachman, 387 F.3d at 53. But “this canon of construction requires the disputed term to actually be a technical term of art.” Id. Finally, where a statute is ambiguous, we turn to the legislative history to determine Congress’s intent. Gen. Motors Corp., 444 F.3d at 108. D. Discussion AstraZeneca argues that the district court made two significant errors. First, it asserts that the district court erred in holding that “average wholesale price” lacked an established and settled meaning and was not a term of art. According to AstraZeneca, the legislative history and legal context of the term clearly shows an established meaning: it referred to the prices published in the industry publications, which were known to exclude discounts. Whatever uncertainty there may have been about the term’s meaning, the argument continues, was not enough to justify the district court’s conclusion that AWP was not a term of art. Second, AstraZeneca argues that the district court’s “plain meaning” construction failed to account for the BBA’s statutory context and history. Once the district court concluded that there was no settled meaning of the term “average wholesale price,” its recourse should have been to the statute’s legislative history and context, not to an alleged “plain meaning,” particularly where that meaning is contrary to congressional intent. For support, AstraZeneca focuses on four aspects of the BBA’s legislative history and legal context. First, it notes that when HCFA first adopted the term “AWP” in its 1991 regulations, that phrase already existed in the industry publications, where it was used to describe list prices that did not reflect discounts available in the marketplace. It further notes that during the rulemaking process, HCFA explicitly referenced the published AWPs, and even advised Medicare carriers to obtain payment information from those industry publications. Second, and taking issue with the district court’s conclusion to the contrary, AstraZeneca argues that Congress was referring to the AWPs in industry publications when it passed the BBA in 1997. AstraZeneca relies on the reference to the AWPs “reported by the manufacturer[s]” contained in the congressional report accompanying the BBA. See H.R.Rep. No. 105-149, at 1398. It also relies on DHHS’s failed effort during the 1997 budget process to change the basis for payment from AWP to providers’ acquisition cost, which was rejected by Congress in favor of the approach adopted in the BBA. See Rep. to Cong., The Average Wholesale Price for Drugs Covered Under Medicare, DHHS 1-2 (1999); In re Pharm., 460 F.Supp.2d at 281-82. Third, AstraZeneca argues that the district court’s ruling conflicts with HCFA’s own interpretation of the BBA as expressed, for example, in regulations directing that payment would be based on 95% of the national AWP as reflected in sources such as the industry publications even though those amounts were typically higher than the actual acquisition costs. Fourth, AstraZeneca argues that the district court’s definition of AWP is inconsistent with subsequent congressional actions demonstrating that Congress understood and intended that the statutory AWP standard was a reference to the industry publications, not to an average of actual transaction costs. Specifically, AstraZeneca points to the Medicare, Medicaid, and SCHIP Balanced Budget Refinement Act of 1999, which provided for “additional payments” to some providers above the fee schedule amounts set by HCFA, see Pub.L. No. 106-113, 113 Stat. 1501, the refusal in 2000 to institute a new, alternative price list that reflected discounts, and the passage of the 2003 Act, which again used the term AWP, and which was issued with the Inspector General’s report acknowledging that AWP is not a measure of actual prices and does not reflect the discounts that manufacturers and wholesalers customarily offer to providers. We find these arguments unpersuasive. As an initial matter, it is a stretch to point to this legislative history and statutory context for the proposition that AWP was a term of art in the BBA referring to the prices appearing in the industry publications. The letter from two Senators discussed above notwithstanding, Congress at no point adopted such a definition explicitly. On the contrary, both the DHHS regulation promulgated in 1991, which we assume Congress was aware of in 1997, and the BBA itself referred to the “average wholesale price” without reference to the industry publications. Moreover, if the history discussed above demonstrates anything, it is that the precise meaning of “average wholesale price” was unsettled. In 1991, DHHS was concerned enough about the elastic