MPA NEWS Vol. 3, No. 1 July 2001
TABLE OF CONTENTS
How Climate Change Could Affect MPAs: What Practitioners Need to Know
Plan for MPA System in Victoria (Australia) Faces Impasse on Issue of Fisher Compensation
MPA Perspective: Using Biological Survey Data When Selecting MPAs -- A Framework
Earth's climate is continually varying on a wide range of time scales, from seasons to the lifetime of the planet. Most of this variability is natural, such as the periodic rapid warming trend in the Pacific Ocean known as El Niño. Climate change can also be induced by humans, however, through activities causing the emission of greenhouse gases, including carbon dioxide.
Greenhouse gases are accumulating in Earth's atmosphere as a result of human activities. Among climate scientists, there is general agreement that this build-up is likely the main cause of a rise in surface air temperatures and subsurface ocean temperatures in recent decades. The average ocean temperature, from sea surface down to 10,000 feet (3050 meters), has risen by 0.05 degrees C since the 1950s. Researchers have only just begun to determine the effects of such warming on marine ecosystems. This month, MPA News examines the scientific understanding of climate change in the marine environment, and what global ocean warming could entail for the planning and management of MPAs.
There are difficulties involved in adequately observing the diverse aspects of the climate system. A recent report by the US National Research Council (NRC) -- Climate Change Science: An Analysis of Some Key Questions -- states that accurate predictions of global climate change will require major advances in the modeling of factors that determine greenhouse gas concentrations and the various feedbacks in the climate system. The level and timing of natural variability inherent in the climate record is still uncertain.
Elbert (Joe) Friday, director of the Board on Atmospheric Sciences and Climate for the US National Academy of Sciences, says the complexities of marine ecosystems add further challenges to determining the impact of climate change on oceans. Friday, who addressed the Second Marine Conservation Biology Symposium (San Francisco, California, US) last month, said much more research is necessary on cause-and-effect relationships among physical and biological factors in the marine environment.
"Most of the 'climate' observations in the marine environment do not include measurements of the biological systems and vice versa," said Friday. "We are truly entering into an era when multidisciplinary research is a must for proper understanding of the ecosystem responses to climate variability and change."
That said, climate scientists are in general agreement over what some of the effects of global warming could be on physical ocean and coastal systems. Sea level, which rose over the past century, would continue to rise through the 21st century, mostly due to thermal expansion of seawater. With higher sea level, coastal regions could be subject to increased wind, flood, and erosion damage, as well as loss of wetlands and mangroves. Low-lying islands would be submerged. Some scientists predict that climate change could also increase the extent and severity of storm impacts, particularly in tropical regions.
On a longer time scale -- into the 22nd century and beyond -- the dynamics of large ice sheets would become increasingly relevant, according to the NRC report. If all polar ice were to melt, the sea level would rise by 200 feet (61 meters).
Such substantial melting of the polar ice sheets could take centuries to occur, however. Friday cautions MPA practitioners against focusing too much on the long-term threat of climate change and not enough on natural climate variability. "The time scale of climate change is such that its impacts on the contents of marine protected areas are small compared to the natural climate variability and the major changes caused by such events as hurricanes, floods and severe droughts, for example," he said. "Climate change may have a gradual impact over the long run, but the seasonal to interannual variabilities will probably predominate MPAs for some time to come."
Ocean warming and coral bleaching
Among MPA practitioners in tropical regions, discussions of climate change often center around the issue of coral bleaching. Coral bleaching, in which reefs turn white, occurs when corals experience stress. Any number of stressors -- including siltation, pollution, destructive fishing practices, exposure to freshwater, and increased temperatures -- can result in the loss of corals' symbiotic algae (zooxanthellae), whose photosynthetic pigments give coral reefs their color. Bleached corals can survive for some time, but if conditions do not return to normal they can die.
In 1997-98, a massive coral bleaching event -- in which reef systems around the world bleached and suffered widespread mortality -- caused many coral researchers to draw a link between climate change and bleaching. The timing was suggestive: 1998 was the warmest year recorded last century, which resulted in elevated sea surface temperatures in many areas. Many reports of bleaching coincided with these unusually high sea surface temperatures, which were often 3-5 degrees C higher than normal.
