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MEMORANDUM OPINION KETANJI BROWN JACKSON, United States District Judge With its enactment of the Medicare Act in 1965, Congress created a complex national system that insures healthcare services for the elderly and the disabled. The Secretary of the Department of Health and Human Services (“HHS”) administers the Medicare program through the Centers for Medicare & Medicaid Services (“CMS”), see 42 U.S.C. §§ 1395ff(a)(1), 1395hh(a)(1), and CMS employs the Prospective Payment System (“PPS”) to reimburse hospitals for the inpatient medical services that they provide to Medicare beneficiaries, see id. § 1395ww(d); Anna Jacques Hosp. v. Burwell, 797 F.3d 1155, 1157-58 (D.C. Cir. 2015); Cape Cod Hosp. v. Sebelius, 630 F.3d 203, 205 (D.C. Cir. 2011). PPS reimbursements are pegged to a complicated formula that requires the Secretary to account for a hospital’s wages and wage-related costs, such as salaries, health insurance, and pension plans. Moreover, because such wage-related costs can yary across geographic areas, Congress has required the Secretary to adjust PPS payments regionally based on a wage index that the agency calculates annually using data that regional hospitals report to HHS and its agents. The direct relationship between the wage index and PPS reimbursement payments often spawns litigation regarding how the index is calculated; the instant matter is one such case. Plaintiffs are a large group of inpatient hospitals that believe the PPS payments that HHS made to them were improper primarily due to certain allegedly inappropriate changes that the Secretary made that affected the wage-index calculation, beginning in 2005. Plaintiffs’ primary bone of contention is with a final rule that HHS proposed in May of 2005 and promulgated in August of 2005. See Medicare Program; Changes to the Hospital Inpatient Prospective Payment Systems and Fiscal Year 2006 Bates (the “2005 Final Rule”), 70 Fed. Reg. 47,-278, 47,278 (Aug. 12, 2005). The 2005 Final Rule altered how certain labor-related data is to be reported and calculated for the purpose of creating the wage index. According to Plaintiffs, the proposal for this rule provided insufficient notice of the changed methodology, the change itself was insufficiently explained and inherently contrary to the Medicare statute, and the 2005 Final Rule ultimately resulted in the agency’s creation of defective regional wage indices because the HHS agents that collect and evaluate the wage data hospitals submit applied the Secretary’s policies erratically. Plaintiffs also challenge the Secretary’s decision to change certain wage-related nomenclature in an important Medicare handbook in 2008: they argue that HHS failed to employ required notice-and-comment procedures when it issued “Transmittal 436” (the memorandum that effectuated the handbook changes). Plaintiffs further allege that HHS ultimately applied both the 2005 Final Rule and the Medicare handbook changes in an impermissibly retroactive manner, because the agency applied those new policies when it evaluated certain data that Plaintiffs had submitted long before the rule and handbook changes became operative. Before this Court at present are the parties’ cross-motions for summary judgment. (See Pls.’ Mot. for Summ. J. (“Pls.’ Mot.”), ECF No. 14; Def.’s Cross-Mot. for Summ. J. & Opp’n to Pls.’ Mot. for Summ. J. (“Def.’s Mem.”), ECF No. 16.) On September 30, 2016, this Court issued an Order in which it DENIED Plaintiffs’ summary judgment motion and GRANTED the Secretary’s cross-motion. (See Order, ECF No. 25.) This Memorandum Opinion explains the reasons for that order. In short, and as explained fully below, this Court rejects Plaintiffs’ myriad assertions regarding the agency’s alleged production of deficient regional wage indices after the Secretary’s rule change in 2005, and it also concludes that the application of the wage indices that the agency used to generate Plaintiffs’ PPS payments between 2007 and 2011 did not have an impermissibly retroactive effect. I. BACKGROUND A. Medicare Payments, The PPS Scheme, And The Manner In Which HHS Creates And Uses Regional Wage Indices L Medicare Payments For Inpatient Hospital Care Are Based On Fixed Rates That Are Set Prospectively And Adjusted For Regional Variations In Labor-Related Costs The rise of the PPS reimbursement system, which is the federal government’s current scheme for paying hospitals for inpatient services rendered to Medicare beneficiaries, has been well-documented. See, e.g., Anna Jacques Hosp., 797 F.3d at 1158-59; Cape Cod Hosp., 630 F.3d at 205; Clarian Health West, LLC v. Bunuell, No. 14-339, 206 F.Supp.3d 393, 397-99, 2016 WL 4506969, at *2 (D.D.C. Aug. 26, 2016). In short, until 1983, reimbursements for inpatient medical care for Medicare beneficiaries who required at least a one-night stay in the hospital “were based on the ‘reasonable costs’ of [the] inpatient services” actually provided, so long as those costs fell within certain limits. Methodist Hosp. of Sacramento v. Shalala, 38 F.3d 1225, 1227 (D.C. Cir. 1994) (citing 42 U.S.C. § 1395f(b)); see also 42 U.S.C. § 1395ww(d)(1)(B) (defining class of covered hospitals); Anna Jaques Hosp. v. Sebelius, 583 F.3d 1, 2 (D.C. Cir. 2009). This meant that hospitals had little ex ante incentive to keep costs low, and that Medicare costs escalated as hospital costs increased. See Methodist Hosp., 38 F.3d at 1227. But Congress overhauled the cost-based system for inpatient hospital care in 1983; the new reimbursement scheme that Congress adopted—the PPS—is a system that “relies on prospectively fixed rates for each category of treatment rendered.” Id. (citing Social Security Amendments of 1983, Pub. L. No. 98-21, § 601, 97 Stat. 65, 149 (1983)). The PPS system “improvefs] efficiency and reduce[s] operating costs” because hospitals are given advance notice of the pre-established rates at which inpatient services will be reimbursed and are ultimately reimbursed at those pre-set rates, irrespective of the costs the hospital actually incurs. Id.; see also Anna Jacques Hosp., 797 F.3d at 1157-58 (citing 42 U.S.C. § 1395ww(d)). Notably, the prospectively set rates that hospitals are paid under the PPS scheme “are tied to the national average cost of treating a patient in a particular ‘diagnosis-related group’ (DRG).” Southeast Ala. Med. Ctr. v. Sebelius, 572 F.3d 912, 914 (D.C. Cir. 2009) (quoting 42 U.S.C. § 1395ww(d)). The national average cost of treating patients in a given DRG is a “standardized amount[,j” Cape Cod Hosp., 630 F.3d at 205; however, Congress has recognized that the costs of treating patients can vary regionally based on the relative costs of labor in various parts of the country, so the Medicare statute requires HHS to adjust PPS payments to smooth out regional differences related to such costs, see 42 U.S.C. § 1395ww(d)(3)(E)(i) (stating that “the Secretary shall adjust the proportion, (as estimated by the Secretary from time to time) of hospitals’ costs which are attributable to wages and wage-related costs, of the DRG prospective payment rates ... for area differences in hospital wage levels”). In fact, a “significant component” of the PPS payment that a qualifying inpatient hospital receives for treating Medicare beneficiaries relates to ‘“wages and wage-related costs[,]’” Anna Jaques Hosp., 583 F.3d at 2 (quoting 42 U.S.C. § 1395ww(d)(3)(E)(i))—which are collectively referred to as a hospital’s “labor-related share,” Southeast Ala. Med. Ctr., 572 F.3d at 914-15—and, therefore, the prospective payment amounts that HHS pays to hospitals that provide inpatient treatment for similar Medicare beneficiaries can vary significantly by region. The instant case concerns the mechanism by which the Secretary calculates the labor-related variable that it applies to the national average cost when the reimbursement amount due to a particular hospital is determined. 