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            <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/dataset/1000475.rdf" xlink:actuate="onRequest">Owl limpet growth rates and mussel cover in Northern and Central California collected from eight intertidal sites from Jun 2021 to May 2023</gmx:Anchor>
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            <gco:CharacterString>Cite this dataset as: Walkes, S., Bay, R., Sanford, E. (2026) Owl limpet growth rates and mussel cover in Northern and Central California collected from eight intertidal sites from Jun 2021 to May 2023. Biological and Chemical Oceanography Data Management Office (BCO-DMO). (Version 1) Version Date 2026-06-09 [if applicable, indicate subset used]. http://lod.bco-dmo.org/id/dataset/1000475 [access date]</gco:CharacterString>
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        <gco:CharacterString>Owl limpet growth rates and mussel cover 2021-2023 Dataset Description:  Methods and Sampling: &amp;lt;p&amp;gt;This dataset contains growth measurements of tagged &amp;lt;em&amp;gt;Lottia gigantea&amp;lt;/em&amp;gt; individuals collected as part of a long-term monitoring effort. Growth rates were calculated from repeated shell measurements collected during annual resurveys. The dataset includes mussel cover measured at the time of the surveys. The related dataset (found in the Related Dataset section) includes the 2023–2024 survey period separately and includes&amp;amp;nbsp;co-occurring grazer species counts and densities.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;em&amp;gt;Variation in biotic communities&amp;lt;/em&amp;gt;:&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;We surveyed &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;habitats to test whether the biotic environment differed among the four range core sites and four expanding edge sites, and whether variation in &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;performance was associated with the biotic environment. We considered Dillon Beach, Bodega Marine Reserve, Fort Ross, and Kruse Ranch to be in the expanded range (Sanford et al., 2019), and Vandenberg, Seal Beach, Soberanes Point, and Hopkins Marine Station to be in the range core. Given that &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;have a patchy distribution (Fenberg &amp;amp;amp; Rivadeneira, 2011), we haphazardly established 50-100 1m&amp;lt;sup&amp;gt;2 &amp;lt;/sup&amp;gt;plots with limpets present at each site, across approximately 300 m of intertidal habitat. Each plot was marked with marine epoxy (Zspar splash zone compound) in its center. Within each plot, we tagged a single focal &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;using a small (&amp;amp;lt; 6 mm) Floy Tag fixed to the anterior end of the shell using a small dab of marine epoxy (Zspar splash zone compound). For each tagged focal limpet, we recorded growth rate using calipers to relate performance to variation in environmental factors.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Within each plot, we recorded co-occurring grazing species and sessile space occupying species (see Related Datasets for co-occurring grazer species counts and densities). In summer 2021, we surveyed conspecific density and mussel cover in each plot. To record conspecific density, we counted all &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;individuals within each 1m&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; plot. To determine mussel cover, we photographed each plot using a digital camera (Olympus Touch), and measured mussel cover for the full plot in imageJ (Schneider, 2012).&amp;amp;nbsp;&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;To quantify performance across the range in response to biotic drivers, we recorded organismal growth rate as a function the environmental data collected within each 1m&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; plot. In &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;growth rate is a strong metric for performance and fitness, as shell length scales with gonad mass (Kido &amp;amp;amp; Murray, 2003). We measured shell length for all tagged limpets from the anterior to posterior end of the shell using calipers. Each focal limpet was measured annually between 2021 and 2023, and because limpet starting size differed, we calculated relative growth rate (RGR) as ln(SL&amp;lt;sub&amp;gt;Final&amp;lt;/sub&amp;gt;/SL&amp;lt;sub&amp;gt;Initial&amp;lt;/sub&amp;gt;/Δt), where SL is shell length and t is time (Paine et al., 2012).&amp;lt;/p&amp;gt;</gco:CharacterString>
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        <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/award/867542.rdf" xlink:title="OCE-2023297" xlink:actuate="onRequest">Funding provided by NSF Division of Ocean Sciences (NSF OCE) Award Number: OCE-2023297 Award URL: https://www.nsf.gov/awardsearch/show-award?AWD_ID=2023297</gmx:Anchor>
