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<title>U.S. Geological Survey Open-File Report</title>
<alt-title alt-title-type="pub-short-title">Open-File Report</alt-title>
<alt-title alt-title-type="pub-acronym-title">OFR</alt-title>
</title-group><contrib-group><contrib><aff><institution>U.S. Department of the Interior</institution></aff></contrib><contrib><aff><institution>U.S. Geological Survey</institution></aff></contrib></contrib-group><issn publication-format="print">0196-1497</issn><issn publication-format="online">2331-1258</issn></collection-meta>
<book-meta><book-id book-id-type="publisher-id">2022-1004</book-id><book-id book-id-type="doi">10.3133/ofr20221004</book-id><book-title-group>
<book-title>Spatial Extent of Seagrasses (<italic>Zostera marina</italic> and <italic>Ruppia maritima</italic>) along the Central Pacific Coast of Baja California, Mexico, 1999&#x2013;2000</book-title>
<alt-title alt-title-type="sentence-case">Spatial extent of seagrasses (<italic>Zostera marina</italic> and <italic>Ruppia maritima</italic>) along the central Pacific coast of Baja California, Mexico, 1999&#x2013;2000</alt-title>
<alt-title alt-title-type="running-head">Spatial Extent of Seagrasses along the central Pacific coast of Baja California, Mexico, 1999&#x2013;2000</alt-title>
</book-title-group><contrib-group content-type="collaborator">
<contrib>
<collab>Prepared in cooperation with the U.S. Fish and Wildlife Service</collab>
</contrib>
</contrib-group><contrib-group content-type="authors">
<contrib contrib-type="author"><string-name><x>By</x><x> </x><given-names>David H.</given-names><x> </x><surname>Ward</surname></string-name><x>, </x></contrib>
<contrib contrib-type="author"><string-name><given-names>Alexandra</given-names><x> </x><surname>Morton</surname></string-name><x>, </x></contrib>
<contrib contrib-type="author"><string-name><given-names>Carl J.</given-names><x> </x><surname>Markon</surname></string-name><x>, and </x></contrib>
<contrib contrib-type="author"><string-name><given-names>Kyle R.</given-names><x> </x><surname>Hogrefe</surname></string-name></contrib>
</contrib-group><pub-date date-type="pub"><year>2022</year></pub-date><book-volume-number/><publisher>
<publisher-name>U.S. Geological Survey</publisher-name>
<publisher-loc>Reston, Virginia</publisher-loc>
</publisher><edition/><abstract>
<title>Abstract</title>
<p>The seagrasses eelgrass (<italic>Zostera marina</italic>) and widgeongrass (<italic>Ruppia maritima</italic>) are prominent features of coastal lagoons along the Pacific coast of Baja California, Mexico, supporting a rich diversity of marine life. Yet little is known about their spatial distribution in this region. This is a concern because of declining trends in the abundance and distribution of seagrass in parts of northern Baja California and southern California. We used 7-band satellite imagery, 4-band digital multispectral videography, and 3-band color aerial photography to map the distribution of eelgrass and widgeongrass in six embayments along the central Pacific coast of Baja California. The total spatial extent of seagrass was estimated to be 42,697 hectares, of which about 70 percent was eelgrass. This seagrass was primarily lower in the intertidal than widgeongrass in all embayments. Eelgrass and widgeongrass composed the greatest proportion (47 percent) of the spatial extent in the two largest embayments, Lagunas Ojo de Liebre and San Ignacio, and these two embayments accounted for 85 percent of all seagrass in the study area. The native cordgrass (<italic>Spartina foliosa</italic>) and pickleweed (<italic>Salicornia spp</italic>.) were the predominate vegetation cover type of marshes in the three northern and three southern embayments, respectively. The three southern embayments contained mangrove (<italic>Rhizophora</italic> spp.) and the three northern embayments did not, thus marking the northern edge of mangroves along the Pacific coast of North America. This study establishes an embayment-wide baseline for continuing investigations and monitoring future changes in the spatial abundance of seagrasses in central Baja California.</p>
</abstract><custom-meta-group>
<custom-meta><meta-name>Online Only</meta-name><meta-value>True</meta-value></custom-meta>
</custom-meta-group><notes notes-type="associated-data">
<p>Ward, D.H., 2022, Point sampling data for eelgrass (<italic>Zostera marina</italic>) and widgeongrass (<italic>Ruppia maritima</italic>) abundance in embayments of the north Pacific coast of Baja California, Mexico, 1998&#x2013;2012: U.S. Geological Survey data release, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5066/P9H4LBP3">https://doi.org/10.5066/P9H4LBP3</ext-link>.</p>
<p>Ward, D.H., and Hogrefe, K.R., 2022, Mapping data of eelgrass (<italic>Zostera marina</italic>) distribution, Alaska and Baja California, Mexico: U.S. Geological Survey data release, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5066/P9WEK4JI">https://doi.org/10.5066/P9WEK4JI</ext-link>.</p>
</notes><notes notes-type="further-information"><p>For more information on the USGS&#x2014;the Federal source for science about the Earth, its natural and living resources, natural hazards, and the environment&#x2014;visit <ext-link>https://www.usgs.gov</ext-link> or call 1&#x2013;888&#x2013;ASK&#x2013;USGS.</p></notes><notes notes-type="overview"><p>For an overview of USGS information products, including maps, imagery, and publications, visit <ext-link>https://store.usgs.gov/</ext-link>.</p></notes><notes notes-type="disclaimer"><p>Any use of trade, firm, or product names is for descriptive purposes only and does not imply endorsement by the U.S. Government.</p></notes><notes notes-type="permissions"><p>Although this information product, for the most part, is in the public domain, it also may contain copyrighted materials as noted in the text. Permission to reproduce copyrighted items must be secured from the copyright owner.</p></notes></book-meta>
<front-matter>
<front-matter-part>
<named-book-part-body>
<fig fig-type="cover"><caption><p><bold>Cover.</bold> Satellite image showing seagrass distribution and spatial extent (green) in six embayments along the central Pacific coast of Baja California, Mexico. Landsat Thematic Mapper image by ArcMap, January 2022.</p></caption></fig>
</named-book-part-body>
</front-matter-part>
<ack>
<title>Acknowledgments</title>
<p>Jim Bredy and Al Cilurso of U.S. Fish and Wildlife Service-Region 2 collected the aerial photography. Ocean Imaging Corporation acquired and processed the digital multispectral videography. Roxie Anderson of Ducks Unlimited Inc. registered the base maps. Special thanks go to Matthew Anderson, Jose Arturo, Adrian Gall, Tricia Gorby, James Hall, Danielle Mather, Ryan Mathis, Molly McAllaster, Daniel Rizzolo, Dina Roberts, and Marnie Shepherd for field support in the collections of training and ground-truthing data. Thanks also go to Alejandro Cabello-Pasini of the Instituto de Investigaciones Oceanol&#x00F3;gicas Universidad Aut&#x00F3;noma de Baja California, the staff of Exportadora de Sal, S.A., Kuyima Inc., Dorothy and Richard Wheeler, and James White for providing logistical support and assistance.</p>
</ack>
<front-matter-part book-part-type="Conversion-Factors">
<book-part-meta>
<title-group>
<title>Conversion Factors</title>
</title-group>
</book-part-meta>
<named-book-part-body>
<table-wrap id="ta" position="float">
<caption>
<title>International System of Units to U.S. customary units</title>
</caption>
<table rules="groups">
<col width="33.34%"/>
<col width="33.34%"/>
<col width="33.32%"/>
<thead>
<tr>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Multiply</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">By</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">To obtain</td>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" colspan="3" align="center" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt" scope="col">Length</th>
</tr>
<tr>
<td valign="middle" align="left" scope="row">centimeter (cm)</td>
<td valign="middle" align="char" char=".">0.3937</td>
<td valign="middle" align="left">inch (in.)</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">meter (m)</td>
<td valign="middle" align="char" char=".">3.281</td>
<td valign="middle" align="left">foot (ft)</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">meter (m)</td>
<td valign="middle" align="char" char=".">1.094</td>
<td valign="middle" align="left">yard (yd)</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">kilometer (km)</td>
<td valign="middle" align="char" char=".">0.6214</td>
<td valign="middle" align="left">mile (mi)</td>
</tr>
<tr>
<td valign="middle" align="left" style="border-bottom: solid 0.50pt" scope="row">kilometer (km)</td>