Although coral bleaching is not a new phenomenon, the extent of coral mortality in 1998 was the most severe and extensive ever documented. In response, the United Nations Convention on Biological Diversity in 1999 convened an expert group on coral bleaching; the group concluded that the geographic extent and increasing frequency of mass bleaching events since the mid-1970s were likely the result of rising sea surface temperatures caused by climate change.
If sea temperature is expected to continue to rise, and bleaching is a consequence of higher sea temperatures, coral reef communities inside and outside of MPAs could be significantly affected.
Janice Lough, principal research scientist with the Australian Institute of Marine Science, notes that bleaching response of corals has been shown to vary with location, depth, and taxa. "Certain species appear to be more susceptible to bleaching mortality," said Lough. "Thus, repeated severe bleaching events (in the absence of significant adaptation or acclimation) are likely to alter the make-up of present-day coral reef communities."
Coral species diversity might decrease, she said, as well as the diversity of habitats available for non-coral components of coral reef ecosystems. The composition and distribution of reef fish species would change in turn. "Coral reefs would not disappear but individual reefs would look different," said Lough.
Lough points out, however, that although climate change appears to be a real threat to coral reefs, there are many local stressors that make coral reefs more susceptible to the impacts of climate change, like pollution and destructive fishing practices. "Working to solve local stresses and human impacts on coral reef ecosystems can help coral reef ecosystems become more resilient to, and better able to cope with, climate change," she said.
Reducing local stresses
Indu Hewawasam agrees with Lough. A senior environmental specialist for environment and social development in Africa with the World Bank, Hewawasam says that although warming sea temperatures were the ultimate reason for the 1997-98 event, there were several chronic factors that had already served to weaken many of the reefs.
"This crisis offers an opportunity for policymakers to control some of those other factors," she said. Hewawasam is a leader of CORDIO, an international program created to respond to coral reef degradation in the Indian Ocean. Supported by several organizations, including the Swedish International Development Cooperation Agency and the World Bank, CORDIO is working to mitigate impacts of coral bleaching through, among other efforts, the development of alternative livelihoods for coral-dependent communities.
"One of the goals of the program is to move people away from reef-based activities in general," said Hewawasam. "It's a big challenge. You can't change people's behavior easily. We've been trying to take a participatory approach to learn what they are interested in doing." The program is not just for the good of the reefs, she said; it can also help human communities to avoid economic dislocation in the event of mass coral bleaching.
A new report from the University of Rhode Island Coastal Resources Center (US) offers suggestions to coral resource managers on how to prepare for bleaching events. Compiled from papers presented at the 2000 International Coral Reef Symposium in Bali, Coral Bleaching: Causes, Consequences and Response (see box at end of article) provides practitioners with a two-pronged strategic approach to coral management. The first strategy is to implement responses that generally promote coral health, under the assumption that healthier reefs are usually less vulnerable to mortality from bleaching. The second strategy is to identify and pursue responses specific to bleaching. This latter strategy could include management of fisheries on bleached reefs to protect species population composition and species that are useful in maintaining coral health during bleaching events (e.g., herbivores that scrape algae off dead coral, maintaining suitable surfaces for coral larvae recruitment).
David Obura of CORDIO-East Africa says fisheries management is critical. "Specifically for East Africa, there are two aspects of fishing that are damaging," said Obura. "First is plain overfishing, such that the ecological state of the reef shifts toward macroalgae and/or bioeroding grazers (sea urchins). In this situation the survival of coral recruits and juveniles is compromised, and this is quite easy to explain to fishermen. Without young corals, the reef as a whole degrades, and they understand well the concept of corals as 'fish homes'. Second is beach seining -- large nets with small mesh size, dragged over the bottom by teams of 10-25 men. Again, it's not hard to explain to fishermen that physical destruction of corals -- while they're obviously dying from bleaching -- is not good for the reef."
Obura says that through CORDIO's involvement of local fishermen in reef monitoring exercises around the Kiunga Marine Reserve in Kenya, they have seen first-hand the bleached coral as it is being explained to them. "The additional threat to their livelihoods from bleaching has strengthened their resolve to sort out issues they can deal with, like overfishing," he said.
Effects of climate change at higher latitudes
According to the NRC report, climate models predict global warming to be larger over high latitudes than over low latitudes. Nonetheless, marine scientists studying temperate and polar ocean systems have not had the attention-getting image of coral bleaching on which to focus. Perhaps as a result, research on the effects of ocean warming at higher latitudes has appeared to be somewhat more diffuse.