2. HHS Creates And Applies Regional Wage Indices To Ensure Equitable Nationwide PPS Payments Per the Medicare statute, the required labor-related adjustment to the national average cost of treating a patient in a particular DRG must be made “by [employing] a factor (established by the Secretary) reflecting the relative hospital wage level in the geographic area of the hospital compared to the national average hospital wage level.” 42 U.S.C. § 1395ww(d)(3)(E)(i). “HHS has traditionally referred to ... [this] ‘factor’ ... as the wage index.’” Southeast Ala. Med. Ctr., 572 F.3d at 914-15. It is critically important to understand the symbiotic relationship that exists between hospitals and HHS with respect to the creation and application of the regional wage indices: generally speaking, HHS creates the required regional indices based on wage-related data that the agency gleans from cost reports that hospitals submit when they seek Medicare reimbursements, and then, once the indices are created (which can take years, as explained below), HHS applies the regional wage indices to the cost reports that hospitals submit regarding their expenses in order to determine the particular prospective amounts that are paid to individual hospitals for the eligible services they provide in a given fiscal year. Of course, as with many complex systems, the devil is in the details, which can be described generally as follows. a. How The Wage Indices Are Created By statute, the Secretary develops new wage indices annually and by region “on the basis of a survey ... of the wages and wage-related costs of subsection (d) hospitals in the United States.” 42 U.S.C. § 1395ww(d)(3)(E)(i); see also Anna Jacques Hosp., 797 F.3d at 1158. The survey reflects wage information that is derived from the cost reports that hospitals submit every year to “Medicare administrative contractors” (“MACs”), which are private entities that are also known as “intermediaries” and that act as the Secretary’s agents for the purpose of calculating PPS payments. See Palisades Gen. Hosp. Inc. v. Leavitt, 426 F.3d 400, 401 (D.C. Cir. 2005). For the purpose of the creation of the wage indices, the relevant information dwells in a portion of a hospital’s cost report called “Worksheet S-3,” which solicits detailed data about the wages the hospital paid, its wage-related costs, and the hours its employees worked during a particular reporting period. Regents of the Univ. of Cal. v. Burwell, 155 F.Supp.3d 31, 38 (D.D.C. 2016); see 2005 Final Rule, 70 Fed. Reg. at 47,373. The wage indices are developed based on a multistep process. See, e.g., Medicare Program; Changes to the Hospital Inpatient Prospective Payment Systems and Fiscal Year 2007 Rates (“FFY 2007 PPS Changes”), 71 Fed. Reg. 47,870, 48,016 (Aug. 18, 2006) (describing the process). First, the MACs audit the data that the hospitals provide in their cost reports in order to ensure that it complies with all applicable formatting requirements before it is passed on to the Secretary. See Regents of the Univ. of Cal., 155 F.Supp.3d at 41-42; Owensboro Health, Inc. v. Burnell, No. 14-95, 2016 WL 4361527, at *5 (W.D. Ky. Aug. 12, 2016); Parkview Med. Assocs., L.P v. Shalala, No. 94-1941, 1997 WL 470107, at *10 (D.D.C. Aug. 13, 1997), aff'd, 158 F.3d 146 (D.C. Cir. 1998); 2005 Final Rule, 70 Fed. Reg. at 47,369, 47,372, 47,384; (see also Compl., ECF No. 1, ¶ 10). Then—after the MACs inform the hospitals of “the results of their review” and the hospitals respond, FFY 2007 PPS Changes, 71 Fed. Reg. at 48,016—the Secretary “scrubs” the data that the MACs forward to the agency, removing data “that fail to meet certain criteria for reasonableness, including data that are ‘incomplete!!,] inaccurate ..., or otherwise aberrant]!,]’” Anna Jaques Hosp., 583 F.3d at 3 (quoting Medicare Program; Changes to the Hospital Inpatient Prospective Payment Systems and Fiscal Year 2005 Rates, 69 Fed. Reg. 48,916, 49,049 (Aug. 11, 2004)) (first and second alterations in original); see also 2005 Final Rule, 70 Fed. Reg. at 47,372 (describing the post-intermediary removal of data). The Secretary then compares the average hourly wage of the hospitals in each region of the country against the national average hourly wage, and thereby computes each region’s wage index. And once this lengthy wage-data collection and cleaning process is done, the Secretary publishes for public comment a proposed rule that includes the updated wage ■ indices, which is followed' by the agency’s publication of a final rule that contains the particular wage indices that will govern the PPS payments that will be calculated and distributed during the next fiscal year. See Anna Jacques Hosp., 797 F.3d at 1159; see also Southeast Ala. Med. Ctr., 572 F.3d at 914 (confirming that the Secretary updates the wage index annually, through notice-and-comment rulemak-ing). Significantly for present purposes, because this complex process takes time, the set of regional wage indices that the Secretary promulgates each year is based on wage data from cost-reporting periods that took place several years (generally three or four years) prior. See Regents of the Univ. of Cal., 155 F.Supp.3d at 38; see also Anna Jaques Hosp., 583 F.3d at 3; 2005 Final Rule, 70 Fed. Reg. at 47,368 (explaining that the federal fiscal year 2006 wage index was based on cost reports for reporting periods beginning in federal fiscal year 2002); (Compl. ¶ 68 (“The ... determinations regarding the [fiscal year] 2006-2011 wage indices were based upon data gleaned from Hospitals’ cost reports for [fiscal years] 2002-2007, respectively.”)). Furthermore, because the agency updates the wage index on an annual basis, the MACs must take care to use the applicable wage index for the relevant fiscal period when they undertake to calculate the prospective payments that will be made to a hospital for any given fiscal year, as explained below. b. How The Wage Indices Are Applied A bird’s eye view of the manner in which the MACs use the regional wage indices to calculate PPS payments brings individual hospital cost reports, once again, into focus. “At the end of its fiscal year, a hospital submits to its intermediaries a cost report setting forth all costs for which it claims reimbursement[,]” and it is “[b]ased on' these costs and the hospital’s wage index[ that] the fiscal intermediary calculates the amount of reimbursement due to the hospital.” Palisades Gen. Hosp., 426 F.3d at 401; see also 42 C.F.R. § 405.1801(b)(1) (“In order to be paid for covered services furnished to Medicare beneficiaries, a provider must file a cost report with its contractor[.]”); id. §§ 405.1801(a), 413.24(f). When it comes time to pay, the Secretary (through her agents) uses the pertinent regional wage index to “adjust” the portion of the base payment rate that corresponds to the hospital’s labor-related share. 