<td valign="middle" align="char" char="." style="border-bottom: solid 0.50pt">0.5400</td>
<td valign="middle" align="left" style="border-bottom: solid 0.50pt">mile, nautical (nmi)</td>
</tr>
<tr>
<th valign="middle" colspan="3" align="center" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt" scope="col">Area</th>
</tr>
<tr>
<td valign="middle" align="left" style="border-top: solid 0.50pt" scope="row">square meter (m<sup>2</sup>)</td>
<td valign="middle" align="char" char="." style="border-top: solid 0.50pt">0.0002471</td>
<td valign="middle" align="left" style="border-top: solid 0.50pt">acre</td>
</tr>
<tr>
<td valign="middle" align="left" style="border-bottom: solid 0.50pt" scope="row">hectare (ha)</td>
<td valign="middle" align="char" char="." style="border-bottom: solid 0.50pt">2.471</td>
<td valign="middle" align="left" style="border-bottom: solid 0.50pt">acre</td>
</tr>
</tbody></table></table-wrap>
<p>Temperature in degrees Celsius (&#x00B0;C) may be converted to degrees Fahrenheit (&#x00B0;F) as:</p>
<p>&#x00B0;F = (1.8 &#x00D7; &#x00B0;C) + 32.</p>
</named-book-part-body>
</front-matter-part>
<front-matter-part book-part-type="Datum">
<book-part-meta>
<title-group>
<title>Datum</title>
</title-group>
</book-part-meta>
<named-book-part-body>
<p>Vertical coordinate information is referenced to the 1984 World Geodetic System (WGS 84).</p>
</named-book-part-body>
</front-matter-part>
<glossary content-type="Abbreviations">
<title>Abbreviations</title>
<def-list>
<def-item><term>EC</term><def><p>Estero Coyote</p></def></def-item>
<def-item><term>ESJ</term><def><p>Estero San Juan</p></def></def-item>
<def-item><term>LGN</term><def><p>Laguna Guerrero Negro</p></def></def-item>
<def-item><term>LM</term><def><p>Laguna Manuela</p></def></def-item>
<def-item><term>LOL</term><def><p>Laguna Ojo de Liebre</p></def></def-item>
<def-item><term>LSI</term><def><p>Laguna San Ignacio</p></def></def-item>
<def-item><term>MLLW</term><def><p>mean lower low water</p></def></def-item>
<def-item><term>TM</term><def><p>Thematic Mapper</p></def></def-item>
</def-list>
</glossary>
</front-matter>
<book-body>
<book-part>
<body>
<sec>
<title>Introduction</title>
<p>Seagrasses compose the most widespread coastal ecosystems in the world (<xref ref-type="bibr" rid="r10">Green and Short, 2003</xref>), providing important ecological services to the marine environment (<xref ref-type="bibr" rid="r5">Costanza and others, 1997</xref>) through their high productivity, stability and enrichment of sediments, and support of a complex trophic food web (<xref ref-type="bibr" rid="r8">Duarte and Cebri&#x00E1;n, 1996</xref>; <xref ref-type="bibr" rid="r13">Hemminga and Duarte, 2000</xref>). Seagrass meadows may also reduce the load of disease-causing bacteria, including those that affect humans as well as marine fishes, invertebrates, and mammals, in seawater surrounding seagrass beds (<xref ref-type="bibr" rid="r18">Inaba and others, 2017</xref>; <xref ref-type="bibr" rid="r20">Lamb and others, 2017</xref>). As such, their distribution and aerial extent may be important indicators of water quality and overall health of a coastal ecosystem (<xref ref-type="bibr" rid="r6">Dennison and others, 1993</xref>; <xref ref-type="bibr" rid="r33">Short and Neckles, 1999</xref>). Therefore, it is important to inventory seagrass distribution to establish a baseline for future monitoring of trends in these critically important habitats.</p>
<p>Eelgrass (<italic>Zostera marina</italic>) and widgeongrass (<italic>Ruppia maritima</italic>) are important seagrasses of protected coastal embayments of the central Pacific coast of Baja California (26 to 28 degrees North; <xref ref-type="bibr" rid="r17">Ibarra-Obando and Rios, 1993</xref>; <xref ref-type="bibr" rid="r43">Wyllie-Echeverria and Ackerman, 2003</xref>, <xref ref-type="bibr" rid="r41">Ward and others, 2004</xref>, <xref ref-type="bibr" rid="r36">Ward 2022a</xref>). This region is within the southern edge of the range of eelgrass in the north Pacific (<xref ref-type="bibr" rid="r43">Wyllie-Echeverria and Ackerman, 2003</xref>). Here, seagrass meadows provide food and refuge for a variety of ecologically and commercially important fauna, such as bivalves (for examples, oysters [<italic>Crassostrea gigas</italic>] and scallops [<italic>Argopecten ventricosus</italic>]), lobsters (<italic>Panulirus interruptus</italic>), crabs, turtles (<italic>Chelonia mydas</italic>), juvenile fish, and hundreds of thousands of migrating and resident waterbirds, including greater than (&gt;) 100 species and about 30 percent of the world&#x2019;s population of black brant (<italic>Branta bernicla nigricans</italic>; <xref ref-type="bibr" rid="r22">Massey and Palacios, 1994</xref>; <xref ref-type="bibr" rid="r29">Page and others, 1997</xref>; <xref ref-type="bibr" rid="r1">Aguirre-Mu&#x00F1;oz and others, 2001</xref>; <xref ref-type="bibr" rid="r15">Ibarra-Obando and others, 2001</xref>; <xref ref-type="bibr" rid="r21">Lewis and others, 2020</xref>). A significant portion of the economy (for example, commercial and sport fisheries, aquaculture, sport hunting, and tourism) of Baja California depends on the marine resources of these coastal embayments (<xref ref-type="bibr" rid="r1">Aguirre-Mu&#x00F1;oz and others, 2001</xref>).</p>
<p>Despite the importance of seagrasses to the health of the coastal ecosystems of Baja California, quantifiable data on the spatial distribution of seagrasses are largely lacking. These data are particularly important because coastal areas of Baja California are under increasing threats, both direct and indirect, from human activity (for example, aquaculture, overfishing, and climate warming; <xref ref-type="bibr" rid="r16">Ibarra-Obando and Escofet 1987</xref>; <xref ref-type="bibr" rid="r27">Ortega and Castellanos, 1995</xref>; <xref ref-type="bibr" rid="r1">Aguirre-Mu&#x00F1;oz and others, 2001</xref>). Moreover, these threats have been linked to declines in the abundance and spatial extent of seagrasses in northern Baja California (<xref ref-type="bibr" rid="r2">Cabello-Pasini 1984</xref>; <xref ref-type="bibr" rid="r40">Ward and others 2003</xref>) and in southern California (<xref ref-type="bibr" rid="r19">Johnson and others, 2003</xref>, <xref ref-type="bibr" rid="r11">Haren&#x010D;&#x00E1;r and others, 2018</xref>). Changes to the distribution and abundance of seagrasses may have major implications for migratory birds and mammals that forage in these habitats (<xref ref-type="bibr" rid="r42">Ward and others, 2005</xref>).</p>
<p>The objective of this study was to estimate the distribution and spatial extent of seagrasses in embayments of the central Pacific coast of Baja California, Mexico to acquire baseline data that can be used to monitor trends in this critically important habitat.</p>
</sec>
<sec>
<title>Methods</title>
<sec>
<title>Study Area</title>
<p>The mapping of eelgrass and widgeongrass occurred in six shallow-water (average depth of less than [&lt;] 6 meters, m), hypersaline embayments in or near the Vizcaino Biosphere Reserve, Mexico's largest protected area (<xref ref-type="fig" rid="fig01">fig. 1</xref>). The seagrass mapping occurred in two biologically distinct regions in the reserve, hereafter referred to as the northern and southern embayments. The northern embayments were Lagunas Ojo de Liebre (LOL), Guerrero Negro (LGN), and Manuela (LM; <xref ref-type="fig" rid="fig01">fig. 1</xref>). High intertidal areas of these embayments are characterized by expansive marshes dominated by cordgrass (<italic>Spartina foliosa</italic>), a native cordgrass to North America, and by pickleweed (<italic>Salicornia spp</italic>.), saltwort (<italic>Batis maritima</italic>), and sea-blite (<italic>Sueda</italic> spp.). The southern embayments were Laguna San Ignacio (LSI), and Estero Coyote (EC) and Estero San Juan (ESJ; <xref ref-type="fig" rid="fig01">fig. 1</xref>) and the high intertidal areas of these embayments are comprised of mangroves (<italic>Rhizophora</italic> spp.) and marshes dominated by pickleweed, salt-wort, and sea-blite. Upland habitat adjacent to all embayments is sparsely vegetated xeric shrublands, salt pannes, and sand dunes. The region experiences little annual precipitation (&lt;11 centimeters per year) with most occurring between October and March, persistent northwesterly winds from March through November, and high evaporation rates (<xref ref-type="bibr" rid="r30">Phleger and Ewing, 1962</xref>; <xref ref-type="bibr" rid="r3">Cabello-Pasini and others 2003</xref>).</p>
<fig id="fig01" position="float" fig-type="figure"><label>Figure 1</label><caption><p>The locations of the six embayments that were assessed for seagrass distribution and spatial extent along the central Pacific coast of Baja California, Mexico. The solid line is the boundary of the Vizcaino Biosphere Reserve.</p><p content-type="toc">Figure 1.&#x2003;Map showing the locations of the six embayments that were assessed for seagrass distribution and spatial extent along the central Pacific coast of Baja California, Mexico</p></caption>