Extreme environmental variability and change has characterized northern high-latitude seas for the past two to three decades. Vera Alexander, dean of the School of Fisheries and Ocean Sciences at the University of Alaska Fairbanks (US), points out that ice cover, water temperature, salinity, and nutrient content have all changed in that time span, though not necessarily in concert.
In a presentation to the Marine Conservation Biology Symposium, Alexander suggested that for the lowest trophic levels over the southeast Bering Sea shelf, changes in the marine food chain were directly linked to major oceanic changes in the region. One of the main trophic changes has been a switch from fast-growing early spring blooms of diatoms to persistent but slower growing primary producers. Alexander said these changes are "probably not reversible." Nonetheless, although Alexander said that climate change could be a factor in the trophic changes, she added that other factors -- both natural and human-caused -- were probably playing a role as well.
The impact of climate change on ocean circulation is of growing concern to northern Europeans. For the past decade, scientists have speculated that should there be an increase in precipitation and ice melting at northern latitudes, the salt-heavy water that normally sinks quickly in the North Atlantic would be diluted, and would therefore sink more slowly. As a result, ocean and air currents that currently carry a significant amount of heat to Northern Europe would be weakened and temperatures would fall.
What effect would this have on marine living resources in the area? Bogi Hansen of the Faroese Fisheries Laboratory says that although detailed predictions are difficult, significant changes could be expected, especially for the Norwegian Sea and Barents Sea. Hansen co-authored a study with British and Norwegian researchers in the journal Nature (June 21, 2001) on how deep water flow from the Nordic seas into the Atlantic Ocean has decreased since 1950, consistent with models of anthropogenic climate change. The study concluded that if the decreased flow were not compensated by increased flow from other sources, the marine ecosystem in the Norwegian Sea and Barents Sea could change from warm to cold.
"These areas are exceptionally warm due to the inflow of warm Atlantic water, and the extent of the Atlantic water determines the living conditions to a large extent," said Hansen. "An example of [a species that would be affected] is herring in the Norwegian Sea, which depends on the Atlantic water distribution."
An assessment of how coastal parks will change
Parks Canada, the Canadian national parks agency, has conducted an assessment of how climate change could affect its holdings, including its coastal protected areas. The report Climate Change and Canada's National Park System (see box at end of article), published in May 2000, called the implications "considerable" for ecosystem change and conservation.
The report subdivided the agency's 38 national parks into six broad geographic regions where the range of anticipated climate change impacts would be relatively similar. Among its conclusions:
The report provides several suggestions to Parks Canada site managers on how they might plan for climate change, including identifying sites and species at risk to climate change; examination of how climate change might affect the invasibility of park habitats; and how current management practices may influence evolutionary trajectories. It also suggests that Parks Canada take a leadership role in initiating a national roundtable on protected areas and climate change, to identify key research needs and examine the range of adaptation pathways, including park selection and design criteria.
In a changing world, why bother with MPAs?
As suggested by the Parks Canada report, if climate change is going to cause populations and habitats to shift or disperse, it stands to reason that some might migrate out of the protected areas originally established to protect them. This begs a question for marine resource managers: are MPAs a rational long-term tool to use if climate change is going to alter marine and coastal communities anyway?
Cristina Soto, a Ph.D. candidate in resource and environmental management at Simon Fraser University (British Columbia, Canada), has concluded that MPAs -- and particularly no-take areas -- will continue to play a critical role as scientific controls, perhaps now more than ever. "MPAs are key in attempting to distinguish effects such as fishing from environmental variability such as regime shifts and global warming," she said in a presentation to the Marine Conservation Biology Symposium. "We need to strengthen this message as a rationale for marine reserves."
Soto suggests that some research MPAs be established in areas that have undergone faunal shifts in the past, expressly to study those shifts. Other MPAs should be managed in an adaptive manner, she says, allowing for shifts in boundaries if necessary to follow populations and critical habitats.
Some researchers have speculated on whether MPAs could be established in areas not expected to experience significant effects from climate change. CORDIO-East Africa's Obura says, however, that it is hard to know which sites will end up being important in a climate-changed world.