42 U.S.C. § 1395ww(d)(3)(E)(i); see also Cape Cod Hosp., 630 F.3d at 205-06; Palisades Gen. Hosp., 426 F.3d at 401; Anna Jacques Hosp., 797 F.3d at 1159; Southeast Ala. Med. Ctr., 572 F.3d at 914-15. This adjustment essentially entails multiplying the hospital’s labor-related share by the applicable regional wage index factor. See Cape Cod Hosp., 630 F.3d at 205-06. Then, that adjusted labor-related share replaces the “standardized” labor-related share in the summation of the hospital’s total operating expenses for purposes of the complex PPS payment calculation that determines the amount the hospital is paid. See id. at 206. With respect to the matter of identifying which wage index is to be used to calculate a hospital’s' PPS payments for a given fiscal year, it is important to rióte that hospital cost-reporting periods are not necessarily coextensive with the federal fiscal year, which runs from October 1st of the calendar year preceding the fiscal year to September 30th of the next (e.g., federal fiscal year 2007 ran from October 1, 2006 to September 30, 2007). See 42 C.F.R. § 51.2. Accordingly, with exceptions not relevant here, hospitals receive PPS payments based on the wage index in effect during the federal fiscal year when the inpatient discharge for which the hospital seeks reimbursement occurred. See, e.g., 2005 Final Rule, 70 Fed. Reg. at 47,368; 42 C.F.R. § 412.64(a). This all means that hospital cost reports serve at least two relevant functions: they provide the information pursuant to which HHS doles out PPS payments for inpatient treatment that a particular hospital provides to Medicare beneficiaries during a given fiscal year, and they also add to the data set that the agency uses to construct future wage indices, which, in turn, will impact the PPS reimbursement amounts that are tendered to hospitals in future years. See Kaiser Found. Hosps. v. Sebelius, 708 F.3d 226, 228 (D.C. Cir. 2013); Palisades Gen. Hosp., 426 F.3d at 401; see also 42 C.F.R. § 405.1803. Thus, inpatient hospitals are understandably interested in the process by which HHS constructs and applies the regional wage indices, and they generally proceed in the hope that the wage data the agency gathers from the cost reports will be used to create indices that will yield the highest possible reimbursement amount in the future. See, e.g., Southeast Ala. Med. Ctr., 572 F.3d at 915 & n.4 (giving example). Moreover, because the process described above depends in large part on a hospital’s self-reporting of its own labor-related share, hospitals necessarily spend considerable time and energy on ensuring that their wages and wage-related costs are accurately measured and reported. B. The Secretary’s Changing Wage-Index Rules And Guidance The dispute in this case stems from certain actions the Secretary took, beginning in 2005, that allegedly affected the wage indices that the MACs applied when Plaintiffs submitted their cost reports seeking PPS payments in federal fiscal years 2007 through 2011. In order to understand the agency’s rule changes and Plaintiffs’ arguments about them, one must have some knowledge of the prior state of affairs—i.e., the governing standards before 2005. 1. The Wage Reporting Rules In Effect from 1995 to 2005 a. The 199k Final Rule In 1994, the Secretary promulgated a final rule that addressed “the amounts and factors necessary to determine prospective payment rates for Medicare hospital inpatient services for operating costs and capital-related costs”; as relevant here, the 1994 Final Rule specifically required inpatient hospitals “to follow Generally Accepted Accounting Principles (GAAP) in developing ... wage-related costs” for the Worksheet S-3. Medicare Program; Changes to the Hospital Inpatient Prospective Payment Systems and Fiscal Year 1995 Rates (“1994 Final Rule”), 59 Fed. Reg. 45,330, 45,330, 45,357 (Sept. 1, 1994). This change affected the range of permissible methods of reporting pension costs when the hospitals reported wage-related costs on their worksheets. See Regents of the Univ. of Cal., 155 F.Supp.3d at 41 (explaining that, “under GAAP, there are differing—indeed, conflicting—rules pertaining to the reporting of pension costs depending on the set of standards applied”); see also id. n.3 (observing different “GAAP” standards for pension reporting); cf. Shalala v. Guernsey Mem’l Hosp., 514 U.S. 87, 101, 115 S.Ct. 1232, 131 L.Ed.2d 106 (1995) (observing the indeterminacy of GAAP). And the 1994 Final Rule also explicitly rejected the idea that “applicable Medicare principles (which may differ from GAAP)” should govern; the Secretary explained that it was the agency’s view that GAAP would “more accurately reflect relative labor costs, because certain wage-related costs (such as pension costs) as recorded under GAAP tend to be more static from year to year.” 59 Fed. Reg. at 45,357. Thus, adopting GAAP would likely avoid large annual “swings in these costs,” thereby preventing a situation in which the “wage index ... does not accurately reflect relative labor costs.” Id. Although the changes in this rule generally applied after October 1, 1994—i.e., for federal fiscal year 1995—the Secretary explained that the GAAP adoption would not go into effect until federal fiscal year 1999. See id. at 45,330, 45,359. This determination was made for three reasons: (1) the “data necessary to institute [the] changes immediately [were] not available”; (2) it had been agency policy “not to apply policy changes retroactively” and it would be unfair to require hospitals to “retroactively revise their recordkeeping systems to accommodate these changes”; and (3) a delayed implementation would “allow[ ] time for hospitals that m[ight] be adversely affected to adjust their fiscal plan.” Id. at 45,359. b. The 1995 Final Rule Just under a year later, the Secretary promulgated a final rule in a slightly different context that is significant for present purposes because it addressed HHS’s view of GAAP and Medicare accounting principles as they relate to the reporting of costs. See Medicare Program; Clarification of Medicare’s Accrual Basis of Accounting Policy (“1995 Final Rule”), 60 Fed. Reg. 33,126, 33,126 (June 27, 1995); see also Regents of the Univ. of Cal., 155 F.Supp.3d at 39 (discussing the 1995 Final Rule). The 1995 Final Rule arose from the fact that, even though Congress had adopted the prospective payment system for the provision of inpatient hospital services, certain other services provided by hospitals were still being reimbursed under the “reasonable costs” methodology— i.e., reimbursement payments were based on the costs “actually incurred” for the services rendered. 