definition of the term to specify an alternative metric — estimated acquisition cost — against which carriers were required to double-check claims based on AWP, a clear effort to ensure that Medicare and its beneficiaries would not be overcharged. When Congress reviewed this scheme in 1997, committees of both the Senate and the House heard testimony expressing concern over the possibility that AWP was merely a sticker price. This testimony appears to have struck home with at least the House committee, which in expressing its intent to instruct DHHS to study the divergence between AWP and actual acquisition costs, suggested that DHHS “take into consideration” the industry publications. Were the prices reported in the industry publications themselves the very definition of AWP, as AstraZeneca suggests, then such an instruction would not only be unnecessary, it would be inscrutable. Finally, in interpreting the BBA and promulgating related regulations, none of the regulatory agencies explicitly adopted the purported technical meaning of AWP advanced by AstraZeneca. On the contrary, in 1998, HCFA noted that “the law does not define the term,” and it directed that the proper definition when there is “an array of charges” should be the “median” charge, not whatever charge is listed in the industry publications. Similarly, in 1999, DHHS described its reimbursement approach as paying “based on the lower of the billed charge, or 95 percent of AWP” without any reference to the publications. And in 2001, the Administrator of CMS testified that AWP is the “average price at which wholesalers sell drugs to their customers,” not the price as listed in the industry publications. Given these statements expressing uncertainty as to the meaning of AWP, and given the trial testimony, discussed in detail below, showing that the Class 2 and Class 3 plaintiffs were unaware of the size and extent of the spreads created by AWP inflation, AstraZeneca’s contention that the BBA incorporated a technical term of art is not persuasive. See Lachman, 387 F.3d at 53. The district court thus did not err in refusing to treat the term AWP in the BBA as a term of art. AstraZeneca’s claim that the district court’s construction failed to take into account the history and context of the BBA is also unpersuasive. This is not to say that AstraZeneca’s arguments about congressional intent entirely lack force. On the contrary, AstraZeneca paints a fair picture of Congress and DHHS attempting to grasp and respond to the complicated billing practices of the pharmaceutical industry, and the conclusion AstraZeneca draws — that Congress and DHHS intentionally adopted a definition of AWP about which they had concerns — is enticing. But in drawing this conclusion, AstraZeneca has significantly understated Congress’s unwavering commitment to the overarching policy that Medicare reimbursement should be reasonable and reflective of acquisition costs. This policy is evident in the “reasonable charge” regime explicitly in place prior to 1991, and contained in DHHS’s proposed rule in 1991. It can be inferred from the final 1991 rule, which fleshed out what a “reasonable charge” is by directing reimbursement based on the lower of the national average wholesale price or the estimated acquisition cost, and which encouraged carriers to gather actual transaction data from physicians to ensure that these reimbursement bases reflected actual acquisition costs. The policy can also be seen in the repeated efforts during the late 1990’s by DHHS to solve the problem of AWP becoming a sticker price subject to manipulation, and in Congress’s repeatedly-demonstrated concern over this problem, as evidenced by its instructions, given on multiple occasions, for DHHS to monitor the apparent divergence of the AWP from acquisition costs. It is true, of course, that on some occasions during the relevant period, Congress appears to have been more reluctant than DHHS to abolish the role of AWP as a basis for Medicare reimbursement, and it is also true that various members of Congress at times expressed their views that the term AWP referred specifically to the prices reported in the industry publications. But for each of these historical details there exists a counterpoint in the record: an act of Congress demonstrating reluctance about the continued use of AWP, or another member of Congress expressing an opposing view. On balance, we read the legislative history and statutory context to be one of slow adaptation to shadowy industry practices, not ratification of them. Congress’s awareness of and response to the divergence of AWP from actual acquisition costs during the 1990’s was an evolving one: the concerns expressed in 1991 and studied in the late 1990’s were finally addressed in 2003 (with solutions implemented in 2005). But throughout this period, there existed an unwavering commitment to the idea that Medicare and its beneficiaries should not be subject to overpayments, including those caused by prices reported in industry publications that failed to reflect acquisition costs. The legislative history and statutory context simply do not support the proposition that Congress was supportive of, or even acquiescent in, a scheme whereby the AWP represented a sticker price bearing no relation to actual acquisition costs, thereby leaving Medicare and its beneficiaries to pay vast multiples above what physicians paid for the drugs in question. Finally, we note that we need not decide whether the district court’s ultimate “plain meaning” analysis of “average wholesale price” was correct, for the district court did not rely on this specific definition as a trigger for liability under Chapter 93A. As explained in detail below, it rooted its ultimate liability finding not in the fact that spreads violated the “plain meaning” of “average wholesale price,” but instead in the fact that, inter alia, the spreads exceeded industry expectations. See In re Pharm., 491 F.Supp.2d at 32; see also id. at 97 (“What Congress understood and intended AWP to mean is not the same as what the industry understood.... Because information about the 20 to 25 percent spread was widespread in the industry, a violation of the Medicare statute by publishing an ‘AWP’ that was not a true average of wholesale prices does not trigger per se liability under Chapter 93A.”). Nor has AstraZeneca argued that the BBA shielded the company’s conduct from liability as an “exempted transaction” under Chapter 93A. See Mass. Gen. Laws ch. 93A, § 3 (“Nothing in this chapter shall apply to transactions or actions otherwise permitted under laws as administered by any regulatory board or officer acting under statutory authority of the commonwealth or of the United States. For the purpose of this section, the burden of proving exemptions from the provisions of this chapter shall be upon the person claiming the exemptions.”). Thus, for purposes of this appeal, it is unnecessary to decide whether the term “average wholesale price” admits of no spreads at all, as the district court appears to have concluded in its November 2006 order, or whether instead it admits of modest spreads (such as those created by prompt-pay discounts or formulaic markups from other published prices): whatever the correct interpretation of “average wholesale price” in the BBA, it in no way countenanced spreads in excess of the industry expectations discussed below. The relevance of the district court’s interpretive order to this appeal is therefore not its precise definition of the term “average wholesale price,” but instead its rejection of AstraZeneca’s position that, under the BBA, that term referred to prices published in the industry publications which were known to exclude substantial discounts' — a rejection with which we entirely agree. IV. PREEMPTION AstraZeneca next argues that the district court’s finding of liability under state law conflicts with and is preempted by federal law, and is thus invalid under the Supremacy Clause of the United States Constitution. U.S. Const, art VI, cl. 2. AstraZeneca has identified four different bases for this argument, but the thrust of each argument is the same: the choices made by Congress in enacting the complex set of Medicare statutes and in choosing the metrics by which Medicare Part B would compute and reimburse claims leave no room for additional state law regulation addressing the facts at issue here. For the reasons that follow, we disagree, concluding instead that, in the circumstances of this case, Chapter 93A neither conflicts with nor is preempted by federal law. A. The District Court’s Ruling In May 2003, the district court held that the appellees’ claims under state consumer protection statutes are not preempted by federal law. In re Pharm. Indus. Average Wholesale Price Litig., 263 F.Supp.2d 172, 186-93 (D.Mass.2003). Addressing the question of whether Congress had preempted state regulation by legislating in an area traditionally regulated by the states, the district court found “no evidence of a clear and manifest intent to preempt the entire field of state regulation of fraudulent medical billing practices” and “no legislative intent to preempt [state] supervision of the compensation of a person providing health services.” It therefore held that “claims based on state consumer protection statutes that allege such practices