"Coral reefs and other marine ecosystems are very highly connected with distant places: by the water in currents, by food and chemicals carried in the water, by genetic flow through larvae and adults, etc.," he said. Thus, while a particular coral reef that exhibits high susceptibility to bleaching may not be important in the immediate scale of a bleaching event, it could be critical as a stepping stone and available habitat for recovery of a larger regional reef system.
"If these sites are not included in protected area networks, they may degrade through many other influences and become unavailable as sites for recovery," said Obura. "The key thing is that we don't yet know very much, so the precautionary principle should be applied so that we don't lose sites that may be important for unknown reasons."
For more information:
Joe Friday, Board on Atmospheric Sciences and Climate, National Research Council, 2101 Constitution Avenue, NW, HA 476, Washington, DC 20418, USA. Tel: +1 202 334 3512; E-mail: firstname.lastname@example.org.
Janice Lough, Australian Institute of Marine Science, PMB 3, Townsville MC Queensland 4810, Australia. Tel: +61 7 4753 4248; E-mail: email@example.com.
Indu Hewawasam, Environment and Social Development Group -- Africa Region, The World Bank, 1818 H Street, NW, Washington, DC 20433, USA. Tel: +1 202 473 5559; E-mail: Ihewawasam@worldbank.org; Web: www.cordio.org.
David Obura, CORDIO-East Africa, P.O.BOX 10135, Mombasa, Kenya. Tel/fax: +254 11 486473; E-mail: firstname.lastname@example.org.
Vera Alexander, School of Fisheries and Ocean Sciences, University of Alaska Fairbanks, Fairbanks, AK 99775-7220, USA. Tel: +1 907 474 6824; E-mail: email@example.com.
Bogi Hansen, Faroese Fisheries Laboratory, P.O. Box 3051, 110 Tórshavn, Faroe Islands. Tel: +298 31 50 92; E-mail: firstname.lastname@example.org.
Cristina Soto, School of Resource and Environmental Management, Simon
Fraser University, 8888 University Drive, Burnaby, British Columbia V5A
1S6, Canada. E-mail: email@example.com.
|Box: NRC climate report is online
The US National Research Council report Climate Change Science: An Analysis of Some Key Questions is available online at http://www.nap.edu/catalog/10139.html?srchtop.
|Box: Two reports on coral bleaching
Two recent reports on management responses to coral bleaching are available online:
Schuttenberg, H.Z. (ed.). 2001. Coral Bleaching: Causes, Consequences and Response. University of Rhode Island Coastal Resources Center. 102 pp. http://www.crc.uri.edu/comm/htmlpubs/coral.html
Westmacott, S, K. Teleki, S. Wells, and J. West. 2000. Management of Bleached and Severely Damaged Coral Reefs. IUCN, Gland, Switzerland. 37 pp. http://iucn.org/places/usa/webdocs/documents/English.pdf
|Box: Socioeconomic impact of coral bleaching
In addition to its impact on biological systems, coral bleaching can have socioeconomic effects, including potentially significant tourism-related losses. Several studies of reef-dependent tourism following the 1997-98 bleaching event found indirect losses equivalent to several million US dollars in each of multiple countries, including Tanzania, the Maldives, Sri Lanka, and the Philippines.
The abovementioned studies are included in the report Coral Bleaching: Causes, Consequences and Response, published by the University of Rhode Island Coastal Resources Center. It is available online (see box above)
|Box: Report on Canadian parks
The report Climate Change and Canada's National Park System is available online at http://www.msc-smc.ec.gc.ca/airg/pubs/parks.htm
The government of the Australian state of Victoria has put on hold its plan to establish a representative marine parks system for the state, due to arguments with the opposition over how to compensate fishers for reduced catches.
The ruling Labor government favors providing roughly AU $1 million in "transitional assistance" to fishers, but wants to prevent fishers from seeking additional compensation through the Supreme Court. The opposition Liberal party objects to compensation limits on this issue. Labor has withdrawn the bill from parliamentary consideration, pending negotiations with the opposition.
"Unlimited compensation through the courts would expose taxpayers to large compensation claims, which would not be in the government's interest," said a spokesperson for the Victorian environment minister. "The Victorian government has a policy commitment to the creation of marine national parks, and is presently considering options for the bill's reintroduction."
The government's plan, announced in May, would feature the designation of 12 new marine national parks [see Editor's note] and 10 smaller marine sanctuaries, all of which would prohibit commercial and recreational fishing. The largest of the new marine national parks would measure roughly 160 sq. km in area. In total, the new MPAs would set aside 5.2% of the state's waters as no-take areas, compared to 0.05% currently.