<long-desc>Map showing the locations of the six embayments that were assessed for seagrass distribution and spatial extent along the central Pacific coast of Baja California, Mexico.</long-desc><graphic xlink:href="tac22-5291_fig01"/></fig>
<p>LOL and LSI are among the largest (59 and 25 square kilometers, respectively) along the Pacific coast of Baja California. These two lagoons have relatively deep (up to 25 m) and wide (1&#x2013;3 kilometers, km) main tidal channels. LOL and LSI are also the principle calving and nursery areas for the northeastern Pacific population of gray whale (<italic>Eschrichtius robustus</italic>) and important nursery areas for harbor seals (<italic>Phoca vitulina</italic>), and California sea lions (<italic>Zalophus californianus</italic>; <xref ref-type="bibr" rid="r31">Rice and others, 1981</xref>).</p>
<p>All embayments, except LOL and LGN, are relatively pristine and undeveloped. LGN underwent considerable alteration in the 1950s and 1960s and LOL in later years in support of one the largest salt producing operations in the world (<xref ref-type="bibr" rid="r9">Eberhardt 1966</xref>). Large salt pannes and shrublands next to LOL and LGN were converted to evaporation ponds or filled to construct buildings and roads. Smaller areas inside the lagoon (channels, salt marshes) were dredged to enable passage of transport barges or filled to accommodate roads and a shipping dock. Human activity is relatively high in these two lagoons. The town of Guerrero Negro (approximately 14,000 residents) is located &lt;2 km away from the two lagoons. Fishing occurs in LOL and LGN but is regulated during the breeding season of gray whales and island-nesting waterbirds (for example, egret, <italic>Egretta</italic> spp.) and raptors (for example, Osprey, <italic>Pandion haliaetus</italic>). The most frequent human activity in the lagoon is boating associated with barging salt, whale-watching (January&#x2013;March), and commercial fishing and clamming (year-round).</p>
<p>The three southern embayments are farther from paved roads and major populated centers and have less human activity. About 100 people reside year-round at LSI and use the lagoon to commercially fish and farm oysters. Boat activity in this lagoon peaks during the whale-watching season. The nearest town to the three southern embayments is San Ignacio (approximately 500 residents), about 50 to 90 km to the east. There is little or no human activity in ESJ and EC.</p>
</sec>
<sec>
<title>Image Acquisition and Preparation</title>
<p>The distribution and spatial extent of seagrasses were assessed in the six embayments using aerial photography (3-band, color aerial photography and 4-band, color digital multispectral videography) or satellite (7-band Landsat TM, Thematic Mapper) imagery (Ward, 2022), following standard remotely sensed procedures for seagrass mapping (<xref ref-type="bibr" rid="r7">Dobson and others, 1995</xref>; <xref ref-type="bibr" rid="r40">Ward and others, 2003</xref>, <xref ref-type="bibr" rid="r41">2004</xref>). Color aerial photographs were acquired in LOL, LGN, and LM during a low tide (0.0 to &#x2013;0.4 m mean lower low water, MLLW) on January 17, 2000 and in LSI and ESJ during a low tide (0.0 to &#x2013;0.3 m MLLW) on January 18, 2000. Photographs were taken by the U.S. Fish and Wildlife Service from a Partenavia twin-engine aircraft specially equipped for large format, vertical photography. The photographs were digitized, mosaicked together, radiometrically corrected, and georeferenced to Landsat TM imagery encompassing either the northern or southern embayments. The Landsat TM imagery for the northern embayments was taken on March 24, 1999 during an approximate 0.2 m MLLW tide height in LOL, LGN and LM. The closest cloud-free, low tide Landsat TM imagery to the date of aerial photography for the southern embayments was taken on September 5, 1992 during an approximate tide height of 0.9 MLLW in LSI, ESJ and EC. We spatially georeferenced the two satellite base images to ground control points. To improve spatial accuracy, we spread the control points around each of the embayments, except for the southern embayments where control points were concentrated near LSI because of the lack of quality identifiable landmarks near ESJ and EC. The resulting georeferenced imagery was then projected in the 1984 World Geodetic System datum, Universal Transverse Mercator Zone 12 North. The spatial resolutions of photomosaics and satellite imagery were 2 m and 30 m, respectively.</p>
<p>Digital multispectral videography was acquired at EC. This imagery was taken by Ocean Imaging Inc. on December 20, 1999, using a four-camera system (SpecTerra Systems, Ltd., Mark 1) mounted to the belly of a Partenavia twin-engine aircraft. Each video camera was fitted with a different wavelength color filter (450, 550, 650, or 750 nanometer) to optimize spectral delineation of seagrasses above and below the water surface. The aircraft maintained an altitude of 3,000 m and flew several flight lines to cover each of the embayments. The tide was low (0.0 to &#x2013;0.3 m MLLW) and winds were light (&lt;10 km per hour) during the image acquisition period (approximately 2 hours). The digital multispectral videography imagery was processed by Ocean Imaging Inc. and georeferenced to the 1992 Landsat TM imagery of the region resulting in a 2-m pixel spatial resolution image of EC.</p>
</sec>
<sec>
<title>Classification</title>
<p>The spectral quality of the higher spatial resolution photomosaic imagery for the three northern embayments was poor and could not be used reliably to map seagrasses in these embayments. The primary issue of the photomosaic was sun glare, which caused problems differentiating spectral signals among the vegetation types, particularly between eelgrass and cordgrass, a cover type that composed a large portion of high intertidal areas in these northern embayments. Therefore, we used the 30-m spatial resolution 1999 Landsat TM imagery to map eelgrass and widgeongrass in LOL, LGN, and LM.</p>
<p>Sun glare was less of an issue when classifying the aerial (photomosaic and digital multispectral videography) imagery of the southern embayments, where mangroves replaced cordgrass in intertidal areas. Vegetative spectral signatures were more distinguishable between mangroves and seagrasses, and the aerial imagery was used to map seagrass distribution in these three embayments.</p>
<p>We used an unsupervised isodata clustering algorithm to identify statistically separable spectral cover types and then classified all imagery into six primary cover types and six subcover types with a supervised maximum likelihood analysis (<xref ref-type="bibr" rid="r39">Ward and others, 1997</xref>; <xref ref-type="bibr" rid="r28">Ozesmi and Bauer, 2002</xref>; <xref ref-type="bibr" rid="r14">Hogrefe and others, 2014</xref>). The six primary cover types were: seagrass, unvegetated, salt marsh, mangrove, salt panne, and channel (submerged unvegetated; water depth &lt;&#x2013;2 m MLLW). Subcover types were identified for seagrasses (intertidal eelgrass, intertidal widgeongrass, intertidal mixed eelgrass and widgeongrass, and submerged mixed eelgrass and widgeongrass) and salt panne (unmodified and modified salt extraction pond). Macroalgae were not classified because these plants were commonly in seagrass meadows and could not be differentiated spatially or spectrally from the two types of seagrass.</p>
<p>Field surveys were conducted to choose isodata clusters that could provide the cleanest least ambiguous examples of the different cover types. This approach minimized classification errors resulting from variable light conditions and increasing water depths in substrate types across imagery. Training data to classify cover types in the three northern embayments were collected in LOL during November&#x2013;December 1999 (n = 155) points. In southern embayments training data were collected in LSI during November&#x2013;January 1998&#x2013;1999 (n = 163) and November&#x2013;December 1999 (n = 206). The LSI imagery was also resampled to a 20-m spatial resolution to improve classification accuracy of cover types. No training data were collected in the other northern (LGN, LM) and southern (EC, ESJ) embayments.</p>