are not preempted.” Next, the district court held that the state law claims did not conflict with or stand as an obstacle to the Medicare program, finding that “[t]he maintenance of these consumer protection claims against the defendants will not actually conflict with the operation of the federal program,” nor will they “require state courts to construe complex federal regulations,” and opining that Supreme Court oversight of the state courts’ application of federal law would suffice to ensure uniformity across jurisdictions. Finally, addressing the question of whether allowing state court consumer protection actions, rather than insisting on administrative remedies, would conflict with CMS’s responsibility to police fraud consistent with the Administration’s judgment and objectives, the district court noted that “CMS does not make discretionary judgment[s] with respect to the statutorily defined Medicare Part B reimbursement rates, and does not approve the AWPs. Therefore, the decision of the pharmaceutical companies, not an agency action, is alleged to cause plaintiffs’ harm,” and “the Medicare statute does not preempt the state causes of action.” B. Legal Standards “The ultimate determination whether federal law preempts [state law] presents a legal question subject to plenary review.” Philip Morris Inc. v. Harshbarger, 122 F.3d 58, 62 (1st Cir.1997) (citing United States v. R.I. Insurers’ Insolvency Fund, 80 F.3d 616, 619 (1st Cir.1996)). “A fundamental principle of the Constitution is that Congress has the power to preempt state law.” Crosby v. Nat’l Foreign Trade Council 530 U.S. 363, 372, 120 S.Ct. 2288, 147 L.Ed.2d 352 (2000) (citing U.S. Const. art. VI, cl. 2; Gibbons v. Ogden, 9 Wheat. 1, 211, 6 L.Ed. 23 (1824); Savage v. Jones, 225 U.S. 501, 533, 32 S.Ct. 715, 56 L.Ed. 1182 (1912); California v. ARC America Corp., 490 U.S. 93, 101, 109 S.Ct. 1661, 104 L.Ed.2d 86 (1989)). It has long been the case that “[o]ur ‘sole task’ ... is to determine the intent of Congress,” Mass. Med. Soc’y v. Dukakis, 815 F.2d 790, 791 (1st Cir.1987) (Breyer, J.) (quoting Cal. Fed. Sav. & Loan Assoc. v. Guerra, 479 U.S. 272, 280, 107 S.Ct. 683, 93 L.Ed.2d 613 (1987)), and in so doing we have been mindful that “Congress does not cavalierly pre-empt state-law causes of action,” Medtronic, Inc. v. Lohr, 518 U.S. 470, 485, 116 S.Ct. 2240, 135 L.Ed.2d 700 (1996). Indeed, the Supreme Court recently reaffirmed these longstanding principles in Wyeth v. Levine, a case decided during the pendency of this appeal, when it described the “two cornerstones of our pre-emption jurisprudence”: First, the purpose of Congress is the ultimate touchstone in every pre-emption case. Second, in all pre-emption cases, and particularly in those in which Congress has legislated in a field which the States have traditionally occupied, we start with the assumption that the historic police powers of the States were not to be superseded by the Federal Act unless that was the clear and manifest purpose of Congress. — U.S. -, 129 S.Ct. 1187, 1194-95, 173 L.Ed.2d 51 (2009) (citations, quotation marks, and alterations omitted). The clear and manifest purpose of Congress is most readily ascertainable when Congress includes an explicit preemption provision in an act. But such provisions are not required for a finding of preemption: implied federal preemption may be found where federal regulation of a field is pervasive, or where state regulation of the field would interfere with Congress’s objectives. See Silkwood v. Kerr-McGee Corp., 464 U.S. 238, 248, 104 S.Ct. 615, 78 L.Ed.2d 443 (1984); Rice v. Santa Fe Elevator Corp., 331 U.S. 218, 230, 67 S.Ct. 1146, 91 L.Ed. 1447 (1947). We have in the past sketched numerous ways in which Congress may preempt state law: Congress might show that it intends to preempt state law by explicitly withdrawing the power of states to regulate within certain fields. Or, Congress might implicitly withdraw the states’ power to regulate by creating a regulatory system so pervasive and complex that it leaves no room for the states to regulate. Congress might also enact a law such that compliance with both federal and state regulations is a physical impossibility, in which case the state statute must yield. Finally, ... even in the absence of a direct conflict, a state law violates the supremacy clause when it stands as an obstacle to the accomplishment and execution of the full purposes and objectives of Congress. Mass. Med. Soc’y, 815 F.2d at 791 (citations and quotation marks omitted). However Congress states or implies its intent to preempt, our preemption analysis invariably returns to those two cornerstones: Congress’s purpose, and where