1995 Final Rule, 60 Fed. Reg. at 33,126; see also Regents of the Univ. of Cal., 155 F.Supp.3d at 39. Under the accrual basis of accounting, which governed how the expenses related to those other services were reported, providers were required to report expenses in “the period in which they are incurred, regardless of when they are paid.” 1995 Final Rule, 60 Fed. Reg. at 33,126. But the Secretary had noticed a problem: some providers were using that definition to claim costs “without evidence of having incurred actual expenditures or the assurance that liabilities associated with accrued costs w[ould] ever be fully liquidated through an actual expenditure of funds.” Id. To address this problem, the Secretary decided that the cost-reporting rules should be adjusted “to incorporate longstanding Medicare policy regarding timely liquidation of liabilities[.]” Id. at 33,126; see also id. at 33,126-27 (explaining that the Medicare Provider Reimbursement Manual had long stated that providers who did not “timely liquidate” liabilities—however timely liquidation was defined for that particular liability—could not claim reimbursements for those costs). Significantly for present purposes, when the Secretary first proposed the 1995 Final Rule, commenters complained that it would conflict with GAAP. Id. at 33,127. In response, the Secretary explained that “Medicare payment policy does not always follow GAAP exactly because Medicare payment policy and GAAP have different objectives.” Id. That is, while “Medicare’s objective for cost payment purposes is to pay providers appropriately for the reasonable and proper cost of furnishing services to Medicare beneficiaries in a specific fiscal period[,]” the “primary goal of GAAP is the full and proper presentation of accounting data through statements and reports.” Id. Moreover, according to the Secretary, at least in this context, GAAP had to be subordinated to Medicare payment policy where the two conflict. See id. at 33,128; see also id. (“The fact that Medicare payment policies may at times differ from GAAP is neither unusual nor unintentional.”). The Secretary also stressed that the agency was not saying that GAAP was irrelevant, but simply clarifying that GAAP could not be used to undermine Medicare policy.. See id. at 33,129 (explaining that, to comply, providers needed only to record their costs in accordance with GAAP and then “make necessary reclassi-fications and adjustments in them Medicare cost reports to conform with Medicare policy”). The 1995 Final Rule was ultimately codified at 42 C.F.R. § 413.100, but it was explicitly made inapplicable to inpatient care that was subject to the PPS payment scheme. See Regents of the Univ. of Cal., 155 F.Supp.3d at 39 (citing, inter alia, 1995 Final Rule, 60 Fed. Reg. at 33,126); see also 1995 Final Rule, 60 Fed. Reg. at 33,126 (“This policy pertains to all services furnished by providers other than inpatient hospital services ... and certain inpatient routine services furnished by skilled nursing facilities[.]” (emphasis added)). Thus, between 1995 and 2005, hospitals continued to report their wage-related costs in accordance with GAAP with respect to reimbursements for inpatient services, while the expenses that were not subject to the prospective payment system were reported only if they were timely liquidated. 2. The 2003 PRM Instruction And The 2005 Proposed Rule In 2003, HHS attempted to address what the agency saw as potential wage-related reporting abuses by hospitals seeking reimbursement for inpatient services under the PPS system. The Secretary inserted a directive into one of the provider instructions in the Medicare Provider Reimbursement Manual (“the PRM”), which is a manual that “contains ‘guidelines and policies to implement [the] Medicare regulations [that] set forth principles for determining the reasonable cost of provider services,’ but ... ‘does not have the effect of regulations.’” Catholic Health Initiatives v. Sebelius, 617 F.3d 490, 491 (D.C. Cir. 2010) (quoting Ctrs. for Medicare and Medicaid Servs., Provider Reimbursement Manual, Part 1, Foreword, at I); see also 2005 Final Rule, 70 Fed. Reg. at 47,369 (noting that the Secretary’s GAAP-related statement appeared in Part II of the PRM, at section 3605.2). The instruction stated that, “[a]lthough hospitals should use GAAP in developing wage related costs, the amount reported for wage index purposes must meet the reasonable costs provisions of Medicare.” Regents of the Univ. of Cal., 155 F.Supp.3d at 39 (emphasis added) (alteration in original) (internal quotation marks and citation omitted). Then, on May 4, 2005, the Secretary went even further: in the proposed rule that introduced the wage index for federal fiscal year 2006, the agency outlined its “propos[al] to revise the Medicare hospital inpatient prospective payment systems ... to implement changes arising from [HHS’s] continuing experience with th[o]se systems.” Medicare Program; Proposed Changes to the Hospital Inpatient Prospective Systems and Fiscal Year 2006 Rates (“2005 Proposed Rule”), 70 Fed. Reg. 23,306, 23,306 (May 5, 2005). The summary section of the 2005 Proposed Rule specifically mentioned the Secretary’s intention to change “the amounts and factors used to determine the rates for Medicare hospital inpatient services for operating costs and capital-related costs.” Id. And the summary also set forth a long list of proposed “policy changes[,]” including changes related to “wage data, including the occupational mix data, used to compute the wage index[.]” Id. In a subsection of the 2005 Proposed Rule that was titled “Worksheet S-3 Wage Data for the Proposed FY 2006 Wage Index Update[,]” id. at 23,371, the Secretary recounted the 1994 Final Rule and explained that HHS had “instructed hospitals to use [GAAP] in developing wage-related costs for the wage index,” in large part because the agency had believed that “the application of GAAP[ ] for purposes of compiling data on wage-related costs used to construct the wage index [would] more accurately reflect relative labor costs, because certain wage-related costs (such as pension costs), as recorded under GAAP[ ], tend to be more static from year to year.” Id. (quoting 1994 Final Rule, 59 Fed. Reg. at 45,357). Since then, however, HHS had “periodically received inquiries for more specific guidance on developing wage-related costs for the wage index[,]” and in response, the agency had provided several attempted clarifications, including the 2003 PRM Instruction. Id. Nevertheless, the Secretary remained concerned about “inconsistent reporting and overreporting of pension and other deferred compensation plan costs,” which was a problem that also had been highlighted in “an ongoing Office of Inspector General review[.]” Id.; see also Regents of the Univ. of Cal., 155 F.Supp.3d at 40 (“In May 2005, the Office of Inspector General ... alerted [the Secretary] to ... preliminary findings regarding hospitals’ inconsistent reporting of pensions and other postretirement benefit costs as wage data in their cost reports.” (third alteration in original) (internal quotation marks and citations omitted)). Therefore, the summary section of the 2005 Proposed Rule stated that we are clarifying in this proposed rule that hospitals must comply with the PRM, Part I, sections 2140[,] 2141, and 2142 and related Medicare program instructions for developing pension and other deferred compensation plan costs as wage-related costs for the wage index. The Medicare instructions for pension costs and other deferred compensation costs combine GAAPs, Medicare payment principles, and other Federal labor requirements. We believe that the Medicare instructions allow for consistent reporting among hospitals and for the development of reasonable deferred compensation plan costs for purposes of the wage index. Beginning with the FY 2007 wage index, hospitals and fiscal intermediaries must ensure that pension, post-retirement health benefits, and other deferred compensation plan costs for the wage index are developed according to the above terms. 