<p>Mapping accuracy of the cover types was evaluated using the percent cover determinations made during January&#x2013;February 1999 in LOL, and during December&#x2013;January 2003 in EC, ESJ, and LSI. Field survey points were distributed across LOL and LSI embayments using a systematic random design (1-km spacing between points) and accessed by boat using a global positioning system unit. No survey points were placed in marshes in LOL, so classification accuracy was not evaluated for this cover type in northern embayments. Points were sampled by snorkeling in dry suits primarily during high tide. At each point, water depth and percent cover of the cover types was estimated within four 0.25 square meter quadrats. In EC and ESJ field survey points were made along line transects placed across different cover types and locations in each of these embayments. Water depth (m) measurements were standardized to MLLW by subtracting the measured depth from the predicted tide depth for San Carlos, Baja California.</p>
<p>Estimates of seagrass percent cover were simplified to present (&gt;5 percent seagrass cover) or absent (&lt;5 percent seagrass cover) categories to approximate the cover required to produce a spectral signal of seagrass (<xref ref-type="bibr" rid="r35">Valta-Hulkkonen and others, 2003</xref>). Accuracy was then estimated using a confusion matrix comparing classified cover types to field survey data cover types and estimating errors of omission and commission, and overall accuracy of the image classification. Omission accuracy assessed the percentage of the map data that agreed with the field survey data assuming that the survey data were correct, whereas commission accuracy evaluated the percentage of the field survey data that agreed with the map data assuming that the map was correct. Overall accuracy of the classified imagery was calculated as the number of correctly classified points divided by total number of points. The amount (hectares, ha) of each habitat class was determined using GIS software ARC/INFO (<xref ref-type="bibr" rid="r24">Morehouse, 1992</xref>).</p>
</sec>
</sec>
<sec>
<title>Results and Discussion</title>
<p>Seagrasses composed a significant portion of the spatial extent in five of the six embayments (<xref ref-type="table" rid="t01">table 1</xref>). In the three largest (&gt;12,000 ha; LOL, LGN and LSI) embayments, seagrasses covered between 34 percent and 47 percent of the total area (<xref ref-type="table" rid="t01">table 1</xref>). Salt marshes or mangroves (35&#x2013;67 percent) dominated cover types in the other, much smaller (&lt;4,000 ha; LM, EC, ESJ), embayments. Eelgrass was the most spatially abundant seagrass in all embayments, dominating the low intertidal and shallow subtidal (0.0 to &#x2013;2.5 m) areas (<xref ref-type="bibr" rid="r36">Ward 2022a</xref>, <xref ref-type="bibr" rid="r37">b</xref>). Monotypic stands of widgeongrass were predominately in the mid-intertidal (approximately 0.3&#x2013;1.0 m) whereas mixed stands of eelgrass and widgeongrass were in slightly lower intertidal (approximately 0.0&#x2013;0.3 m) areas.</p>
<table-wrap id="t01" position="float">
<label>Table 1</label><caption><title>Spatial extent and percentage of total cover of seagrasses and other cover types in six embayments along the central Pacific coast of Baja California, Mexico.</title>
<p content-type="toc">Table 1.&#x2003;Spatial extent and percentage of total cover of seagrasses and other cover types in six embayments along the central Pacific coast of Baja California, Mexico</p>
<p>[&#x2014;, not applicable]</p>
</caption>
<table rules="groups">
<col width="25.07%"/>
<col width="13.48%"/>
<col width="12.89%"/>
<col width="12.61%"/>
<col width="12.61%"/>
<col width="12.61%"/>
<col width="10.73%"/>
<thead>
<tr>
<td rowspan="3" valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Cover type</td>
<td valign="middle" colspan="6" align="center" scope="colgroup" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Spatial extent, in hectares (percentage of total cover)</td>
</tr>
<tr>
<td valign="middle" colspan="3" align="center" scope="colgroup" style="border-top: solid 0.50pt; border-right: solid 0.50pt; border-bottom: solid 0.50pt">Northern embayments</td>
<td valign="middle" colspan="3" align="center" scope="colgroup" style="border-left: solid 0.50pt; border-top: solid 0.50pt; border-bottom: solid 0.50pt">Southern embayments</td>
</tr>
<tr>
<td valign="middle" colspan="1" align="center" scope="colgroup" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Laguna Ojo de Liebre</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Laguna Guerrero Negro</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-right: solid 0.50pt; border-bottom: solid 0.50pt">Laguna Manuela</td>
<td valign="middle" align="center" scope="col" style="border-left: solid 0.50pt; border-top: solid 0.50pt; border-bottom: solid 0.50pt">Laguna San Ignacio</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Estero San Juan</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Estero Coyote</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left" style="border-top: solid 0.50pt" scope="row">Seagrass</td>
<td valign="middle" align="char" char=" " style="border-top: solid 0.50pt">27,891 (47)</td>
<td valign="middle" align="char" char=" " style="border-top: solid 0.50pt">5,668 (47)</td>
<td valign="middle" align="char" char=" " style="border-top: solid 0.50pt; border-right: solid 0.50pt">308 (10)</td>
<td valign="middle" align="char" char=" " style="border-left: solid 0.50pt; border-top: solid 0.50pt">8,378 (34)</td>
<td valign="middle" align="char" char=" " style="border-top: solid 0.50pt">96 (4)</td>
<td valign="middle" align="char" char=" " style="border-top: solid 0.50pt">353 (17)</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Intertidal<sup>1</sup> eelgrass</td>
<td valign="middle" align="char" char=".">8,225</td>
<td valign="middle" align="char" char=".">2,587</td>
<td valign="middle" align="char" char="." style="border-right: solid 0.50pt">7</td>
<td valign="middle" align="char" char="." style="border-left: solid 0.50pt">394</td>
<td valign="middle" align="char" char=".">6</td>
<td valign="middle" align="char" char=".">26</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Intertidal widgeongrass</td>
<td valign="middle" align="char" char=".">2,566</td>
<td valign="middle" align="char" char=".">532</td>
<td valign="middle" align="char" char="." style="border-right: solid 0.50pt">56</td>
<td valign="middle" align="char" char="." style="border-left: solid 0.50pt">2,779</td>
<td valign="middle" align="char" char=".">15</td>
<td valign="middle" align="char" char=".">236</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Intertidal mixed</td>
<td valign="middle" align="char" char=".">5,179</td>
<td valign="middle" align="char" char=".">1,322</td>
<td valign="middle" align="char" char="." style="border-right: solid 0.50pt">143</td>
<td valign="middle" align="char" char="." style="border-left: solid 0.50pt">339</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="char" char=".">51</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Submerged<sup>2</sup></td>
<td valign="middle" align="char" char=".">11,924</td>
<td valign="middle" align="char" char=".">1,227</td>
<td valign="middle" align="char" char="." style="border-right: solid 0.50pt">102</td>
<td valign="middle" align="char" char="." style="border-left: solid 0.50pt">4,907</td>
<td valign="middle" align="char" char=".">75</td>
<td valign="middle" align="char" char=".">40</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Marsh</td>
<td valign="middle" align="char" char=" ">7,911 (13)</td>
<td valign="middle" align="char" char=" ">2,268 (19)</td>
<td valign="middle" align="char" char=" " style="border-right: solid 0.50pt">2,097 (67)</td>
<td valign="middle" align="char" char=" " style="border-left: solid 0.50pt">1,604 (6)</td>
<td valign="middle" align="char" char=" ">435 (13)</td>
<td valign="middle" align="char" char=" ">46 (2)</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Mangrove</td>
<td valign="middle" align="char" char=" ">0 (0)</td>
<td valign="middle" align="char" char=" ">0 (0)</td>
<td valign="middle" align="char" char=" " style="border-right: solid 0.50pt">0 (0)</td>
<td valign="middle" align="char" char=" " style="border-left: solid 0.50pt">1,391 (6)</td>
<td valign="middle" align="char" char=" ">1,108 (32)</td>
<td valign="middle" align="char" char=" ">697 (33)</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Unvegetated</td>
<td valign="middle" align="char" char=" ">4,348 (7)</td>
<td valign="middle" align="char" char=" ">1,626 (13)</td>
<td valign="middle" align="char" char=" " style="border-right: solid 0.50pt">375 (12)</td>
<td valign="middle" align="char" char=" " style="border-left: solid 0.50pt">5,743 (23)</td>
<td valign="middle" align="char" char=" ">1,005 (29)</td>
<td valign="middle" align="char" char=" ">633 (30)</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Channel<sup>3</sup></td>
<td valign="middle" align="char" char=" ">18,603 (33)</td>