it legislates in a field which the States have traditionally occupied, Congress’s clear and manifest intent to preempt state law. Wyeth, 129 S.Ct. at 1194-95. C. Discussion AstraZeneca makes no argument that the application of Chapter 93A in this case has been explicitly preempted by Congress, or that compliance with both federal and state regulations is a physical impossibility. Instead, AstraZeneca argues that the federal Medicare statute leaves no room for state regulation, and alternatively, that Chapter 93A obstructs and undermines the complex and carefully balanced federal Medicare reimbursement scheme. AstraZeneca makes these arguments in four forms, which we discuss in turn. 1. Congress’s Careful Balancing of Policy Objectives First, AstraZeneca argues that invoking state consumer protection laws to find liability for not reflecting discounts and rebates in the reported AWPs undermines Congress’s decision to use the published AWPs as the basis for reimbursement under Medicare Part B. Such a finding of liability would, says the appellant, impose through state law what Congress itself rejected, namely, a cost-based reimbursement system. This argument lacks merit for a number of reasons, not the least of which is the argument’s reliance on the untenable interpretation of Congress’s policy objectives discussed above. As we explained in the previous section, the legislative history and statutory context surrounding the Medicare program and the BBA does not support the assertion that Congress approved a reimbursement system by which pharmaceutical companies could be reimbursed at any rate they saw fit to have published as the AWP in industry publications, while simultaneously offering substantial discounts and rebates in the marketplace. On the contrary, throughout the time periods relevant to this appeal, Congress expressed its concern about Medicare overpayment when confronted with indications of such a practice, and it ordered studies of, and ultimately retreated from, the use of AWP as a reimbursement benchmark. A state consumer protection law that covers as severe a form of price manipulation as this cannot be said to be contrary to Congress’s intent in establishing and administering the Medicare program. This is especially so given that, as explained below, Chapter 93A was relied upon to check only the most pronounced cases of AWP inflation' — spreads that exceeded 30% — and therefore were not used to impose the cost-based reimbursement system that AstraZeneca decries. Moreover, it is telling that Congress did not go so far as to enact an express preemption provision at any time during the more than forty-year history of Medicare. See Wyeth, 129 S.Ct. at 1200 (“If Congress thought state-law suits posed an obstacle to its objectives, it surely would have enacted an express pre-emption provision at some point during the [Food, Drug, and Cosmetic Act’s] 70-year history.”). On the contrary, there can be no question that Congress was aware of the existence of state law liability schemes so ubiquitous as common law fraud and consumer protection statutes. See Penn. Med. Soc’y v. Marconis, 942 F.2d 842, 850 (3d Cir.1991) (“[W]hen Congress remains silent regarding the preemptive effect of its legislation on state laws it knows to be in existence at the time of such legislation’s passing, Congress has failed to evince the requisite clear and manifest purpose to supersede those state laws.” (citing Cal. Fed. Sav. & Loan Assoc., 479 U.S. at 287-88)). In fact, far from demonstrating Congress’s intent to preempt state law consumer protection statutes, the Medicare statute reserves a regulatory role to the states that arguably includes some of the compensation aspects of this appeal, and in any event demonstrates Congress’s intent to minimize federal intrusion into the area of provider compensation. See 42 U.S.C. § 1395 (“Nothing in this subchapter shall be construed to authorize any Federal officer or employee to exercise any supervision or control over the practice of medicine or , the manner in which medical services are provided, or over the ... compensation of any officer or employee of any institution, agency, or person providing health services; or to exercise any supervision or control over the administration or operation of any such institution, agency, or person.”); see also Mass. Med. Soc’y, 815 F.2d at 791 (describing § 1395 as “explicitly stating the ... intent to minimize federal intrusion” into the related “field of fee regulation of medical services for the elderly”). If anything, we are inclined to conclude that the opposite proposition is true: that Congress relied on the existence of state consumer protection and fraud statutes to combat severely manipulative pricing schemes resulting in overpayments by Medicare and its beneficiaries. At the least, this conclusion is implied by the fact that, for all of the Medicare statute’s anti-fraud provisions, and despite Congress’s and HCFA’s ongoing concern about the practice, the text of the Medicare statute does not provide an express remedy for practices like AWP inflation. It therefore appears that the state law cause of action at issue aids federal law rather than hinders it. But we need not go so far as to draw this conclusion; that Congress did not express or imply its intent to preempt state law is enough to defeat AstraZeneca’s argument. 