2005 Proposed Rule, 70 Fed. Reg. at 23,-371. With this language, the 2005 Proposed Rule required hospitals to move away from the GAAP-only approach to reporting their wage-related costs for wage-index purposes and to report those costs in accordance with “Medicare instructions,” which are also known as “Medicare Reasonable Cost Principles,” or “MRCP.” (Admin. R. App. (“AR”), ECF Nos. 22-1-20, 960; Def.’s Mem. at 17.) The 2005 Proposed Rule also imposed a one-year lag with respect to the effective date of this change; only the Worksheet S-3 data that the agency would rely upon to construct the 2007 wage indices (and beyond) would need to comport with MRCP. See 2005 Proposed Rule, 70 Fed. Reg. at 23,371. Thus, the Secretary proposed that MRCP govern what hospitals would report on their wage-data worksheets, as well as what the Secretary would accept with respect to those costs beginning in 2007, and explained that, by establishing this requirement, it was the agency’s intention to support the development of a more accurate wage index based on consistent reporting of wage-related costs. See id. The Secretary received 555 written comments regarding the 2005 Proposed Rule during the public-comment period, only five of which expressed concern about the proposed changes related to the wage index. (See AR 306-08.) 3. The August 2005 Final Rule In the final notice that the agency published in the Federal Register on August 12, 2005, the Secretary addressed certain comments that HHS had received in response to the proposed wage-index-related changes. See 2005 Final Rule, 70 Fed. Reg. at 47,369-70. Two commenters complained that the reporting rule would be “a significant change” from the policy articulated in 1994 and that the agency had “provided no rationale for moving away from using GAAP for developing these costs for the wage index,” 2005 Final Rule, 70 Fed. Reg. at 47,369, while another claimed that GAAP was simply superior to MRCP for these purposes, see id. In response, the Secretary again explained the key differences between GAAP and MRCP, and reiterated the proposed rule’s reference to the 2003 PRM Instruction, which, as noted above, had previously informed hospitals that “[although [they] must use GAAP in developing wage-related costs, the amount reported for wage index purposes must meet the reasonable cost provisions of Medicare.” Id. The Secretary also articulated HHS’s view that, notwithstanding GAAP’s benefits and the agency’s statements about GAAP in 1994, HHS had not intended “for hospitals to include costs in the wage index that ha[d] not been funded and m[ight] never be funded[,]” which was a practice that, if unchecked, could lead to significant distortions in the regional average wage calculation. Id. The 2003 PRM Instruction was one attempt to make this clear, but experience had demonstrated the necessity of enacting a rule that prevented a GAAP-only approach to filling out Worksheet S-B. See id. In addition, the Secretary’s response to the commenters specifically referenced the Inspector General’s report—which had found that “some hospitals include[d] millions of dollars in unfunded pension and other postretirement benefit costs,” while others “include[d] only funded amounts,” thereby distorting the wage index—and explained that requiring MRCP (which, again, did not render GAAPs irrelevant but merely “combinefd] GAAPs, Medicare payment principles, and Department of Labor and Internal Revenue Service requirements”) would fix that problem. Id. The 2005 Final Rule rejected the call for a new comment period, see id. at 47,370 (asserting that the “discussion in the proposed rule was sufficient notice”), and ultimately adopted the proposed rule nearly verbatim, see id. at 47,369. The operative language—which is almost exactly the same as the language of the proposed rule and differs only as indicated by the underlined portions below—is as follows: Due to recent questions and concerns we received regarding inconsistent reporting and overreporting of pension and other deferred compensation plan costs, as a result of an ongoing Office of Inspector General review, we are clarifying in this final rule that hospitals must comply with the requirements in 42 CFR 413.100, the PRM, Part I, sections 2140, 2141, and 2142, and related Medicare program instructions for developing pension and other deferred compensation plan costs as wage-related costs for the wage index. The Medicare instructions for pension costs and other deferred compensation costs combine GAAPs, Medicare payment principles, and Department of Labor and Internal Revenue Service requirements. We believe that the Medicare instructions allow for both consistent reporting among hospitals and for the development of reasonable deferred compensation plan costs for purposes of the wage index. Id. at 47,369 (emphasis added). Furthermore, in addition to restating the MRCP reporting requirement, the 2005 Final Rule also reiterated that the MRCP requirement would not go into effect until fiscal year 2007. See id. In this regard, the Secretary explained that all regulated parties should be able to comply with the requirement by fiscal year 2007, because “hospitals have been required, since cost reporting periods beginning during FY 1995, to complete ... a reconciliation worksheet between GAAP and Medicare principles!,]” id. at 47,370, and, apparently, “[w]hen combined with wage costs included on Worksheet S-3,” this reconciliation worksheet “provided a basis to determine which pension costs were timely liquidated in compliance with 42 C.F.R. § 413.100, without requiring further reporting[,]” Regents of the Univ. of Cal, 155 F.Supp.3d at 40-41. Thus, per the 2005 Final Rule, MACs would need to examine the previously submitted cost-report data upon which future wage indices would be based to ensure that it complied with MRCP as part of their auditing process beginning in fiscal year 2007. See id. at 40—41, 45-46. And when it came time to begin the wage-index creation process for the 2007 regional wage indices (and the subsequent wage indices that necessarily relied on data from cost reports submitted before the 2005 Final Rule), the MACs did just that. See id. at 46 (explaining that the “fiscal intermediaries ... adjusted] previously submitted data for purposes of computing the ... 2007 and 2008 wage indices”). Furthermore, the Secretary also conducted her usual scrubbing process, followed by proposing the wage indices, and then promulgating them in a final rule. See, e.g., FFY 2007 PPS Changes, 71 Fed. Reg. at 48,015 (describing, among other things, the post-intermediary removal of data from over two hundred hospitals). Consequently, when the wage indices for fiscal year 2007 through 2010 were constructed (using cost-report data from prior years, as usual) and then used to determine individual hospitals’ PPS payments, the accounting adjustment that the 2005 Final Rule required impacted the payments that hospitals received for those fiscal years. (See, e.g., Pls.’ Mem. in Supp. of Pls.’ Mot. (“Pls.’ Mem.”), ECF No. 14-1, at 9 (“[The Secretary] ... began applying [the 2005 Final Rule] when reviewing hospitals’ 2003-2006 cost reports for purposes of determining wage indices] for [fiscal years] 2007-2010.”); see also Compl. ¶¶ 42-43 (alleging that “at the time [Plaintiffs] filed their respective cost reports for fiscal years 2003-2006, they were operating under the guidance of the [1994 Final Rule]” and “would have made different decisions” if they had known the 2005 Final Rule was coming).) 