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Anthropogenic climate change is shifting the distributions of species across the globe. Such contemporary shifts in species’ ranges may have cascading effects on entire ecosystems. This project disentangles the mechanisms underlying climate-driven species range shifts in marine systems using the intertidal owl limpet as a case study. During the recent marine heatwaves off the Pacific coast of North America, populations at the northern range limit in northern California have expanded, with ongoing reproduction even after termination of the heatwave events. This is therefore an ideal system to explore the dynamics of natural selection that occur as species occupy new regions. Broadly, this project deepens understanding of how range shifts occur in marine systems and furthers the ability to predict future species distributions in response to climate change. The project provides research experiences for high school and undergraduate students from historically underrepresented groups by engaging with existing, demonstrably-effective programs. The investigators host leadership and skill-building workshops for senior female graduate students and engage the public in partnership with the California Academy of Sciences, Bodega Marine Lab, and San Francisco Exploratorium. Finally, the project provides training for a postdoctoral scholar and two graduate students.&lt;/p&gt;
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				    <gco:CharacterString>Woods Hole</gco:CharacterString>
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				    <gco:CharacterString>MA</gco:CharacterString>
				  </gmd:administrativeArea>
				  <gmd:postalCode>
				    <gco:CharacterString>02543</gco:CharacterString>
				  </gmd:postalCode>
				  <gmd:country>
				    <gco:CharacterString>USA</gco:CharacterString>
				  </gmd:country>
				  <gmd:electronicMailAddress>
				    <gco:CharacterString>info@bco-dmo.org</gco:CharacterString>
				  </gmd:electronicMailAddress>
		    </gmd:CI_Address>
		  </gmd:address>
      <gmd:onlineResource>
          <gmd:CI_OnlineResource>
            <gmd:linkage>
              <gmd:URL>http://www.bco-dmo.org</gmd:URL>
            </gmd:linkage>
          </gmd:CI_OnlineResource>
        </gmd:onlineResource>
		  <gmd:hoursOfService>
        <gco:CharacterString>Monday - Friday 8:00am - 5:00pm</gco:CharacterString>
      </gmd:hoursOfService>
		  <gmd:contactInstructions>
		    <gco:CharacterString>For questions regarding this resource, please contact BCO-DMO via the email address provided.</gco:CharacterString>
		  </gmd:contactInstructions>
		</gmd:CI_Contact>
  </gmd:contactInfo>
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    <gmd:CI_RoleCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode" codeListValue="pointOfContact"  codeSpace="007">pointOfContact</gmd:CI_RoleCode>
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      <gmd:transferOptions>
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        <gmd:onLine>
            <gmd:CI_OnlineResource>
              <gmd:linkage>
                <gmd:URL>https://osprey.bco-dmo.org/dataset/1000475/data/download</gmd:URL>
              </gmd:linkage>
              <gmd:function>
                <gmd:CI_OnLineFunctionCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode" codeListValue="download">download</gmd:CI_OnLineFunctionCode>
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    </gmd:MD_Distribution>
  </gmd:distributionInfo>
  <gmd:dataQualityInfo>
    <gmd:DQ_DataQuality>
      <gmd:scope>
        <gmd:DQ_Scope>
          <gmd:level>
            <gmd:MD_ScopeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_ScopeCode" codeListValue="dataset">dataset</gmd:MD_ScopeCode>
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        </gmd:DQ_Scope>
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            <gmd:lineage>
        <gmd:LI_Lineage>
          <gmd:processStep xlink:title="Methods and Sampling">
            <gmd:LI_ProcessStep>
              <gmd:description>
                <gco:CharacterString>&amp;lt;p&amp;gt;This dataset contains growth measurements of tagged &amp;lt;em&amp;gt;Lottia gigantea&amp;lt;/em&amp;gt; individuals collected as part of a long-term monitoring effort. Growth rates were calculated from repeated shell measurements collected during annual resurveys. The dataset includes mussel cover measured at the time of the surveys. The related dataset (found in the Related Dataset section) includes the 2023–2024 survey period separately and includes&amp;amp;nbsp;co-occurring grazer species counts and densities.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;em&amp;gt;Variation in biotic communities&amp;lt;/em&amp;gt;:&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;We surveyed &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;habitats to test whether the biotic environment differed among the four range core sites and four expanding edge sites, and whether variation in &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;performance was associated with the biotic environment. We considered Dillon Beach, Bodega Marine Reserve, Fort Ross, and Kruse Ranch to be in the expanded range (Sanford et al., 2019), and Vandenberg, Seal Beach, Soberanes Point, and Hopkins Marine Station to be in the range core. Given that &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;have a patchy distribution (Fenberg &amp;amp;amp; Rivadeneira, 2011), we haphazardly established 50-100 1m&amp;lt;sup&amp;gt;2 &amp;lt;/sup&amp;gt;plots with limpets present at each site, across approximately 300 m of intertidal habitat. Each plot was marked with marine epoxy (Zspar splash zone compound) in its center. Within each plot, we tagged a single focal &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;using a small (&amp;amp;lt; 6 mm) Floy Tag fixed to the anterior end of the shell using a small dab of marine epoxy (Zspar splash zone compound). For each tagged focal limpet, we recorded growth rate using calipers to relate performance to variation in environmental factors.