The plan, which came in response to the recommendations of an advisory council, represents the rare instance of a government moving to establish an entire representative system of no-take reserves at one time. The plan must gain the support of the opposition to pass the state parliament.
Easing the burden on fishers
Prior to the legislative impasse, the government anticipated implementing the new marine parks system on November 16, 2001, although no-take status for some of the parks would be delayed intentionally until mid-2003, allowing fishers time to adapt to the new system.
The government's plan is noteworthy for its inclusion of several such measures to provide assistance to fishers. Individual fishers in the finfish and rock lobster fisheries who could demonstrate an income loss directly related to reduced catch as a result of the new parks would be eligible for short-term compensation from the government. The compensation, capped at AU $1.2 million (US $612,000) in total, would be available during a transitional period as new fishing areas were investigated. For the abalone fishery, the government would provide scientific and technical support to identify and survey areas of currently under-utilized resource, working reef by reef in close consultation with individual fishers.
Furthermore, the government decided against proceeding with one recommended marine national park in particular to reduce the overall impact on commercial fishers. Recommended borders of other parks were reduced in size for the same reason.
The government aims simultaneously to boost enforcement to protect the new parks. Under the government plan, the state fisheries compliance budget would be raised by AU $3 million (US $1.53 million) per year -- a 75% increase -- to hire new park managers, fisheries officers, and investigators, and purchase a new fisheries patrol vessel.
The government's plan comes in response to a report released last year by the Environment Conservation Council (ECC) of Victoria, which recommended that more than 6% of the state's waters be set aside as no-take (MPA News 2:5). The ECC advises the Victorian government on the use of public lands, with the goal of balancing the competing needs of resource users and the environment. The ECC report drew upon almost 10 years of community and industry consultation, carried out by the ECC and its predecessor, the Land Conservation Council.
[Editor's note: In Australia, state and territorial governments may designate national parks on their own without federal approval. The term "national park" in Australia implies a protected area managed principally for ecosystem protection and recreation, rather than a protected area established specifically by the national-level government. The IUCN shares this terminology (MPA News 1:4).]
For more information:
Department of Natural Resources and Environment, Head Office, 8 Nicholson Street, East Melbourne, VIC 3002, Australia. Tel: +61 03 9637 8000; E-mail: firstname.lastname@example.org; Web: www.nre.vic.gov.au.
Tim Allen, Marine and Coastal Community Network, 10 Parliament Place,
East Melbourne, Victoria 3002, Australia. Tel: +61 3 9650 4846; E-mail:
|Box: Victorian government's proposal is online
The Victorian government's plan for a representative system of marine parks is online at http://www.nre.vic.gov.au.
The following perspective piece by Mat Vanderklift and Trevor Ward offers one view of how MPA practitioners can organize their planning processes. It provides a bridge between two topics that MPA News has addressed in recent issues: the science of MPAs (MPA News 2:10) and MPA effectiveness (MPA News 2:11). This piece was adapted from an article that Vanderklift and Ward published last year in the journal Pacific Conservation Biology (Vol. 6: 152-61. Surrey Beatty & Sons, Sydney. 2000).
Using Biological Survey Data When Selecting MPAs: A Framework
By Mat Vanderklift and Trevor Ward, University of Western Australia
Ecological information is an important basis for the selection of marine protected areas. However, when evaluating areas, planners are often faced with limited and uncertain ecological information on which to base their decisions. They usually do not have good information about the distribution patterns of species, habitats, and ecosystems over extensive areas. Even less is known about the processes that maintain biological diversity (such as those that maintain fish or invertebrate recruitment to an area) and the extent of ecological interconnectedness of different areas.
Arbitrary declaration of areas for MPAs on the basis of poor ecological knowledge leads to a high risk that objectives will not be met. If MPAs are to be more than just paper exercises to appease lobby groups with politically acceptable solutions, appropriate ecological data from a carefully designed process of sampling and analysis are required. MPAs identified and selected using only superficial ecological knowledge will provide a false sense of security, and may disguise continuing decay of marine biological diversity both within and around designated MPAs.
One solution to this knowledge deficiency is to conduct biological surveys. Obtaining data that may be synthesized into a comprehensive information base can be difficult and expensive. As a result, planners will often need to prioritize resources so that data collected meet specific information requirements. This can only be achieved using a framework that defines the respective roles of existing and required data in the MPA selection process.