<td valign="middle" align="char" char=" ">2,487 (21)</td>
<td valign="middle" align="char" char=" " style="border-right: solid 0.50pt">337 (11)</td>
<td valign="middle" align="char" char=" " style="border-left: solid 0.50pt">7,578 (31)</td>
<td valign="middle" align="char" char=" ">729 (21)</td>
<td valign="middle" align="char" char=" ">361 (17)</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Embayment total</td>
<td valign="middle" align="char" char=".">58,756</td>
<td valign="middle" align="char" char=".">12,049</td>
<td valign="middle" align="char" char="." style="border-right: solid 0.50pt">3,117</td>
<td valign="middle" align="char" char="." style="border-left: solid 0.50pt">24,735</td>
<td valign="middle" align="char" char=".">3,469</td>
<td valign="middle" align="char" char=".">2,089</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Undeveloped salt panne</td>
<td valign="middle" align="char" char=".">2,968</td>
<td valign="middle" align="char" char=".">318</td>
<td valign="middle" align="char" char="." style="border-right: solid 0.50pt">613</td>
<td valign="middle" align="char" char="." style="border-left: solid 0.50pt">1,769</td>
<td valign="middle" align="char" char=".">400</td>
<td valign="middle" align="char" char=".">356</td>
</tr>
<tr>
<td valign="middle" align="left" style="border-bottom: solid 0.50pt" scope="row">Salt extraction ponds</td>
<td valign="middle" align="char" char="." style="border-bottom: solid 0.50pt">28,642</td>
<td valign="middle" align="char" char="." style="border-bottom: solid 0.50pt">1,960</td>
<td valign="middle" align="char" char="." style="border-right: solid 0.50pt; border-bottom: solid 0.50pt">2</td>
<td valign="middle" align="char" char="." style="border-left: solid 0.50pt; border-bottom: solid 0.50pt">0</td>
<td valign="middle" align="char" char="." style="border-bottom: solid 0.50pt">0</td>
<td valign="middle" align="char" char="." style="border-bottom: solid 0.50pt">0</td>
</tr>
</tbody></table>
<table-wrap-foot>
<fn id="t01n1"><label><sup>1</sup></label><p>Water depths above -0.5 meters mean lower low water.</p></fn>
<fn id="t01n2"><label><sup>2</sup></label><p>Water depths from -0.5 to -2.5 meters mean lower low water.</p></fn>
<fn id="t01n3"><label><sup>3</sup></label><p>Water depths below -2.5 meters mean lower low water.</p></fn></table-wrap-foot>
</table-wrap>
<fig id="fig02" position="float" fig-type="figure"><label>Figure 2</label><caption><p>The spatial extent of seagrasses and other cover types in Lagunas Ojo de Liebre, Guerrero Negro, and Manuela, Baja California, Mexico. 3-band color photomosaic imagery (<italic>A</italic>), 7-band 1999 Landsat TM satellite imagery (<italic>B</italic>), and 7-band 1999 Landsat TM satellite imagery showing cover type classification (<italic>C</italic>).</p><p content-type="toc">Figure 2.&#x2003;Aerial imagery showing the spatial extent of seagrasses and other cover types in Lagunas Ojo de Liebre, Guerrero Negro, and Manuela, Baja California, Mexico</p></caption>
<long-desc>Aerial imagery showing the spatial extent of seagrasses and other cover types in Lagunas Ojo de Liebre, Guerrero Negro, and Manuela, Baja California, Mexico.</long-desc><graphic xlink:href="tac22-5291_fig02"/></fig>
<p>In northern embayments, particularly LOL, continuous stands (density &gt;50 percent) of intertidal eelgrass were found in the front half of the lagoon, mainly on the backside of the sandflats at the mouth of the lagoon or mid-lagoon (<xref ref-type="fig" rid="fig02">fig. 2</xref>). In the back half of LOL, eelgrass occurred primarily in the subtidal, probably because of the higher water temperatures, reduced turnover of seawater during tidal exchanges, and higher salinities than in the front half of the lagoon (<xref ref-type="bibr" rid="r30">Phleger and Ewing, 1962</xref>). Widgeongrass, which tolerates high temperature and salinities (<xref ref-type="bibr" rid="r23">Mayer and Low, 1970</xref>), was more abundant in this part of the lagoon than in the front half of the lagoon.</p>
<p>Salt marshes (13&#x2013;67 percent) and channels (11&#x2013;33 percent) were the next most abundant cover type in northern embayments (<xref ref-type="table" rid="t01">table 1</xref>). In LM, the cordgrass-dominated salt marshes composed over half (67 percent) of the overall spatial extent of this lagoon (<xref ref-type="table" rid="t01">table 1</xref>). The cordgrass-dominated salt marshes of these northern embayments are the largest in Mexico and among the largest stands of this native cordgrass (<italic>Spartina foliosa</italic>) across its range which extends from northern California to the central Pacific coast of Baja California (<xref ref-type="bibr" rid="r34">Spicher and Josselyn, 1985</xref>; <xref ref-type="bibr" rid="r41">Ward and others, 2004</xref>). Channels were most significant in LOL with water depths reaching &gt;20 m near the mouth of the lagoon. Because of the overall length (51 km) and width (6&#x2013;13 km) of LOL, timing of tides can vary by up to 3 hours between the mouth and back of the lagoon (this study).</p>
<p>The overall classification accuracy of the 1999 satellite imagery was good at 79 percent (<xref ref-type="table" rid="t02">table 2</xref>). The accuracy of all seagrass species combined was also good at 95 percent (<xref ref-type="table" rid="t02">table 2</xref>); however, when seagrass was split into separate specie categories accuracy declined considerably (accuracy of intertidal eelgrass: 41 percent; intertidal widgeongrass: 23 percent; intertidal seagrass mixed: 67 percent). This drop in accuracy was expected because of the overlap in spectral characteristics and spatial extent of eelgrass and widgeongrass and the difficulty to distinguish spectral signals between these species (<xref ref-type="bibr" rid="r26">Mumby and others, 1997</xref>; <xref ref-type="bibr" rid="r41">Ward and others, 2004</xref>). This problem of subcover type accuracy was also intensified by the low densities of the seagrasses in these embayments (eelgrass: mean = 20 percent; widgeongrass: mean = 10 percent; <xref ref-type="bibr" rid="r36">Ward, 2022a</xref>).</p>
<table-wrap id="t02" position="float">
<label>Table 2</label><caption><title>Diagonal matrix of field survey reference data from 1999 showing cover type classification accuracy of the 1999 Landsat TM imagery of Lagunas Ojo de Liebre, Guerrero Negro, and Manuela, Baja California, Mexico.</title>
<p content-type="toc">Table 2.&#x2003;Diagonal matrix of field survey reference data from 1999 showing cover type classification accuracy of the 1999 Landsat TM imagery of Lagunas Ojo de Liebre, Guerrero Negro, and Manuela, Baja California, Mexico</p>
<p>[&#x2014;, not applicable]</p>
</caption>
<table rules="groups">
<col width="18.96%"/>
<col width="11.36%"/>
<col width="11.05%"/>
<col width="13.46%"/>
<col width="10.57%"/>
<col width="10.4%"/>
<col width="11.37%"/>
<col width="12.83%"/>
<thead>
<tr>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Cover type</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Seagrass</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Marsh</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Unvegetated</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Water</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Total<break/>correct</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Total<break/>survey<break/>points</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Commission<break/>accuracy<break/>(percent)</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left" style="border-top: solid 0.50pt" scope="row">Seagrass</td>
<td valign="middle" align="char" char="." style="border-top: solid 0.50pt"><bold>135</bold></td>
<td valign="middle" align="center" style="border-top: solid 0.50pt">&#x2014;</td>
<td valign="middle" align="char" char="." style="border-top: solid 0.50pt">8</td>
<td valign="middle" align="char" char="." style="border-top: solid 0.50pt">5</td>
<td valign="middle" align="center" style="border-top: solid 0.50pt">&#x2014;</td>
<td valign="middle" align="char" char="." style="border-top: solid 0.50pt">148</td>
<td valign="middle" align="char" char="." style="border-top: solid 0.50pt">95</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Marsh</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="center">&#x2014;</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Unvegetated</td>
<td valign="middle" align="char" char=".">17</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="char" char="."><bold>6</bold></td>
<td valign="middle" align="char" char=".">2</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="char" char=".">25</td>
<td valign="middle" align="char" char=".">86</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Water</td>
