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IMS Consulting
Assessment of Authorized
Generics in the U.S.
Prepared for:
Report to PhRMA:
Assessment of Authorized Generics in the U.S.
Assessment of Authorized Generics in
Prepared for:
Spring 2006
Prepared by:
IMS Consulting
IMS HEALTH 660 West Germantown Pike Plymouth Meeting, PA 19462-1048 Ph: 610-832-5839
IMS Consulting, a division of IMS HEALTH
2006, IMS HEALTH
Report to PhRMA:
Assessment of Authorized Generics in the U.S.
TABLE OF CONTENTS
Assessment of Authorized Generics in the U.S.
A. Average Discounts to Brand – Authorized Generic
B. Impact of Authorized Generics on Cost to
C. Impact of Authorized Generics on Discounts to
IMS Consulting, a division of IMS HEALTH
2006, IMS HEALTH
Executive Summary
The practice of marketing an "authorized generic" has been growing in the pharmaceutical industry. In it, branded pharmaceutical companies employ a generics subsidiary or a third-party to market their products, under the same NDA as the brand product. A "generic" drug is simply a copy of a drug discovered by an innovator, that relies on the safety and efficacy data developed by the innovator, to gain approval by the Food and Drug Administration (FDA) without conducting trials (except to demonstrate bioequivalence). Thus, generics do not involve the drug discovery and development process. Typically, marketing of authorized generics begins during the 180-day exclusivity period awarded the first-to-file challenger of the brand patent under a Paragraph IV certification. Likewise, as part of the Medicare Modernization Act (MMA) of 2003 multiple applicants that file ANDAs with paragraph IV certifications on the same day as the first, are all entitled to exclusivity. This provision results in multiple generic manufacturers sharing the 180-day exclusivity period and, presumably, competing on the basis of price. In effect, this competition is similar to that of generics to authorized generics. With an authorized generic in the market, along with a single A/B-rated generic (the holder of the 180-day exclusivity period) the average generic price discount to the branded product is greater than comparable Paragraph IV examples in which there is no authorized generic. At the outlet level (price to a pharmacy, clinic, etc.) the generic discount to brand (during the
1 New Drug Application (NDA) -- When the sponsor of a new drug believes that enough evidence on the drug's
safety and effectiveness has been obtained to meet FDA's requirements for marketing approval, the sponsor
submits to FDA a new drug application (NDA). The application must contain data from specific technical viewpoints
for review, including chemistry, pharmacology, medical, biopharmaceutics, and statistics. If the NDA is approved,
the product may be marketed in the United States. For internal tracking purposes, all NDA's are assigned an NDA
2 Abbreviated New Drug Application (ANDA) -- An Abbreviated New Drug Application (ANDA) contains data that,
when submitted to FDA's Center for Drug Evaluation and Research, Office of Generic Drugs, provides for the review
and ultimate approval of a generic drug product. Generic drug applications are called "abbreviated" because they
are generally not required to include preclinical (animal) and clinical (human) data to establish safety and
effectiveness. Instead, a generic applicant must scientifically demonstrate that its product is bioequivalent (i.e.,
performs in the same manner as the innovator drug).
IMS Consulting, a division of IMS HEALTH
2006, IMS HEALTH
180-day exclusivity period) is about 16 percentage points greater than comparable examples without an authorized generic. The healthcare system savings attributable to an authorized generic across nine case studies included in this analysis ranged from $699 thousand to $101.5 million per drug during the 6-month exclusivity period. The average savings attributable to these nine case studies was $23.6 million. After the 180-day exclusivity period, in examples with less than 6 generics the discount to brand remains greater in the presence of an authorized generic compared to examples without an authorized generic. In examples with 6 or more generics in the market (after 180-day exclusivity), discounts to brand are nearly identical (on average) from authorized generic to no authorized generic examples. Therefore, in instances in which there are fewer than 6 competing products, authorized generics play a role in providing greater discounts to the U.S. healthcare system even after the 180-day exclusivity period. In these instances (fewer than 6 generics) savings to the healthcare system extend beyond the 180-day exclusivity period. Lower generic prices result in a reduced total drug cost for the volume of generic drugs purchased.