4. Transmittal 436 And The 2009 Spreadsheet After it promulgated the 2005 Final Rule, HHS took two additional steps that are relevant here. First, in March of 2008, the Secretary decided to amend the PRM to address user confusion regarding the reporting of pension costs. Via a memorandum dubbed “Transmittal 436,” the Secretary noted that the PRM “defines pension costs using ERISA terminology and the ERISA minimum and maximum cost limits[,]” and that the agency was replacing the GAAP-related terms that appeared in parts of the PRM with ERISA terms, in order “to prevent confusion with pension costs determined for financial accounting purposes.” (AR 1112.) The Secretary explained that these “clarifications” were meant “to state the original intent of the manual on how to report pension costs.” (Id.) However, according to Plaintiffs, pri- or HHS rules “did not specifically require the use of ‘ERISA’ ... for purposes of reporting pension costs” when they “prepared their respective cost reports for [fiscal years] 2005-2007[.]” (Compl. ¶ 47.) Plaintiffs complain that, after Transmittal 436 issued, “[s]ome [MACs] began applying the guidance set forth in ... Transmittal 436 to hospital cost reports for [fiscal year] 2005 for purposes of making [fiscal year] 2009 wage index determinations.” (Pis.’ Mem. at 18; see also Compl. ¶48 (alleging that, in the wake of Transmittal 436, “some [MACs] changed the methodology by which they determined pension costs includable for purposes of the [fiscal year] 2009, 2010, and 2011 wage indi-ces”).) Second, in 2009, HHS released to the MACs an optional spreadsheet that could be used to assist in the auditing of wage-index data. (See Pls.’ Mem. at 19; Def.’s Mem. at 27.) Plaintiffs allege that not all of the intermediaries used the optional spreadsheet, and those that did use the document did so to differing degrees, which, Plaintiffs say, altered the wage indi-ces and necessarily affected Plaintiffs’ PPS payments. (See Pls.’ Mem. at 19-20; Compl. ¶¶ 50-53.) C. Procedural History The plaintiffs in the instant action are 493 hospitals from all over the United States that brought a consolidated administrative proceeding before the Provider Reimbursement Review Board (“PRRB”) to challenge the PPS payments they had received during federal fiscal years 2007 through 2011. (See Providers’ Final Position Paper, AR 942-45.) The Medicare statute authorizes hospitals to petition the PRRB, which is a tribunal within HHS, regarding PPS determinations, see 42 U.S.C. § 1395oo(a)-(b); 42 C.F.R. §§ 405.1803(a)-(b), 405.1811(a)-(b), and under certain circumstances, aggrieved providers can also seek judicial review of final agency decisions on such matters, see 42 U.S.C. § 1395oo(f); see also Palisades Gen. Hosp., 426 F.3d at 401-02. In their proceedings before the PRRB, Plaintiffs claimed that the PPS reimbursements they had received were unsatisfactory and contrary to law because of the effects of the rule changes that the Secretary had made with respect to the wage indices. In chief, Plaintiffs homed in on the way that their MACs had adjusted Plaintiffs’ reported labor-related costs during the auditing process after the 2005 Final Rule became effective. (See Providers’ Final Position Paper, AR 942 (“This ... appeal is brought ... to challenge ... reductions in [certain hospital-reported expenses] utilized to determine the relevant wage indices for . five federal fiscal years[.]”); id. 944-45 (“The exclusion of [certain] expenses from the Wage Data resulted in wage indices ... which were not reflective of the national average wage level ... adversely impacting] ... [PPS] payments[.]”); Pls.’ Mem. at 10 (“[Y]ears after the hospitals reported their [costs], some [administrative contractors] disallowed these expenses based upon the Secretary’s post hoc policies.”); see also PRRB Decision, AR 11 (“The parties dispute the amount of the pension and postre-tirement benefit ... costs that should be reported on Worksheet S-3 for purposes of the wage index .... [The hospitals dispute] the computation of the wage indices for federal fiscal years ... 2007 through 2011[.]”).) As relevant here, Plaintiffs argued to the PRRB that the 2005 Final Rule required meaningful notice and comment, and that such had not been afforded when the 2005 Final Rule was promulgated (see AR 205, 945); that the agency’s rationale for moving away from GAAP in the 2005 Final Rule was insufficiently explained (id. 212); that Transmittal 436 was an interpretive guideline that required notice and comment because it had changed a previous; position of the agency (id. 204-05, 217, 955-56); that the agency had acted in an impermissibly retroactive fashion in establishing these new policies (id. 945); and that the MACs had calculated wage-related costs in a disparate way due at least in part to inconsistent use of the Spreadsheet (id.). The PRRB viewed the case as “a dispute over the proper amount of Medicare reimbursement due” that turned on “[wjhether the [MACs’] adjustments to pension costs ... resulted in erroneous wage indiees[,]” and so construed, rejected Plaintiffs’ challenge on the grounds that Plaintiffs’ notice-and-comment claims lacked merit, and that the PRRB lacked the authority to consider Plaintiffs’ retro-activity arguments. (PRRB Decision, AR 1, 8.) The PRRB also stated that, because the 2005 Final Rule was valid, it would not reach Plaintiffs’ arguments that the 2005 Final Rule was “arbitrary and capricious and/or inconsistently applied[.]” (Id. 18 & n.46.) Thereafter, in a letter dated November 13, 2013, the CMS Administrator declined to review the PRRB ruling. (See id. 1.) Having exhausted their administrative remedies, Plaintiffs filed the complaint in the instant case on November 8, 2013. Plaintiffs’ four-count complaint alleges, first, that the Secretary failed to comply with the APA’s notice-and-comment requirements when the agency issued the 2005 Final Rule. (See Compl. ¶¶ 54-60 (Count I).) The complaint further claims that the Secretary violated the APA in issuing Transmittal 436 because the Secretary changed agency policy in that document without engaging in notice-and-comment rulemaking (see id. ¶¶ 61-66 (Count II)); that the Secretary acted in an imper-missibly retroactive manner (see id. ¶¶ 67-77 (Count III)); and that the Secretary violated the Medicare statute because the agency’s agents failed to act uniformly in gathering data for the wage indices, and thus the resulting indices did not comply with the statutory mandate that they “reflect” the regional hospital wage level relative to the national wage level (see id. ¶¶ 78-81 (referencing 42 U.S.C. § 1495ww(d)(3)(E)(i)) (Count IV)). As for the remedy, Plaintiffs ask this Court to declare both that the 2005 Final Rule and Transmittal 436 were illegally issued because HHS flouted the required rulemaking procedures, and that the change in the 2005 Final Rule and the MACs application of the 2009 Spreadsheet constituted “impermissible retroactive ralemaking.” (Compl, Prayer for Relief, ¶¶ A-D.) Plaintiffs also request that this Court find that the MACs “failed to treat ... pension costs in a consistent and uniform manner for purposes of determining wage indices for [fiscal years] 2007—2011,” and that the Secretary’s determinations of “pension costs for wage index purposes ... was arbitrary and capricious, an abuse of discretion and/or not in accordance with the law.” (Id. ¶¶ E-F.) Accordingly, Plaintiffs maintain that this Court should “order the reversal of the audit adjustments” the MACs made to the pension costs for wage index purposes and order the Secretary to “recalculate [the] wage indices for [fiscal years] 2007-2011 using GAAP[]” and to “adjust [Plaintiffs’] respective [PPS] reimbursements[s] ... accordingly.” (Id. ¶¶ GH.) Plaintiffs filed a motion for summary judgment on September 5, 2014, and Defendant filed a cross-motion for summary judgment on November 5, 2014. Plaintiffs’ motion reiterates their conviction that their PPS reimbursements for fiscal years 2007 through 2011 were insufficient because they were based on defectively constructed wage indices and had an imper-missibly retroactive effect. (See Pls.’ Mem. at 23-35.) The Secretary’s cross-motion counters that all of its actions adhered to notice-and-comment procedures where applicable, that the 2005 Final Rule reasonably interprets the Medicare statute, and that the 2005 Final Rule is not impermissi-bly retroactive. (See Def.’s Mem. at 32-51.) This Court held a hearing on both motions on May 12, 2015. II. LEGAL STANDARD The judicial-review provisions of the Administrative Procedure Act, 5 U.S.C. §§ 701-706, govern this Court’s evaluation of final agency decisions concerning Medicare reimbursement. See 42 U.S.C. § 1395oo(f)(1). Although “[s]um-mary judgment is the proper mechanism for deciding, as a matter of law, whether an agency action is supported by the administrative record and consistent with the APA standard of review[,]” the Court’s “limited role” in “reviewing the administrative record” makes the typical summary judgment standards inapplicable. Styrene Info. & Research Ctr., Inc. v. Sebelius, 944 F.Supp.2d 71, 77 (D.D.C. 2013) (internal quotation marks and citations omitted). Instead, per the APA’s judicial-review provisions, courts “hold unlawful and set aside agency action, findings, and conclusions” that are “arbitrary, capricious, an abuse of discretion, or otherwise not in accordance with law[.]” 5 U.S.C. § 706(2)(A). The system effectively creates a division of labor: “it is the role of the agency to resolve factual issues to arrive at a decision that is supported by the administrative record,” and it is the Court’s role to “determine whether or not as a matter of law the evidence in the administrative record permitted the agency to make the decision it did.” Styrene Info., 944 F.Supp.2d at 77 (internal quotation marks and citations omitted). In short, when a district court reviews agency action, it “sits as an appellate tribunal, and [t]he entire case on review is a question of law.” Id. at 78 (alteration in original) (internal quotation marks omitted) (quoting Am. Bioscience, Inc. v. Thompson, 269 F.3d 1077, 1083 (D.C. Cir. 2001)). Two general legal standards that are applicable to this Court’s analysis of the instant issues warrant introduction here. One relates to the “arbitrary and capricious prong” of 5 U.S.C. § 706(2)(A), which requires agencies to satisfy the strictures of “reasoned decisionmaking[.]” Nat’l Fuel Gas Supply Corp. v. FERC, 468 F.3d 831, 839 (D.C. Cir. 2006). When this issue is raised, courts must “ensure that [the agency] has examine[d] the relevant data and articulate[d] a satisfactory explanation for its action including a rational connection between the facts found and the choice made.” Id. at 839 (second and third alterations in original) (internal quotation marks and citations omitted); see also Fox v. Clinton, 684 F.3d 67, 74-75 (D.C. Cir. 2012) (“To survive arbitrary and capricious review, an agency action must be the product of reasoned decisionmaking.” (citations omitted)). Under this “very deferential” standard, Van Hollen, Jr. v. FEC, 811 F.3d 486, 495 (D.C. Cir. 2016), courts “presume the validity of the agency’s action[,]” Grid Radio v. FCC, 278 F.3d 1314, 1322 (D.C. Cir. 2002), and may not “substitut[e] [their] judgment for that of the agency[,]” Van Hollen, Jr., 811 F.3d at 495. Plaintiffs also sometimes complain that a particular agency action required notice-and-comment procedures, but the agency failed to provide them. The Medicare statute contains a dedicated notice- and-comment provision. See 42 U.S.C. § 1395hh(b); see also Clarian Health, 206 F.Supp.3d at 407-09, 2016 WL 4506969, at *10. But not all kind of agency actions are subject to the notice-and-comment process; for example, the Medicare Act specifically exempts “interpretive rules”—as the APA defines them—from the notice-and-comment requirement. See Monmouth Med. Ctr. v. Thompson, 257 F.3d 807, 814 n.2 (D.C. Cir. 2001); Clarian Health, 206 F.Supp.3d at 408, 2016 WL 4506969, at *10 (“[T]he Medicare statute ... importfe] the APA’s exemption for interpretive rules[.]” (citation omitted)); see also 5 U.S.C. § 553(b)(A) (exempting “interpretative rules” from notice and comment). Furthermore, the question of whether an agency action required notice-and-comment rule-making is a pure question of law that does not require any special “deference ... to an agency’s characterization of its own rule.” Clarian Health, 206 F.Supp.3d at 407, 2016 WL 4506969, at *9 (citation omitted); see also Otsuka Pharm. Co. v. Burwell, No. 15-1688, 2016 WL 4098740, at *8 (D.D.C. July 28, 2016). Because the notice-and-comment process is intended to ensure that the public has a fair chance to be heard on a proposed decision, in the mine-run APA case in which notice-and-comment procedures are required, the notice is deemed defective if it does not “include sufficient detail on its content and basis in law and evidence to allow for meaningful and informed comment[J” Am. Med. Ass’n v. Reno, 57 F.3d 1129, 1132 (D.C. Cir. 1995). And once the public’s comments are submitted and the agency reviews them, the resulting final rule must not stray too far from the rule that the agency proposed. See Air Transport Ass’n of Am. v. C.A.B., 732 F.2d 219, 224 (D.C. Cir. 1984) (“An agency adopting final rules that differ from its proposed rules is required to re-notice when the changes are so major that the original notice did not adequately frame the subjects for discussion[.]” (citation omitted)). That is, “[w]hile an agency may promulgate final rules that differ from the proposed rule,” a final rule must be the “logical outgrowth of [the] proposed rule[.]” Int’l Union, United Mine Workers of Am. v. Mine Safety & Health Admin., 407 F.3d 1250, 1259 (D.C. Cir. 2005) (internal quotation marks and citation omitted); see also Kevin M. Stack, Interpreting Regulations, 111 Mich. L. Rev. 355, 418 n.308 (2012) (“The logical outgrowth doctrine seeks to ensure meaningful participation in the notice-and-comment process.” (citation omitted)); cf. 42 U.S.C. § 1495hh(a)(4) (imposing a logical-outgrowth requirement on Medicare regulations). III. DISCUSSION Much like the Medicare statute itself, Plaintiffs’ claims in this Medicare action are “hardly a paragon of clarity.” Southeast Ala. Med. Ctr., 572 F.3d at 915. At bottom, each of Plaintiffs’ contentions appears to rest on the belief that the PPS payments Plaintiffs received for fiscal years 2007 through 2011 were calculated wrongly because the wage indices that the agency used to calculate those payments were tainted. (See, e.g., Compl. ¶ 14 (“This case arises from appeals which all involve a common basis for challenge to [the Secretary’s] computation of wage indices[.]”).) And all of Plaintiffs’ assertions, when boiled to bare essence, seem geared toward advancing the following two overarching arguments. First, Plaintiffs maintain that the challenged regional wage indices that were used to calculate their PPS payments for fiscal years 2007 through 2011 were inherently defective. Plaintiffs say this is so for a host of reasons; specifically, because (1) the pertinent wage indices were created pursuant to, and were affected by, the 2005 Final Rule and Transmittal 436, both of which were allegedly imposed without required notice and comment; (2) the GAAP-related accounting change that the agency made in the 2005 Final Rule was not sufficiently explained; (3) the GAAP-related policy choice is itself contrary to the Medicare statute; and (4) the MACs acted erratically when evaluating wage data for the purpose of implementing, the Secretary’s rule changes, which caused the resulting wage indices not to reflect relative wage levels as the Medicare statute requires. Plaintiffs’ second line of attack is their assertion that, regardless of whether the 2005 Final Rule and Transmittal 436 were legally permissible, adopted properly, and applied consistently, the resulting wage indices had an impermissibly retroactive effect when applied to Plaintiffs, because they were constructed based on data from cost reports that the hospitals submitted prior to the criticál rule changes. For the reasons explained below, this Court finds that none of Plaintiffs arguments is persuasive, and that, to the contrary, the rule changes that the Secretary adopted were lawfully promulgated and sufficiently explained, and were not applied to Plaintiffs in an impermissibly retroactive manner. As a result, this Court has granted summary judgment in favor of Defendant. A. None Of The Agency Actions That Plaintiffs Say Violated The APA Or The Medicare Statute (And Thus Purportedly Caused HHS To Create And Apply Defective Regional Wage Indices) Actually Did So I. The Secretary'Gave Meaningful Notice Of The Change The Agency Adopted In The 2005 Final Rule, Which Was A Logical Outgrowth Of The 2005 Proposed Rule Plaintiffs argue that the GAAP-related change that HHS articulated in the 2005 Final Rule was problematic (and, thus, so too were the subsequent regional wage indices that were used to calculate Plaintiffs’ PPS payments) because HHS provided' insufficient notice to the public regarding the rule change before it was adopted. (See Pls.’ Mem. at 24 (“The Secretary failed to provide meaningful notice of rulemaking before changing the methodology for determining wage index pension expenses”).) As mentioned, the Medicare Act requires the Secretary to provide notice of a proposed rule and an opportunity to comment before the rule is adopted, see 42 U.S.C. § 1395hh(b)(1), and Plaintiffs here insist that HHS failed to meet this requirement, primarily because the 2005 Proposed Rule allegedly mischar-acterized itself as a clarification of prior policy rather than a change in policy, and therefore lacked “sufficient detail on its content and basis in law and evidence to allow for meaningful and informed comment[,]” Am. Med. Ass’n, 57 F.3d at 1132. (See Pls.’ Mem. at 23-28.) For the reasons that follow, this Court concludes that even a cursory review of the 2005 proposed rule reveals that the agency fully satisfied the applicable notice-and-eomment standards. To begin with, the very first sentence of the relevant notice—i.e., the “summary” of the 2005 Proposed Rule—informed the reader that the Secretary was “proposing to revise the Medicare hospital inpatient prospective payment systems (IPPS) for operating and capital-related costs to implement changes arising from our continuing experience with those systems.” 2005 Proposed Rule, 70 Fed. Reg. at 23,306 (emphasis added). And the summary did not stop there. It further warned that the proposed rule would “describe the proposed changes to the amounts and factors used to determine the rates for Medicare hospital inpatient services!,]” and that “[a]mong the policy changes that we are proposing to make are changes relating to ... the wage data, including the occupational mix data, used to compute the wage index.” Id. (emphasis added). Moreover, when one turns to the content of the proposed rule itself, the fact that the agency was changing its policy regarding the way in which wage data was to be reported could not have been more explicit. In the section titled “Worksheet S-3 Wage Data for the Proposed FY 2006 Wage Index Update!,]” the Secretary opened with a description of the status quo, as set forth in the 1994 Final Rule: “The [1994 Rule] discussed criteria for including ... wage-relate costs. In that discussion we instructed hospitals to use [GAAP] in developing wage-related costs for the wage index!.]” Id. at 23,371. An additional brief discussion of the original rationale for the GAAP-only rule followed, and then the proposed rule clearly transitioned to the proposed change: [W]e have periodically received inquiries for more specific guidance on developing wage-related costs for the wage index .... Due to recent questions and concerns we received regarding inconsistent reporting and overreporting and other deferred compensation plan costs, as a result of an ongoing Inspector General review, we are clarifying in this proposed rule that hospitals must comply with the PRM, Part I, sections 21⅛0[,1 214.1, and 2142 and related Medicare program instructions for developing pension and other deferred compensation plan costs as wage-related costs for the wage index. The Medicare instructions for pension costs and other deferred compensation costs combine GAAPs, Medicare payment principles, and other Federal labor requirements. We believe that the Medicare instructions allow for consistent reporting among hospitals and for the development of reasonable deferred compensation plan costs for purposes of the wage index. Id. (emphasis added). The 2005 Proposed Rule further highlighted the fact that this new directive was a break from the past insofar as the agency did not require that “hospitals and fiscal intermediaries ... ensure that pension, post-retirement health benefits, and other deferred compensation plan costs for the wage index are developed in accordance with the above terms” immediately; instead, the proposal expressly provided a one-year lag time before this new requirement is to take effect. See id. Thus, Plaintiffs’ suggestion that the notice HHS provided amounted to an impermissible “bureaucratic game of hide and seek!,]” MCI Telecomms. Corp. v. FCC, 57 F.3d 1136, 1142 (D.C. Cir. 1995), rings hollow. Undaunted, Plaintiffs insist that the 2005 Proposed Rule gave insufficient notice of the change that the agency was making because the agency asserted that it was “clarifying” its policy on the GAAP issue, 2005 Proposed Rule, 70 Fed. Reg. at 23,371—a representation that, to Plaintiffs, means that a reader must “divine the agency’s unspoken thoughts” to ascertain with sufficient certainty that the Secretary was really making a change. (Pls.’ Mem. at 25 (internal quotation marks and citations omitted)); see also Ariz. Pub. Serv. Co. v. EPA, 211 F.3d 1280, 1299 (D.C. Cir. 2000) (noting that an agency provides insufficient notice if its proposed rule requires interested parties “to divine [the agency’s] unspoken thoughts”). But the argument that HHS’s use of the word “clarifying” hid the ball in an unacceptable manner can only be accepted if one ignores the fact that agency also (1) repeatedly and explicitly referenced “revisions]” and “changes [to] the wage data ... used to compute the wage index”; (2) specifically directed that hospitals would henceforth have to submit wage data pursuant to Medicare program instructions that “combinfed] GAAPs, Medicare payment principles, and other Federal labor requiremen