<td valign="middle" align="char" char=".">14</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="char" char=".">0</td>
<td valign="middle" align="char" char="."><bold>34</bold></td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="char" char=".">48</td>
<td valign="middle" align="char" char=".">100</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Total correct</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="center"><bold>175</bold></td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="center">&#x2014;</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Total survey points</td>
<td valign="middle" align="char" char=".">166</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="char" char=".">14</td>
<td valign="middle" align="char" char=".">41</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="char" char="."><bold>221</bold></td>
<td valign="middle" align="center">&#x2014;</td>
</tr>
<tr>
<td valign="middle" align="left" style="border-bottom: solid 0.50pt" scope="row">Omission accuracy (percent)</td>
<td valign="middle" align="char" char="." style="border-bottom: solid 0.50pt">81</td>
<td valign="middle" align="center" style="border-bottom: solid 0.50pt">&#x2014;</td>
<td valign="middle" align="char" char="." style="border-bottom: solid 0.50pt">43</td>
<td valign="middle" align="char" char="." style="border-bottom: solid 0.50pt">83</td>
<td valign="middle" align="center" style="border-bottom: solid 0.50pt">&#x2014;</td>
<td valign="middle" align="center" style="border-bottom: solid 0.50pt">&#x2014;</td>
<td valign="middle" align="char" char="." style="border-bottom: solid 0.50pt"><bold>79</bold></td>
</tr>
</tbody></table></table-wrap>
<p>In the southern embayments, widgeongrass dominated high intertidal areas and eelgrass dominated low intertidal and subtidal areas. Eelgrass was more abundant at deeper depths in the southern embayments than in the northern embayments (<xref ref-type="table" rid="t01">table 1</xref>), possibly due to the increased irradiance and warmer temperatures that plants experience in southern than in northern embayments (<xref ref-type="bibr" rid="r3">Cabello-Pasini and others, 2003</xref>). Future research into the influence of warmer temperatures is needed to address this possibility. Overall, however, eelgrass populations of the central Pacific coast of Baja California are exposed to twice the irradiance levels and 18&#x2013;32 percent higher average maximum water temperatures as eelgrass populations further north along the Pacific coast of Baja California (for example, Bahia San Quintin; <xref ref-type="bibr" rid="r3">Cabello-Pasini and others, 2003</xref>).</p>
<p>In LSI, seagrass composed about 34 percent of the total area of the lagoon (<xref ref-type="table" rid="t01">table 1</xref>; <xref ref-type="fig" rid="fig03">fig. 3</xref>). Eelgrass was the dominant seagrass in the lagoon with continuous stands of eelgrass occurring primarily in subtidal areas of the mid to back half of LSI (<xref ref-type="fig" rid="fig03">fig. 3</xref>). Overall, eelgrass composed about 63 percent (5,301 ha) of the spatial extent of seagrasses in the lagoon, of which 59 percent were in subtidal areas (<xref ref-type="table" rid="t01">table 1</xref>). The maximum depth limit of eelgrass in LSI was about &#x2013;6 m MLLW. In contrast, monotypic stands of widgeongrass composed about 33 percent of the spatial extent of seagrasses and nearly all its coverage occurred in intertidal areas (<xref ref-type="table" rid="t01">table 1</xref>; <xref ref-type="fig" rid="fig03">fig. 3</xref>). Mixed beds of intertidal eelgrass and widgeongrass composed a small portion (4 percent) of the seagrass coverage in LSI. Channels (31 percent) and unvegetated sand and mudflats (23 percent) were the next most abundant cover type in LSI. Salt marshes, which were dominated by pickleweed, and mangroves were of similar size, composing about 6 percent of the overall extent of the lagoon.</p>
<fig id="fig03" position="float" fig-type="figure"><label>Figure 3</label><caption><p>Ground-truthing sample points and vegetation coverage types in Laguna San Ignacio and Estero San Juan, Baja California, Mexico. <italic>G</italic>round-truthing sample points (dots) in Laguna San Ignacio (<italic>A</italic>), vegetation coverage classification in Laguna San Ignacio (<italic>B</italic>), ground-truthing sample points (dots) in Estero San Juan (<italic>C</italic>), and vegetation coverage classification in Estero San Juan (<italic>D</italic>).</p><p content-type="toc">Figure 3.&#x2003;Photomosaic imagery showing ground-truthing sample points and vegetation coverage types in Laguna San Ignacio and Estero San Juan, Baja California, Mexico</p></caption>
<long-desc>Photomosaic imagery showing ground-truthing sample points and vegetation coverage types in Laguna San Ignacio and Estero San Juan, Baja California, Mexico.</long-desc><graphic xlink:href="tac22-5291_fig03"/></fig>
<p>Whereas the overall classification accuracy of the photomosaic imagery of LSI was good at 70 percent (<xref ref-type="table" rid="t03">table 3</xref>), the classification accuracy of the subcover types ranged from poor (intertidal eelgrass; 35 percent; intertidal mixed seagrasses: 36 percent) to good (intertidal widgeongrass: 67 percent; submerged mixed seagrasses: 79 percent). Reasons for the low classification accuracy of the seagrass subcover types in the photomosaic were like those for the satellite imagery of the northern embayments (in other words, spectral wavelength overlap of the two seagrass species combined with their low-density coverage of the seagrass species).</p>
<p>Spatial coverage estimates for ESJ should be considered preliminary because the overall classification accuracy of this imagery was poor at 40 percent (<xref ref-type="table" rid="t04">table 4</xref>). The main reason for the low classification accuracy for this embayment was due to the lack of identifiable landmarks to obtain quality control points to register this image. There were a high number of locational mismatches between ground-truthing and classified map points, suggesting a registration issue. This issue was emphasized by the poor accuracy estimates for mangroves, which were highly identifiable in the LSI imagery (&gt;90 percent accuracy).</p>
<table-wrap id="t03" position="float">
<label>Table 3</label><caption><title>Diagonal matrix of field survey reference data from 1998&#x2013;99 showing land cover classification accuracy of 2000 aerial photographic imagery of Laguna San Ignacio, Baja California, Mexico.</title>
<p content-type="toc">Table 3.&#x2003;Diagonal matrix of field survey reference data from 1998&#x2013;99 showing land cover classification accuracy of 2000 aerial photographic imagery of Laguna San Ignacio, Baja California, Mexico</p>
<p>[&#x2014;, not applicable]</p>
</caption>
<table rules="groups">
<col width="19.09%"/>
<col width="10.47%"/>
<col width="7.61%"/>
<col width="11.42%"/>
<col width="13.33%"/>
<col width="7.61%"/>
<col width="8.57%"/>
<col width="8.57%"/>
<col width="13.33%"/>
<thead>
<tr>
<td rowspan="2" valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Cover type</td>
<td valign="middle" colspan="8" align="center" scope="colgroup" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Field survey reference data</td>
</tr>
<tr>
<td valign="middle" colspan="1" align="center" scope="colgroup" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Seagrass</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Marsh</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Mangrove</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Unvegetated</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Water</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Total<break/>correct</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Total<break/>survey<break/>points</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Commission<break/>accuracy<break/>(percent)</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left" style="border-top: solid 0.50pt" scope="row">Seagrass</td>
<td valign="middle" align="char" char="." style="border-top: solid 0.50pt"><bold>169</bold></td>
<td valign="middle" align="char" char="." style="border-top: solid 0.50pt">0</td>
<td valign="middle" align="char" char="." style="border-top: solid 0.50pt">0</td>
<td valign="middle" align="char" char="." style="border-top: solid 0.50pt">40</td>
<td valign="middle" align="char" char="." style="border-top: solid 0.50pt">32</td>
<td valign="middle" align="center" style="border-top: solid 0.50pt">&#x2014;</td>
<td valign="middle" align="char" char="." style="border-top: solid 0.50pt">241</td>
<td valign="middle" align="center" style="border-top: solid 0.50pt">70</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Marsh</td>