IMS Consulting, a division of IMS HEALTH
2006, IMS HEALTH
II. Introduction
In accordance with the Drug Price Competition and Patent Term Restoration Act (Hatch-Waxman), generic pharmaceutical manufacturers who successfully challenge (via Paragraph IV certification included in the ANDAs) patents covering branded pharmaceuticals before the brands' patents expire receive 180-day exclusivity in which they were free to market their generic product without competition from other generics approved after the first date of submission as ANDAs. During this time, generic manufacturer(s) could penetrate the market without the lower price that would be likely with more generic competitors. After the 180-day exclusivity period, more generic versions of the drug are typically launched. Revisions made in MMA of 2003 were designed in part to promote more competition among generics during the 180-day exclusivity period. Authorized generics have gained momentum in recent years. An authorized generic is defined by the FDA as "any marketing by an NDA holder or authorized by an NDA holder, including through a third-party distributor, of the drug product approved under the NDA in a manner equivalent to the marketing practices of holders of an approved ANDA for that drug." The practice of authorizing generics allows the holder of the NDA to market a competing product, during the 180-day exclusivity period of the first-to-file Paragraph IV challenger(s). Authorized generic agreements predominantly come in one of 2 forms. The branded manufacturer with the NDA can either license its product to a generic pharmaceutical company (licensees have included a range of generic companies, including generic industry leaders such as Barr, Andrx, Mylan and Teva); or the brand manufacturer can market the product through an in-house generic subsidiary.
3
Sources include: Prudential Equity Group LLC research report 3/2005 "Authorized Generics: Looks Like They're Here to Stay"; Bear Stearns report "FDLI'S Conference on Two
Decades of Hatch-Waxman December 1-2, 2004, Washington D.C.: Financial Aspects of
180-Day Generic Exclusivity"; www.paragraphfour.com as well as other desk research. 4
FDA Decision Letter, July 2, 2004 IMS Consulting, a division of IMS HEALTH
2006, IMS HEALTH
For the analysis, IMS considered a subset of 27 authorized generics which were on the market as of November 2005 (see the following list).
Brand Name
Molecule
Innovator
AG Marketer
1. Accupril Quinapril
Pfizer Greenstone
2. Celexa citalopram
3. Cipro ciprofloxacin
4. Cutivate fluticasone
5. Diflucan fluconazole Pfizer
6. Duragesic Fentanyl
7. Glucophage XR
9. Glucovance Glyburide/metformin
macrocrystals/monohydrate P&G
11. Mestinon pyridostigmine
12. Monopril Fosinapril
13. Neurontin gabapentin
Pfizer Greenstone
14. Ortho Tri-Cyclen
norgestimate, ethinyl estradiol
(TriNessa) Watson
15. Ortho-Cyclen norgestimate
norethindrone, ethinyl estradiol
17. OxyContin oxycodone
18. Paraplatin carboplatin
19. Paxil paroxetine
20. Pletal Cilostazol
21. Rebetol Ribavirin
22. Remeron SolTab
23. Salagen pilocarpine
24. Tambocor Flecainide
26. Wellbutrin SR
27. Zyban bupropion
PhRMA has asked IMS Consulting to examine the effects that authorized generics have on the market. Specifically, IMS was asked to investigate whether authorized generics enhance competition and benefit patients.
IMS Consulting, a division of IMS HEALTH
2006, IMS HEALTH
III. Research Objectives
PhRMA has asked IMS Consulting to examine whether authorized generics enhance competition and benefit patients. More specifically, the key objective of this study is to research authorized generics to determine:
• Their extent • Their impact, if any, on short and long-term generic pricing • Whether any pricing impacts have led to a financial benefit for
IMS Consulting, a division of IMS HEALTH
2006, IMS HEALTH
IV. Methodology
IMS Consulting first examined the list of 27 potential analogs compiled from a search of publicly available information (see list on page 4) and determined that many of them did not meet the criteria for inclusion in the analysis. [See section VII. Appendix A.] Nine authorized generic examples, meeting this usability condition, were retained for this analysis. They are:
• Glucophage XR (metformin ER) • Glucotrol XL (glipizide ER) • Glucovance (glyburide/metformin) • Mestinon (pyridostigmine) • Paxil (paroxetine) • Rebetol (ribavirin) • Tambocor (flecainide) • Zyban (bupropion SR) • Macrobid (nitrofurantoin monohydrate/macrocrystals)
Additionally, criteria were developed for screening and selecting potential no-authorized generic analog cases to create a set of comparison products for the authorized generic cases. There were three main criteria:
• A single A/B rated generic launched with 180 days of market
exclusivity. This implied that market exclusivity was the result of a Paragraph IV aNDA application. The FDA's list of 300 Paragraph IV applications provided the starting point for this process (see Appendix D). In these instances, there was no authorized generic that launched during the A/B-rated generic's exclusivity.