2. Exhaustion of Administrative Remedies Second, AstraZeneca argues that the Chapter 93A claims of the Class 2 plaintiffs conflict with the mandatory administrative remedies specified in the Medicare statute for plaintiffs wishing to challenge Medicare determinations as to the approval and proper amount of Part B drug reimbursements. AstraZeneca interprets the mandatory nature of these administrative remedies as evidence of a federal policy that federal determinations may not be called into question in any other forum. By turning to state law, AstraZeneca argues, the Class 2 plaintiffs have done just that. This argument misstates the issue. Rather than challenging the approval and proper amount of Medicare Part B drug reimbursements, as AstraZeneca characterizes it, the Class 2 plaintiffs challenge the practice of publishing inflated AWPs. This is how the district court described the claims, In re Pharm., 491 F.Supp.2d at 29, and given that the Class 2 plaintiffs do not challenge any aspect of the Medicare statute, its related regulations, or the specific agency decisions made pursuant to those laws, we think it is the better description. It is true, of course, that the chain of events by which the Class 2 plaintiffs suffered damages ran through the Medicare program, but that fact alone does not establish that the Medicare program is itself the basis of the lawsuit for purposes of determining whether the Class 2 plaintiffs were required to exhaust administrative remedies. See, e.g., Gully v. First Nat’l Bank, 299 U.S. 109, 115, 57 S.Ct. 96, 81 L.Ed. 70 (1936) (“Not every question of federal law emerging in a suit is proof that a federal law is the basis of the suit.”). No such requirement applied in this case challenging AstraZeneca’s business practices as unfair and deceptive under state law. 3. HCFA’s Authority to Police Fraud Third, and relying on Buckman Company v. Plaintiffs’ Legal Committee, 531 U.S. 341, 121 S.Ct. 1012, 148 L.Ed.2d 854 (2001), AstraZeneca argues that the Class 2 plaintiffs’ state law claims fail because they conflict with the Medicare statute, which empowers HCFA with broad authority to investigate and punish Medicare fraud. HCFA’s jurisdiction to police fraud itself must be protected, the argument runs, because only that agency can properly balance the need for enforcement with the need to protect difficult and often competing policy objectives, including adequately compensating physicians for Part B drugs and their administration, as well as guarding against excessive Medicare payments. There is nothing inherently objectionable about the premise that a federal agency like HCFA is better positioned than a private plaintiff to balance the competing policy objectives of the program it administers, or the premise that, at times, the agency should take the laboring oar in combating fraud. But Buckman is not so broad as to sanction the conclusion that, simply because the deceptive practices at issue in this case depended on the structure of the Medicare program, it was therefore HCFA’s exclusive dominion to combat them. On the contrary, Buckman addressed a more narrow scenario: the plaintiffs in that case employed a “fraud-on-the-agency” theory to attempt to create derivative standing for their own suits, which were based in state law but which sought remedies for fraudulent misrepresentations made to the Food and Drug Administration (“FDA”) during the approval process for certain medical devices. 