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Within each plot, we recorded co-occurring grazing species and sessile space occupying species (see Related Datasets for co-occurring grazer species counts and densities). In summer 2021, we surveyed conspecific density and mussel cover in each plot. To record conspecific density, we counted all &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;individuals within each 1m&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; plot. To determine mussel cover, we photographed each plot using a digital camera (Olympus Touch), and measured mussel cover for the full plot in imageJ (Schneider, 2012).&amp;amp;nbsp;&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;To quantify performance across the range in response to biotic drivers, we recorded organismal growth rate as a function the environmental data collected within each 1m&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; plot. In &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;growth rate is a strong metric for performance and fitness, as shell length scales with gonad mass (Kido &amp;amp;amp; Murray, 2003). We measured shell length for all tagged limpets from the anterior to posterior end of the shell using calipers. Each focal limpet was measured annually between 2021 and 2023, and because limpet starting size differed, we calculated relative growth rate (RGR) as ln(SL&amp;lt;sub&amp;gt;Final&amp;lt;/sub&amp;gt;/SL&amp;lt;sub&amp;gt;Initial&amp;lt;/sub&amp;gt;/Δt), where SL is shell length and t is time (Paine et al., 2012).&amp;lt;/p&amp;gt;</gco:CharacterString>
              </gmd:description>
              <gmd:source>
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                      <gmd:title>
                        <gco:CharacterString>Specified by the Principal Investigator(s)</gco:CharacterString>
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                      <gmd:date gco:nilReason="unknown"/>
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              </gmd:source>
            </gmd:LI_ProcessStep>
          </gmd:processStep>
          <gmd:processStep xlink:title="Data Processing Description">
            <gmd:LI_ProcessStep>
              <gmd:description>
                <gco:CharacterString>&amp;lt;p&amp;gt;We calculated relative growth rate (RGR) as ln(SL&amp;lt;sub&amp;gt;Final&amp;lt;/sub&amp;gt;/SL&amp;lt;sub&amp;gt;Initial&amp;lt;/sub&amp;gt;/Δt), where SL is shell length and t is time.&amp;lt;/p&amp;gt;</gco:CharacterString>
              </gmd:description>
              <gmd:source>
                <gmd:LI_Source>
                  <gmd:sourceCitation>
                    <gmd:CI_Citation>
                      <gmd:title>
                        <gco:CharacterString>Specified by the Principal Investigator(s)</gco:CharacterString>
                      </gmd:title>
                      <gmd:date gco:nilReason="unknown"/>
                    </gmd:CI_Citation>
                  </gmd:sourceCitation>
                </gmd:LI_Source>
              </gmd:source>
            </gmd:LI_ProcessStep>
          </gmd:processStep>
        <gmd:processStep xlink:title="BCO-DMO Data Processing Description">
              <gmd:LI_ProcessStep>
                <gmd:description>
                  <gco:CharacterString>- Loaded tagging_growth2021.2023.csv as table &amp;quot;tagging_growth&amp;quot; with empty string and &amp;quot;nd&amp;quot; treated as missing values
- Renamed columns: Lottia.count to Lottia_count, Mussel.cover to Mussel_cover, Length_i to Length_initial, Width_i to Width_initial, Date_i to Date_initial, Length_f to Length_final, Width_f to Width_final, Date_f to Date_final
- Converted Date_initial from format %m/%d/%y to ISO format %Y-%m-%d (string output)
- Converted Date_final from format %m/%d/%y to ISO format %Y-%m-%d (string output)
- Applied find/replace on Site column: replaced &amp;quot;BMR&amp;quot; with complete name &amp;quot;Bodega Marine Reserve&amp;quot;
- Output to 1000475_v1_limpet_tagging_growth_2021_to_2023.csv</gco:CharacterString>
                </gmd:description>
                <gmd:source>
                  <gmd:LI_Source>
                    <gmd:sourceCitation>
                      <gmd:CI_Citation>
                        <gmd:title>
                          <gco:CharacterString>Specified by BCO-DMO Data Managers</gco:CharacterString>
                        </gmd:title>
                        <gmd:date gco:nilReason="unknown"/>
                      </gmd:CI_Citation>
                    </gmd:sourceCitation>
                  </gmd:LI_Source>
                </gmd:source>
              </gmd:LI_ProcessStep>
            </gmd:processStep>
          </gmd:LI_Lineage>
      </gmd:lineage>
   </gmd:DQ_DataQuality>
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        <gmd:MD_MaintenanceFrequencyCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#MD_MaintenanceFrequencyCode" codeListValue="asNeeded" codeSpace="009">asNeeded</gmd:MD_MaintenanceFrequencyCode>