We propose a seven-step operational framework to help managers decide how to prioritize information requirements, and how to manage the subsequent collection of biological data that meet those requirements. This framework is nested in an information-gathering phase that falls between the initial expression of interest and the final selection and declaration of an MPA. Below is a synopsis of the framework.
Step 1 -- Define the objectives for the MPA
Establishing well-defined and explicitly stated objectives is probably the most critical step when planning an MPA. When objectives are weakly defined or are specified in only generic terms (such as "protection of biodiversity"), the information requirements cannot be clearly established. As a result, survey designs become open-ended, and potentially very expensive to design and implement. Carefully defined objectives should ensure that MPA performance can be measured effectively.
Step 2 -- Classify spatial units to sample within
Next, define the spatial and/or ecological classes for which data are required. The classes may be set at any resolution (e.g., bioregions, habitats), with the appropriate resolution determined by the objectives of Step 1. Because ecological data on classifications are usually not comprehensive, surrogates may be needed. Surrogates, or indicators, for each classification should be simple and readily identified. Once surrogates are selected, classes may be mapped across the whole area.
Step 3 -- Select what attributes to measure
No project is likely to conduct a comprehensive survey and evaluation of all aspects of marine biodiversity, even in a small area. Therefore, usually only a small subset of the biota will be surveyed. Choice of the biological variables to measure can have a major effect on the location and boundaries of the intended MPA. Again, the use of surrogates becomes important. Such surrogates should be adopted in survey design with extreme care, and preferably only after field study validation of their effectiveness as a surrogate (Step 4).
Step 4 -- Assess surrogates
Assessment of the surrogates is best done in a purpose-designed set of studies. Such studies may include, for example, comparisons of how distributions and abundances of a surrogate reflect the distributions and abundances of the biodiversity targets included in the MPA objectives. Such a study may be used to evaluate distributions of dominant fishes as a surrogate for fish assemblages, and to select species that best discriminate among assemblage types.
Step 5 -- Design and conduct survey
The allocation of samples in space should follow systematic principles, and most likely will form some sort of regular grid, random point, or stratified random sampling design. This is because the most common purpose of a survey will be to establish the spatial distribution of the chosen surrogates across the region of interest, or within a class, with appropriate estimates of uncertainty.
Step 6 -- Model and interpolate data
Much of the data collected during the survey will be point data -- measurements of, say, species abundances or habitat occurrences taken from a small area. The analysis of point data may be used to assess and predict the distributions of individual attributes (e.g., species) in space. Such assessment and prediction may be done using a range of procedures, including inferential statistics, spatial statistics, or predictive modeling from correlated variables.
Step 7 -- Validate the MPA
The final step is to test whether an area identified as a candidate is a valid choice. The specific objective of these tests is to compare the actual values for biodiversity targets in the selected area(s) with the predicted values derived from the models and/or surrogates.
For more information:
Mat Vanderklift, Botany Department, The University of Western Australia, Nedlands, Western Australia 6907, Australia. E-mail: email@example.com.
Trevor Ward, Institute for Regional Development, Geography Department, The University of Western Australia, Nedlands, Western Australia 6907, Australia. E-mail: firstname.lastname@example.org.
Editor-in-Chief: John B. Davis
Chair: David Fluharty, Ph.D.
School of Marine Affairs
University of Washington
Patrick Christie, Ph.D.
School of Marine Affairs
University of Washington
Advisory Council Coordinator
Channel Islands National Marine Sanctuary
Direct correspondence to: MPA News, School of Marine Affairs, University of Washington, 3707 Brooklyn Ave. NE, Seattle, WA 98105, USA. Tel: +1 206 685 1582; Fax: +1 206 543 1417; E-mail: email@example.com. MPA News is produced monthly as an independent study initiative at the School of Marine Affairs, University of Washington. The MPA News staff is solely responsible for content.
The MPA News project is funded in part by the David and Lucile Packard Foundation. It is also funded by Washington Sea Grant Program, University of Washington, pursuant to National Oceanic and Atmospheric Administration Award No. NA76RG0119. The views expressed herein are those of the author(s) and do not necessarily reflect the views of the Packard Foundation, NOAA or any of NOAA's sub-agencies.
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