<td valign="middle" align="char" char=".">0</td>
<td valign="middle" align="char" char="."><bold>12</bold></td>
<td valign="middle" align="char" char=".">2</td>
<td valign="middle" align="char" char=".">0</td>
<td valign="middle" align="char" char=".">1</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="char" char=".">15</td>
<td valign="middle" align="center">80</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Mangrove</td>
<td valign="middle" align="char" char=".">1</td>
<td valign="middle" align="char" char=".">2</td>
<td valign="middle" align="char" char="."><bold>30</bold></td>
<td valign="middle" align="char" char=".">0</td>
<td valign="middle" align="char" char=".">0</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="char" char=".">33</td>
<td valign="middle" align="center">91</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Unvegetated</td>
<td valign="middle" align="char" char=".">35</td>
<td valign="middle" align="char" char=".">1</td>
<td valign="middle" align="char" char=".">0</td>
<td valign="middle" align="char" char="."><bold>44</bold></td>
<td valign="middle" align="char" char=".">14</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="char" char=".">94</td>
<td valign="middle" align="center">47</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Water</td>
<td valign="middle" align="char" char=".">1</td>
<td valign="middle" align="char" char=".">0</td>
<td valign="middle" align="char" char=".">0</td>
<td valign="middle" align="char" char=".">2</td>
<td valign="middle" align="char" char="."><bold>47</bold></td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="char" char=".">50</td>
<td valign="middle" align="center">94</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Total correct</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="center"><bold>302</bold></td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="center">&#x2014;</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Total survey points</td>
<td valign="middle" align="char" char=".">206</td>
<td valign="middle" align="char" char=".">15</td>
<td valign="middle" align="char" char=".">32</td>
<td valign="middle" align="char" char=".">86</td>
<td valign="middle" align="char" char=".">94</td>
<td valign="middle" align="center">&#x2014;</td>
<td valign="middle" align="char" char="."><bold>433</bold></td>
<td valign="middle" align="center">&#x2014;</td>
</tr>
<tr>
<td valign="middle" align="left" style="border-bottom: solid 0.50pt" scope="row">Omission accuracy (percent)</td>
<td valign="middle" align="char" char="." style="border-bottom: solid 0.50pt">82</td>
<td valign="middle" align="char" char="." style="border-bottom: solid 0.50pt">80</td>
<td valign="middle" align="char" char="." style="border-bottom: solid 0.50pt">94</td>
<td valign="middle" align="char" char="." style="border-bottom: solid 0.50pt">51</td>
<td valign="middle" align="char" char="." style="border-bottom: solid 0.50pt">95</td>
<td valign="middle" align="center" style="border-bottom: solid 0.50pt">&#x2014;</td>
<td valign="middle" align="center" style="border-bottom: solid 0.50pt">&#x2014;</td>
<td valign="middle" align="center" style="border-bottom: solid 0.50pt"><bold>70</bold></td>
</tr>
</tbody></table></table-wrap>
<table-wrap id="t04" position="float">
<label>Table 4</label><caption><title>Diagonal matrix of field survey reference data from 1998&#x2013;99 showing land cover classification accuracy of 2000 aerial photographic imagery of Estero San Juan, Baja California, Mexico.</title>
<p content-type="toc">Table 4.&#x2003;Diagonal matrix of field survey reference data from 1998&#x2013;99 showing land cover classification accuracy of 2000 aerial photographic imagery of Estero San Juan, Baja California, Mexico</p>
<p>[&#x2014;, not applicable]</p>
</caption>
<table rules="groups">
<col width="19.09%"/>
<col width="10.47%"/>
<col width="7.61%"/>
<col width="11.42%"/>
<col width="13.33%"/>
<col width="7.61%"/>
<col width="8.57%"/>
<col width="8.57%"/>
<col width="13.33%"/>
<thead>
<tr>
<td rowspan="2" valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Cover type</td>
<td valign="middle" colspan="8" align="center" scope="colgroup" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Field survey reference data</td>
</tr>
<tr>
<td valign="middle" colspan="1" align="center" scope="colgroup" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Seagrass</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Marsh</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Mangrove</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Unvegetated</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Water</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Total<break/>correct</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Total<break/>survey<break/>points</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Commission<break/>accuracy<break/>(percent)</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left" style="border-top: solid 0.50pt" scope="row">Seagrass</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt"><bold>6</bold></td>
<td valign="top" align="center" style="border-top: solid 0.50pt">0</td>
<td valign="top" align="center" style="border-top: solid 0.50pt">0</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt">1</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt">2</td>
<td valign="top" align="center" style="border-top: solid 0.50pt">&#x2014;</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt">9</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt">67</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Marsh</td>
<td valign="top" align="char" char=".">0</td>
<td valign="top" align="center"><bold>0</bold></td>
<td valign="top" align="center">0</td>
<td valign="top" align="char" char=".">1</td>
<td valign="top" align="char" char=".">0</td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="char" char=".">1</td>
<td valign="top" align="char" char=".">0</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Mangrove</td>
<td valign="top" align="char" char=".">2</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center"><bold>0</bold></td>
<td valign="top" align="char" char=".">3</td>
<td valign="top" align="char" char=".">0</td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="char" char=".">5</td>
<td valign="top" align="char" char=".">0</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Unvegetated</td>
<td valign="top" align="char" char=".">20</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
<td valign="top" align="char" char="."><bold>17</bold></td>
<td valign="top" align="char" char=".">5</td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="char" char=".">43</td>
<td valign="top" align="char" char=".">40</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Water</td>
<td valign="top" align="char" char=".">6</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="char" char=".">9</td>
<td valign="top" align="char" char="."><bold>10</bold></td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="char" char=".">25</td>
<td valign="top" align="char" char=".">40</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Total correct</td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="center"><bold>33</bold></td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="center">&#x2014;</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Total survey points</td>
<td valign="top" align="char" char=".">34</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
<td valign="top" align="char" char=".">31</td>
<td valign="top" align="char" char=".">17</td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="char" char="."><bold>83</bold></td>
<td valign="top" align="center">&#x2014;</td>
</tr>
<tr>
<td valign="middle" align="left" style="border-bottom: solid 0.50pt" scope="row">Omission accuracy (percent)</td>
<td valign="top" align="char" char="." style="border-bottom: solid 0.50pt">18</td>
<td valign="top" align="center" style="border-bottom: solid 0.50pt">0</td>
<td valign="top" align="center" style="border-bottom: solid 0.50pt">&#x2014;</td>
<td valign="top" align="char" char="." style="border-bottom: solid 0.50pt">55</td>
<td valign="top" align="char" char="." style="border-bottom: solid 0.50pt">59</td>
<td valign="top" align="center" style="border-bottom: solid 0.50pt">&#x2014;</td>
<td valign="top" align="center" style="border-bottom: solid 0.50pt">&#x2014;</td>
<td valign="top" align="char" char="." style="border-bottom: solid 0.50pt"><bold>40</bold></td>
</tr>
</tbody></table></table-wrap>
<fig id="fig04" position="float" fig-type="figure"><label>Figure 4</label><caption><p>Estero Coyote, Baja California Mexico. <italic>G</italic>round-truthing sample points (<italic>A</italic>; dots) and vegetation coverage classification (<italic>B</italic>).</p><p content-type="toc">Figure 4.&#x2003;Aerial imagery showing Estero Coyote, Baja California Mexico</p></caption>