531 U.S. at 343, 348, 121 S.Ct. 1012. In finding implied preemption, the Buckman court emphasized that, “were plaintiffs to maintain their fraud-on-the-ageney claims here, they would not be relying on traditional state tort law which had predated the federal enactments in question!] [relating to various information that must be submitted to obtain the FDA’s approval for a medical device]. On the contrary, the existence of ... federal enactments is a critical element in their case.” Id. at 353, 121 S.Ct. 1012. It also emphasized its concern that “disclosures to the FDA, although deemed appropriate by the Administration, [would] later be judged insufficient in state court,” thereby creating “an incentive to submit a deluge of information that the Administration neither wants nor needs, resulting in additional burdens on the FDA[ ].” Id. at 351, 121 S.Ct. 1012. In comparison, this case involves neither misrepresentations made directly to HCFA nor any concerns similar to the administrative efficiency concerns noted by the Buckmcm court. Perhaps more conclusively, unlike Buckmcm, this case cannot be said to involve disclosures that are fairly understood as to have been “deemed appropriate by the Administration.” At issue here is a state law remedy for deceptive practices by a manufacturer against its customers. It is certainly true that the deception touched on a federal agency, but policing deceptive conduct is nonetheless a traditional area of state concern giving rise to a remedial scheme that is separate and distinct from, and predates, the federal law in question. At most, the state consumer protection laws at issue here operate in tandem with the anti-fraud provisions of the Medicare statute, but this alone is not enough to require a finding of implied preemption. See Buckman, 531 U.S. at 352-53, 121 S.Ct. 1012 (citing Medtronic, 518 U.S. at 481, 116 S.Ct. 2240). 4. Field Preemption Fourth and finally, AstraZeneca argues that the federal Medicare scheme so completely occupies the field of Medicare payment determinations as to preclude supplemental state regulation of the amount that Medicare should pay on Part B drug claims. According to AstraZeneca, the district court made two errors. First, it erred by misidentifying the “field” at issue as medical fee regulation or state regulation of fraudulent medical billing practices, rather than as the proper determination of the amount of Medicare claims. AstraZeneca maintains that because states have no traditional state regulatory presence in that latter area, and because the federal interest in the field is significant and exclusive, the Class 2 plaintiffs’ state law claims challenging the amount paid on Medicare claims are preempted. Second, and relatedly, AstraZeneca argues that the district court wrongly employed a presumption against preemption despite the history of federal regulatory presence in the area of Medicare payment determinations. As already explained above, however, we disagree with AstraZeneca’s characterization of the plaintiffs’ claims: fairly interpreted, those claims do not challenge the approval or proper amount of Part B drug reimbursements, but rather the practice of publishing inflated AWPs; the claims are targeted at the conduct of pharmaceutical manufacturers, not the government; and the plaintiffs’ complaints sound not in federal law, but in state consumer protection law. As such, the district court’s characterization of the “field” is decidedly more appropriate to the inquiry than AstraZeneca’s proposals, both of which inaccurately construe the plaintiffs’ claims as claims against Medicare. With the claims properly described, it is obvious that states do in fact have a traditional regulatory presence in the field, and the federal interest, while arguably significant, is not exclusive. Finally, the mere presence of a federal interest does not preclude the application of the presumption against preemption. As the Supreme Court recently clarified, the presumption against preemption applies in any field in which there is a history of state law regulation, even if there is also a history of federal regulation. Wyeth, 129 S.Ct. at 1195 n. 3 (“The presumption ... accounts for the historic presence of state law but does not rely on the absence of federal regulation.”). Y. THE DISTRICT COURT’S “SPEED LIMIT” AstraZeneca next takes aim at the district court’s approach to finding liability under Chapter 93A, by which the court defined the spread between the published AWP and the actual acquisition costs that the government and the industry expected, and then used that expectation to define a limit to the spread for a particular drug in a particular year, beyond which liability for unfair and deceptive business practices would attach. This limit was referred to as the “speed limit” and, alternatively, the “expectations yardstick”; spreads that exceeded the speed limit were referred to as “mega-spreads.” A. Dr. Hartman’s Approach In developing this approach and setting the speed limit, the district court relied heavily on the submissions of the plaintiffs’ expert, Dr. Raymond S. Hartman, a healthcare economist specializing in microeconomics and econometrics, with a fo