• The analog case was relatively recent (last 3 years). This is because
attention has been focused on authorized generics in the past few years. Other IMS Consulting work has shown that brand products are experiencing accelerated rates of generic erosion, therefore recency of no-authorized generic cases was important to maintain comparability with the available authorized generics cases.
• Lastly, the case had to be relatively free of other market
complications and/or data issues.
IMS Consulting, a division of IMS HEALTH
2006, IMS HEALTH
The list of no-authorized generic analogs included:
• Florinef (fludrocortisone acetate) • Demadex (torsemide) • Prozac (fluoxetine) • Relafen (nabumetone - limited to 750 mg strength) • BuSpar (buspirone - limited to 30 mg strength) • Cytovene (ganciclovir) • Lariam (mefloquine) • Permax (pergolide) • Vicoprofen (ibuprofen/hydrocodone)
Prices from IMS's National Sales Perspectives were used to address the research objective. The analysis focused on the impact of authorized generics using outlet-level prices. More specifically, differences in generic prices (in terms of discount to brand) were analyzed. Price differentials were applied to the generic volumes. More detail about the methods is provided within the analysis.
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Outlet-level prices are the cost to outlets (either retail such as pharmacies, or non-retail such as hospitals) for the products, whether purchased directly from a manufacturer or indirectly through a wholesaler. Although prompt-payment discounts, bottom-line invoice
discounts and chargebacks may exist for particular products, they are not captured in the database or reflected in the dollar purchase amounts. However, invoice line-item discounts are reflected. Outlet-level prices were used in the analysis to capture any savings resulting
from authorized generics, at any point in the drug distribution channel; these are
interpreted as savings to the healthcare system. IMS Consulting, a division of IMS HEALTH
2006, IMS HEALTH
V. Detailed Findings
Average Discounts to Brand – Authorized Generic vs. No-
Authorized Generic Scenarios
Using outlet-level prices from IMS's National Sales Perspective, IMS Consulting calculated the average generic discount to brand for the nine authorized generic analogs. Within each product, the generic discount to brand was calculated by weighting the A/B rated generic and the authorized generic discounts to brand by their respective sales unit (extended unit) volumes. An overall average authorized generic discount to brand was calculated by taking a simple weighted average across the nine authorized generic examples.
IMS Consulting, a division of IMS HEALTH
2006, IMS HEALTH
The discount to brand for scenarios where an authorized generic was present ranged from 21.8% to 70.0% in month 1 (average 36.9%). Month 6 discounts to brand ranged from 20.3% to 65.0%, averaging 41.2%. When the average discounts to brand were calculated (simple un-weighted average) across all seven brands, the discounts yielded a six-month average of 38.8%.
Generic Discounts to Brand: Authorized Generics Analogs
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Note, however, that actual differences between brand and generic drugs are likely to be smaller, since our data do not back-out rebates on brand drugs (generics typically do not provide rebates). Since this is the case for both authorized generic and no authorized
generic scenarios though, it is likely not to affect the relative price differences of these
scenarios. IMS Consulting, a division of IMS HEALTH
2006, IMS HEALTH
The same methodology was then applied to the scenarios that did not include an authorized generic. As with the authorized generic examples, the no-authorized generic analogs show a discount range, and also follow a similar pattern. In this case, there was no within product average to consider (since there is a single generic with 180-day exclusivity). In month 1, the discounts ranged from 9.6% to 31.3%, averaging 22.8%. In month 6, the discounts ranged from 10.6% to 32.1%, averaging 23.4%. The simple average discount to brand across products for the 6-month period was 23.0%.
Generic Discounts to Brand: No-Authorized Generics Analogs
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When the average discount to brand for the authorized generic scenarios (38.8%) was compared to that of scenarios without an authorized generic (23.0%), the discount to brand was greater (+15.8 percentage points) in the scenarios that included an authorized generic than in those that did not. In other words, the presence of an authorized generic led to generic discounts that were 15.8 percentage points lower on average (15.8 percentage points greater discount to brand) than the average for comparable examples in which there was no authorized generic. These differences attributable to authorized generics pertain to the 6-month period during which the A/B-rated product held generic exclusivity.