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      <gmd:maintenanceNote>
        <gco:CharacterString>7.x-1.1</gco:CharacterString>
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      <gmd:contact>
        <gmd:CI_ResponsibleParty>
  <gmd:organisationName>
    <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/affiliation/191.rdf" xlink:actuate="onRequest">Biological and Chemical Oceanography Data Management Office (BCO-DMO)</gmx:Anchor>
  </gmd:organisationName>
  <gmd:contactInfo>
    <gmd:CI_Contact>
		  <gmd:phone>
		    <gmd:CI_Telephone>
				  <gmd:voice>
				    <gco:CharacterString>Unavailable</gco:CharacterString>
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				  <gmd:facsimile>
				    <gco:CharacterString>508-289-2009</gco:CharacterString>
				  </gmd:facsimile>
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		  </gmd:phone>
		  <gmd:address>
		    <gmd:CI_Address>
				  <gmd:deliveryPoint>
				    <gco:CharacterString>WHOI MS#36</gco:CharacterString>
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				  <gmd:city>
				    <gco:CharacterString>Woods Hole</gco:CharacterString>
				  </gmd:city>
				  <gmd:administrativeArea>
				    <gco:CharacterString>MA</gco:CharacterString>
				  </gmd:administrativeArea>
				  <gmd:postalCode>
				    <gco:CharacterString>02543</gco:CharacterString>
				  </gmd:postalCode>
				  <gmd:country>
				    <gco:CharacterString>USA</gco:CharacterString>
				  </gmd:country>
				  <gmd:electronicMailAddress>
				    <gco:CharacterString>info@bco-dmo.org</gco:CharacterString>
				  </gmd:electronicMailAddress>
		    </gmd:CI_Address>
		  </gmd:address>
      <gmd:onlineResource>
          <gmd:CI_OnlineResource>
            <gmd:linkage>
              <gmd:URL>http://www.bco-dmo.org</gmd:URL>
            </gmd:linkage>
          </gmd:CI_OnlineResource>
        </gmd:onlineResource>
		  <gmd:hoursOfService>
        <gco:CharacterString>Monday - Friday 8:00am - 5:00pm</gco:CharacterString>
      </gmd:hoursOfService>
		  <gmd:contactInstructions>
		    <gco:CharacterString>For questions regarding this resource, please contact BCO-DMO via the email address provided.</gco:CharacterString>
		  </gmd:contactInstructions>
		</gmd:CI_Contact>
  </gmd:contactInfo>
  <gmd:role>
    <gmd:CI_RoleCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode" codeListValue="pointOfContact"  codeSpace="007">pointOfContact</gmd:CI_RoleCode>
  </gmd:role>
</gmd:CI_ResponsibleParty>
      </gmd:contact>
    </gmd:MD_MaintenanceInformation>
  </gmd:metadataMaintenance>
  <gmi:acquisitionInformation>
    <gmi:MI_AcquisitionInformation>
    <gmi:instrument>
        <gmi:MI_Instrument>
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/820156.rdf" xlink:title="calipers" xlink:actuate="onRequest">calipers</gmx:Anchor>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>calipers</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>PI Supplied Instrument Name: calipers PI Supplied Instrument Description:For each tagged focal limpet, we recorded growth rate using calipers to relate performance to variation in environmental factors. Instrument Name: calipers Instrument Short Name:   Instrument Description: A caliper (or &quot;pair of calipers&quot;) is a device used to measure the distance between two opposite sides of an object. Many types of calipers permit reading out a measurement on a ruled scale, a dial, or a digital display.</gco:CharacterString>
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        </gmi:MI_Instrument>
      </gmi:instrument>
      <gmi:instrument>
        <gmi:MI_Instrument>
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/520.rdf" xlink:title="Camera" xlink:actuate="onRequest">Olympus Touch digital camera</gmx:Anchor>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>Olympus Touch digital camera</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>PI Supplied Instrument Name: Olympus Touch digital camera PI Supplied Instrument Description:Camera: Olympus Touch digital camera Instrument Name: Camera Instrument Short Name:camera   Instrument Description: All types of photographic equipment including stills, video, film and digital systems. Community Standard Description: http://vocab.nerc.ac.uk/collection/L05/current/311/</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      <gmi:instrument>
        <gmi:MI_Instrument>
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/918572.rdf" xlink:title="labeling tag" xlink:actuate="onRequest">Floy Tag</gmx:Anchor>
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          <gmi:type>
            <gco:CharacterString>Floy Tag</gco:CharacterString>
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          <gmi:description>
            <gco:CharacterString>PI Supplied Instrument Name: Floy Tag PI Supplied Instrument Description:Within each plot, we tagged a single focal L. gigantea using a small (&lt; 6 mm) Floy Tag fixed to the anterior end of the shell using a small dab of marine epoxy (Zspar splash zone compound). Instrument Name: labeling tag Instrument Short Name:   Instrument Description: Passive devices attached to captured organisms to specifically identify them when recaptured after release.</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      </gmi:MI_AcquisitionInformation>
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</gmi:MI_Metadata>