<long-desc>Aerial imagery showing Estero Coyote, Baja California Mexico.</long-desc><graphic xlink:href="tac22-5291_fig04"/></fig>
<table-wrap id="t05" position="float">
<label>Table 5</label><caption><title>Diagonal matrix of field survey reference data from 1998&#x2013;99 showing land cover classification accuracy of 2000 aerial photographic imagery of Estero Coyote, Baja California, Mexico.</title>
<p content-type="toc">Table 5.&#x2003;Diagonal matrix of field survey reference data from 1998&#x2013;99 showing land cover classification accuracy of 2000 aerial photographic imagery of Estero Coyote, Baja California, Mexico</p>
<p>[&#x2014;, not applicable]</p>
</caption>
<table rules="groups">
<col width="19.09%"/>
<col width="10.47%"/>
<col width="7.61%"/>
<col width="11.42%"/>
<col width="13.33%"/>
<col width="7.61%"/>
<col width="8.57%"/>
<col width="8.57%"/>
<col width="13.33%"/>
<thead>
<tr>
<td rowspan="2" valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Cover type</td>
<td valign="middle" colspan="8" align="center" scope="colgroup" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Field survey reference data</td>
</tr>
<tr>
<td valign="middle" colspan="1" align="center" scope="colgroup" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Seagrass</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Marsh</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Mangrove</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Unvegetated</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Water</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Total<break/>correct</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Total<break/>survey<break/>points</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Commission<break/>accuracy<break/>(percent)</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left" style="border-top: solid 0.50pt" scope="row">Seagrass</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt"><bold>6</bold></td>
<td valign="top" align="center" style="border-top: solid 0.50pt">0</td>
<td valign="top" align="center" style="border-top: solid 0.50pt">0</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt">10</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt">3</td>
<td valign="top" align="center" style="border-top: solid 0.50pt">&#x2014;</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt">19</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt">32</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Marsh</td>
<td valign="top" align="char" char=".">0</td>
<td valign="top" align="center"><bold>0</bold></td>
<td valign="top" align="center">0</td>
<td valign="top" align="char" char=".">1</td>
<td valign="top" align="char" char=".">0</td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="char" char=".">1</td>
<td valign="top" align="char" char=".">0</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Mangrove</td>
<td valign="top" align="char" char=".">4</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center"><bold>0</bold></td>
<td valign="top" align="char" char=".">14</td>
<td valign="top" align="char" char=".">0</td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="char" char=".">18</td>
<td valign="top" align="char" char=".">0</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Unvegetated</td>
<td valign="top" align="char" char=".">6</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="char" char="."><bold>13</bold></td>
<td valign="top" align="char" char=".">1</td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="char" char=".">20</td>
<td valign="top" align="char" char=".">65</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Water</td>
<td valign="top" align="char" char=".">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="char" char=".">2</td>
<td valign="top" align="char" char="."><bold>3</bold></td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="char" char=".">5</td>
<td valign="top" align="char" char=".">60</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Total correct</td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="center"><bold>22</bold></td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="center">&#x2014;</td>
</tr>
<tr>
<td valign="middle" align="left" scope="row">Total survey points</td>
<td valign="top" align="char" char=".">16</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="char" char=".">38</td>
<td valign="top" align="char" char=".">7</td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="char" char="."><bold>63</bold></td>
<td valign="top" align="center">&#x2014;</td>
</tr>
<tr>
<td valign="middle" align="left" style="border-bottom: solid 0.50pt" scope="row">Omission accuracy (percent)</td>
<td valign="top" align="char" char="." style="border-bottom: solid 0.50pt">38</td>
<td valign="top" align="center" style="border-bottom: solid 0.50pt">&#x2014;</td>
<td valign="top" align="center" style="border-bottom: solid 0.50pt">&#x2014;</td>
<td valign="top" align="char" char="." style="border-bottom: solid 0.50pt">33</td>
<td valign="top" align="char" char="." style="border-bottom: solid 0.50pt">43</td>
<td valign="top" align="center" style="border-bottom: solid 0.50pt">&#x2014;</td>
<td valign="top" align="center" style="border-bottom: solid 0.50pt">&#x2014;</td>
<td valign="top" align="char" char="." style="border-bottom: solid 0.50pt"><bold>35</bold></td>
</tr>
</tbody></table></table-wrap>
<p>The 4-band, digital multispectral videography of EC was robust at differentiating primary cover types in this embayment (<xref ref-type="fig" rid="fig04">fig. 4</xref>); however, the overall classification accuracy of this imagery was poor at 35 percent (<xref ref-type="table" rid="t05">table 5</xref>). The poor classification accuracy is also likely related to the same registration problems experienced for the ESJ imagery. EC and ESJ are remotely located with no permanent structures or other landmarks near the embayments to obtain quality control points. As with ESJ, estimates of spatial extent of the cover types of EC should be considered preliminary. A reassessment of seagrasses in EC and ESJ could be made after the EC and ESJ images are re-registered with higher quality control points.</p>
<p>This study provides a baseline assessment for the distribution of seagrasses in embayments of the central Pacific coast of Baja California. We provide the first estimates of the spatial extent of eelgrass and widgeongrass in LOL, LGN, LM, and LSI and preliminary estimates for ESJ and EC that can be used to monitor future changes in the distribution of these seagrass species in these embayments. These six embayments contain a significant portion of seagrasses along the Pacific coast of Baja California (<xref ref-type="bibr" rid="r43">Wyllie-Echeverria and Ackerman, 2003</xref>; <xref ref-type="bibr" rid="r41">Ward and others, 2004</xref>). Eelgrass monitoring is encouraged in Baja California because of declining trends in eelgrass abundance and distribution in some of its west coast embayments (<xref ref-type="bibr" rid="r40">Ward and others, 2003</xref>; <xref ref-type="bibr" rid="r32">Rodr&#x00ED;guez-Salinas and others, 2010</xref>). Northern Mexico is the southern limit of the range of eelgrass in northeastern Pacific (<xref ref-type="bibr" rid="r43">Wyllie-Echeverria and Ackerman, 2003</xref>). Eelgrass populations of this region are already under maximal thermal stress and may be at higher risk from impacts of climate change (<xref ref-type="bibr" rid="r33">Short and Neckles, 1999</xref>), such as increased risks of sedimentation from coastal flood events, El Ni&#x00F1;o storm events, disease, and rising sea temperatures and sea level (<xref ref-type="bibr" rid="r12">Harvell and others, 2002</xref>; <xref ref-type="bibr" rid="r40">Ward and others, 2003</xref>; <xref ref-type="bibr" rid="r25">Mu&#x00F1;iz-Salazar and others, 2006</xref>; <xref ref-type="bibr" rid="r4">Cai and others, 2014</xref>).</p>
</sec>
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</ref-list>
<notes notes-type="colophon">
<sec>
<p>For information about the research in this report, contact</p>
<p content-type="indent">Director, Alaska Science Center</p>
<p content-type="indent">U.S. Geological Survey</p>
<p content-type="indent">4210 University Drive</p>
<p content-type="indent">Anchorage, Alaska 99508</p>
<p content-type="indent"><ext-link ext-link-type="uri" xlink:href="https://www.usgs.gov/centers/asc/">https://www.usgs.gov/centers/asc/</ext-link></p>
<p/>
<p>Manuscript approved on January 5, 2022</p>
<p/>
<p>Publishing support provided by the U.S. Geological Survey</p>
<p>Science Publishing Network, Tacoma Publishing Service Center</p>
</sec>
</notes>
</book-back>
</book>