Average Generic Discounts to Brand: AG vs. No-AG Analogs
Authorized Generic Examples
No-Authorized Generic Examples
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Impact of Authorized Generics on Cost to Healthcare
In order to quantify the savings to the healthcare system attributable to the presence of an authorized generic, the following variables were factored into the calculation:
• Number of generic units sold (since brand prices are unaffected by the
presence or absence of an authorized generic)
• Brand unit average price ($/unit, since the impact of an authorized
generic was calculated in terms of average discount to the price of the brand to which it is comparable)
• Outlet price differential: average generic discount to brand for
authorized generic examples less average for no-authorized generic examples (%, the estimate of the price-lowering impact of authorized generics)
• Generic unit price differential due to the presence of an authorized
generic (brand unit average price x outlet price differential)
From this, the savings (benefit) per month to the healthcare system for the nine analog products of interest was derived (generic unit price differential x number of generic units sold). Below is an example of the savings from one of the products in our sample.
Benefit to Healthcare System
Brand XYZ
Generic Units (000)
Brand Unit Average Price ($/Unit)
Outlet Price Difference: AG vs No-AG (%)
Generic Unit Price Diff Due to AG ($)
$ Benefit to System ($000)
Six-Month Total ($000)
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This same approach was applied to the other eight analogs. The healthcare system savings attributable to an authorized generic across our nine case studies ranged from $699 thousand to $101.5 million during the 6-month exclusivity period, and totaled $212.8 million across all nine case studies.
Authorized Generics: Benefit to the Healthcare System
9-Product Simple Average
Total for 6-Month Exclusivity Period
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Impact of Authorized Generics on Discounts to Brands
Post 180-Day Exclusivity Period
Next, we examined the differences in discounts at outlet-level prices post 180-day exclusivity to determine if there was any lasting impact from the presence of an authorized generic. The same authorized generic and no-authorized generic analog case studies were used, as were the same outlet level prices and the discounts to brand. These discounts to brand were extended for as many months of data as were available for each analog. In order to test a hypothesis that generic discounts to brand post 180-day exclusivity were dependent on the number of generics in the market at that time, we segmented both authorized generic and no-authorized generic cases by whether there were 2-5 generics available, or 6+ generics available, post exclusivity. Grouping the analogs by number of generic competitors yields an observable correlation between discount to brand for authorized generic cases and no-authorized generic cases. When looking at the average discount to brand when there are 2-5 generics post exclusivity, greater discount to brand, driven by the presence of an authorized generic, persists beyond the exclusivity period.
Price Discount Analysis: Authoriz ed Generics vs. N o- Authoriz ed Generics
(2 - 5 Generics Post Exclusivity)
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When looking at the average discount to brand when there are 6+ generics post exclusivity, there is really no difference between the discount to brand for authorized generic scenarios and non-authorized generic scenarios after exclusivity ends. Therefore, it can be concluded that there is no price impact from an authorized generic beyond the 6-month exclusivity period with 6+ generics. This correlation is particularly evident when viewed as an average. The 6+ generics segment shows virtually the same discount to brand post exclusivity for no-authorized generics cases as for cases involving authorized generics.
Price Discount Analysis: Authorized Generics vs. No-Authorized Generics
(6+ Generics Post Exclusivity)
% Discount to Brand
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2006, IMS HEALTH
VI. Conclusions
With an authorized generic in the market, along with a single A/B-rated generic (the holder of the 180-day exclusivity period) the average generic price discount to the branded product is greater than comparable Paragraph IV examples in which there is no-authorized generic. At the outlet level (price to a pharmacy, clinic, etc.) the generic discount to brand is about 16 percentage points greater than comparable examples without an authorized generic (during the 180-day exclusivity period). After the 180-day exclusivity period, the difference in discounts to brand from authorized generics to examples with no authorized generic depends on the number of generic competitors. In examples with fewer than 6 competing products, the discount to brand remains greater in the presence of an authorized generic compared to examples with no authorized generic. Therefore, authorized generics play a role in providing greater discounts to the U.S. healthcare system even after the 180-day exclusivity period. In examples with 6 or more generics in the market (after 180-day exclusivity), discounts to brand are nearly identical (on average) from authorized generic to no authorized generic examples. These documented differences in average discount to brand, from authorized generic examples to no authorized generic examples, result in cost savings to the U.S. healthcare system. With an authorized generic in the market, the average generic price is lower (relative to the comparable brand) than it would be if there was no authorized generic (and only the single generic holding 180-day exclusivity). These lower generic prices result in a reduced total drug cost for the volume of generic drugs purchased.
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2006, IMS HEALTH
VII. Appendix
Analogs Excluded from Analysis and Reasons
Eighteen analogs were excluded from the analysis for the various reasons documented in the following table. In most cases (13) the analog was eliminated because there was not a single AB-rated generic in addition to the authorized generic (no 180-day exclusivity). In four cases, multiple forms of the brand made a clear analysis difficult. In two cases, data issues led to their exclusion.
Brand Name
Molecule
Not a ‘true' AG analog because Teva and Par had
shared exclusivity when Greenstone launched the
AG. Three generics launched instead of two
Not a ‘true' AG analog because
several generics launched at the same time
Not a ‘true' AG analog because
several generics
launched at the same time
Cutivate fluticasone
‘true' AG analog because
several generics
launched at the same time
Diflucan fluconazole
‘true' AG analog because
several generics
launched at the same time
Monopril fosinopril
Outlier based on market dynamics
Neurontin
Not a ‘true' AG analog because Teva and Alpharma
had
shared exclusivity when Greenstone
launched the AG. Three generics launched instead
of two
Ortho Tri-Cyclen norgestimate,
Too many forms of norgestimate molecule for a
ethinyl estradiol clean analysis
Ortho-Cyclen norgestimate
Too many forms of norgestimate molecule for a
Too many forms of norethindrone molecule for a
ethinyl estradiol clean analysis
OxyContin oxycodone
Too recent, there was insufficient data at the time
Paraplatin carboplatin
‘true' AG analog because
several generics
launched during the exclusivity period
Remeron SolTab mirtazapine
Not a ‘true' AG analog because
several generics
launched during the exclusivity period
Not a ‘true' AG analog because
several generics launched at the same time
Only AG available,
no AB rated generic
Not a ‘true' AG analog because Teva launched a
branded generic during the exclusivity period
Duragesic fentanyl
Too recent, there was insufficient data at the time
Not a ‘true' AG analog because
several generics launched during the exclusivity period
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Authorized Generic Cases
Brand Name
Molecule
AG Launch Date
AB Launch Date
Accupril quinapril
Celexa citalopram
Cipro ciprofloxacin
Cutivate fluticasone
Diflucan fluconazole
Duragesic fentanyl
Glucovance glyburide/metformin
Mestinon pyridostigmine
Monopril fosinapril
Neurontin gabapentin
norgestimate, ethinyl
Ortho Tri-Cyclen estradiol
Ortho-Cyclen norgestimate
norethindrone, ethinyl
estradiol Dec-02
OxyContin oxycodone
Paraplatin carboplatin
Paxil paroxetine
Pletal cilostazol
Rebetol ribavirin
Remeron SolTab mirtazapine
Salagen pilocarpine
Tambocor flecainide
IMS Consulting, a division of IMS HEALTH
2006, IMS HEALTH
Description of the Audits
IMS National Sales Perspectives™: Retail and Non-Retail
The IMS National Sales Perspectives™ are the industry standard for
measuring sales within the U.S. pharmaceutical market. They are the only
sources to report 100% channel coverage of national pharmaceutical sales
at actual transaction prices to ensure that our pharmaceutical clients receive
the most accurate and comprehensive intelligence of the U.S. market.
IMS National Sales Perspectives™: Retail
This is a continuing monthly report measuring, in dollars and units,
pharmaceutical products purchased by independent pharmacies, chain
drugstores, mass merchandisers (with and without pharmacies), proprietary
stores (without pharmacies), food stores with pharmacies, and mail service
pharmacies in the United States. The universe includes data going back to
1998 with unprojected mail service data since 2000 (meaning raw data, not
projected to universe of mail order pharmacies). IMS National Sales
Perspectives: Retail is often used in conjunction with the IMS National Sales
Perspective Non-Retail, which measures the same activity in non-retail
channels does not include mail order pharmacies. National Perspective:
Retail is often used in conjunction with the National Perspective: Non-Retail,
which measures the same activity in non-retail channels.
The report is based on national projections of the following types of
products:
• Prescription pharmaceuticals, both branded and generic
• Over-the-counter pharmaceuticals
• Diagnostic products normally self-administered,
e.g., take-home
The unit and dollar purchase price reflected in the data is the actual cost to retailers for the products, whether purchased from a manufacturer or a wholesaler (96% of total pharmaceutical retail purchases are from wholesalers and chain warehouses). However, prompt-payment cash discounts and bottom-line invoice discounts are not reflected in the dollar purchase amounts. Also, it should be noted that volume purchase estimates may not always reflect drop shipment activity.
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IMS Health obtains data for National Perspective: Retail from two basic
sources. The first is a panel of retail outlets that give direct (from the
manufacturer) purchase information. The second source is a near-census of
warehouses that supply indirect purchase data.
IMS National Sales Perspectives™: Non-Retail
IMS National Sales Perspectives: Non-Retail service is a continuing monthly
report measuring, in projected dollars and units, pharmaceutical product
(prescription and over-the-counter) purchases. IMS National Sales
Perspectives: Non-Retail tracks purchases in non-federal hospitals (short-
term private, city/county/state and psychiatric hospitals), federal facilities
(VA hospitals, federal outpatient facilities and military supply depots), long-
term care facilities (residential care and long-term care facilities, and nursing
home pharmacies and providers), clinics (outpatient clinics and surgicenters,
family planning centers, group practice offices and cancer treatment
facilities), closed-wall HMOs, home healthcare facilities and miscellaneous
outlets, including prisons and residential schools and colleges without a
hospital in the United States. As noted above, the IMS National Sales
Perspectives audits are often used in conjunction with one another.
The report is based on national projections of the following types of
products:
• Prescription pharmaceuticals, both branded and generic
• Over-the-counter pharmaceuticals
• Diagnostic products normally self-administered,
e.g., take-home
Diagnostic products used in laboratories are not included.
The prices reflected in IMS National Sales Perspectives: Non-Retail are the
costs to outlets for the products, whether purchased directly from a
manufacturer or indirectly via a wholesaler. Although prompt-payment
discounts and bottom-line invoice discounts exist, they are not reflected in
the dollar purchase amounts. Also, estimates may not always reflect drop
shipment activity.
IMS Health obtains data for each IMS National Sales Perspectives Non-Retail
channel from two basic sources: DDD warehouses that supply indirect
pharmaceutical purchases to outlets and manufacturer-reported direct sales
to outlets. In addition, the Non-Federal hospital channel is supplemented by
a panel of hospitals to track purchases of non-DDD covered products and
direct data for non-reporting manufacturers.
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2006, IMS HEALTH
IMS HEALTH Consulting
660 W. Germantown Pike
Plymouth Meeting, PA 19462-1048
Source: http://emmanuelcombe.org/IMS20Authorized20Generics20Report_6-.pdf
Marine pollution monitoring and prediction B. Hackett1, E. Comerma2, P. Daniel3, H. Ichikawa4 1Norwegian Meteorological Institute (met.no) 2Applied Science Associates (ASA) 4Japan Meteorological Agency (JMA) The monitoring and prediction of marine pollution, for which oil spills are a major contributor, is dependent on access to high-quality information on ocean circulation. GODAE ocean assimilation systems are able to provide prognostic data for currents, temperature and salinity in the open ocean, with global coverage, and are now being used in oil spill fate forecasting systems around the world. Examples are given of the different ways that the ocean forcing data are implemented in various oil spill modeling systems, including both direct application and via nesting of local hydrodynamical models. The most important benefits of the GODAE data sets are improved prediction accuracy, glo-bal coverage and the availability of alternative data sets for a given area. In addition, the use of GODAE data sets has proven to be a boon to international cooperation on marine pollution response.
Contents lists available at Journal of Psychiatric Research Similarities in serum oxidative stress markers and inflammatory cytokines in patients with overt schizophrenia at early and late stages of chronicity Mariana Pedrini ,, Raffael Massuda Gabriel R. Fries ,, Matheus A. de Bittencourt Pasquali , Carlos Eduardo Schnorr José Claudio F. Moreira Antonio L. Teixeira