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    <alternateIdentifier>dc512697-ed50-40c5-a3cd-1774000444b9</alternateIdentifier>
    <title>A global dataset on aquatic species occurrence through eDNA and traditional methods</title>
    <creator>
      <individualName>
        <givenName>Eftychia</givenName>
        <surName>Tzafesta</surName>
      </individualName>
      <organizationName>LifeWatch ERIC</organizationName>
      <positionName>Data Scientist</positionName>
      <electronicMailAddress>eftychia.tzafesta@lifewatch.eu</electronicMailAddress>
      <userId directory="https://orcid.org/">https://orcid.org/0000-0003-3330-2163</userId>
    </creator>
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      <individualName>
        <givenName>Eftychia</givenName>
        <surName>Tzafesta</surName>
      </individualName>
      <organizationName>LifeWatch ERIC</organizationName>
      <positionName>Data Scientist</positionName>
      <electronicMailAddress>eftychia.tzafesta@lifewatch.eu</electronicMailAddress>
      <userId directory="https://orcid.org/">https://orcid.org/0000-0003-3330-2163</userId>
    </metadataProvider>
    <associatedParty>
      <individualName>
        <givenName>Martina</givenName>
        <surName>Pulieri</surName>
      </individualName>
      <organizationName>University of Salento</organizationName>
      <positionName>Research assistant</positionName>
      <electronicMailAddress>martina.pulieri@unisalento.it</electronicMailAddress>
      <userId directory="https://orcid.org/">https://orcid.org/0009-0001-9691-1989</userId>
      <role>Information Manager</role>
    </associatedParty>
    <pubDate>2025-05-20</pubDate>
    <language>English</language>
    <abstract>
      <para>This dataset was compiled as part of a global meta-analysis investigating how environmental and methodological factors influence the detection probability of environmental DNA (eDNA) in aquatic ecosystems. It contains harmonized data extracted from 22 published studies that compared eDNA-based detection methods with traditional biodiversity surveys across various aquatic environments. Key environmental variables include temperature, UV radiation, and salinity. Methodological descriptors include filter pore size and DNA fragment length.</para>
    </abstract>
    <keywordSet>
      <keyword>Environmental factors</keyword>
      <keywordThesaurus>Sandy Beach Thesaurus</keywordThesaurus>
    </keywordSet>
    <keywordSet>
      <keyword>Environmental DNA</keyword>
      <keyword>Traditional methods</keyword>
      <keywordThesaurus>AGROVOC</keywordThesaurus>
    </keywordSet>
    <keywordSet>
      <keyword>biodiversity</keyword>
      <keyword>water temperature</keyword>
      <keywordThesaurus>Environmental Thesaurus</keywordThesaurus>
    </keywordSet>
    <intellectualRights>
      <para>Free for use, including sharing and adaptation, by all individuals provided that the owners are acknowledged in any use or publication.</para>
    </intellectualRights>
    <licensed>
      <licenseName>Creative Commons Attribution 4.0 International License</licenseName>
      <url>https://creativecommons.org/licenses/by/4.0/</url>
    </licensed>
    <distribution>
      <online>
        <onlineDescription>Info and download page on LifeWatch Italy Data Portal</onlineDescription>
        <url>https://data.lifewatchitaly.eu/handle/123456789/129786</url>
      </online>
    </distribution>
    <distribution>
      <online>
        <onlineDescription>DOI</onlineDescription>
        <url>https://doi.org/10.48372/40RD-G492</url>
      </online>
    </distribution>
    <coverage>
      <geographicCoverage>
        <geographicDescription>The dataset contains information at a global level.</geographicDescription>
        <boundingCoordinates>
          <westBoundingCoordinate>-180</westBoundingCoordinate>
          <eastBoundingCoordinate>180</eastBoundingCoordinate>
          <northBoundingCoordinate>90</northBoundingCoordinate>
          <southBoundingCoordinate>-90</southBoundingCoordinate>
        </boundingCoordinates>
      </geographicCoverage>
      <temporalCoverage>
        <rangeOfDates>
          <beginDate>
            <calendarDate>2011-10-01</calendarDate>
          </beginDate>
          <endDate>
            <calendarDate>2020-09-15</calendarDate>
          </endDate>
        </rangeOfDates>
      </temporalCoverage>
    </coverage>
    <annotation>
      <propertyURI label="keyword">http://www.w3.org/ns/dcat#keyword</propertyURI>
      <valueURI label="biodiversity">http://vocabs.lter-europe.net/EnvThes/21673</valueURI>
    </annotation>
    <annotation>
      <propertyURI label="keyword">http://www.w3.org/ns/dcat#keyword</propertyURI>
      <valueURI label="Environmental factors">https://kos.lifewatch.eu/thesauri/sandybeachthes/c_405860a8</valueURI>
    </annotation>
    <annotation>
      <propertyURI label="keyword">http://www.w3.org/ns/dcat#keyword</propertyURI>
      <valueURI label="water temperature">http://vocabs.lter-europe.net/EnvThes/22313</valueURI>
    </annotation>
    <annotation>
      <propertyURI label="keyword">http://www.w3.org/ns/dcat#keyword</propertyURI>
      <valueURI label="Environmental DNA">http://aims.fao.org/aos/agrovoc/c_4091f5e2</valueURI>
    </annotation>
    <annotation>
      <propertyURI label="keyword">http://www.w3.org/ns/dcat#keyword</propertyURI>
      <valueURI label="Traditional methods">http://aims.fao.org/aos/agrovoc/c_1375281890023</valueURI>
    </annotation>
    <contact>
      <individualName>
        <givenName>Eftychia</givenName>
        <surName>Tzafesta</surName>
      </individualName>
      <organizationName>LifeWatch ERIC</organizationName>
      <positionName>Data Scientist</positionName>
      <electronicMailAddress>eftychia.tzafesta@lifewatch.eu</electronicMailAddress>
      <userId directory="https://orcid.org/">https://orcid.org/0000-0003-3330-2163</userId>
    </contact>
    <methods>
      <methodStep>
        <description>
          <para>This dataset was generated through a systematic literature review conducted on Web of Science between September 2023 and May 2024. We searched for peer-reviewed studies comparing species detections using both eDNA metabarcoding and traditional morphological methods in aquatic macroorganisms. Boolean combinations of terms including eDNA, metabarcoding, morphological identification, temperature, UV, fragment size, filter, and salinity were used. From over 1000 records screened, 22 studies met all inclusion criteria. For each selected study, we extracted data on species detected by both methods, geographic coordinates, ecosystem type, filter pore size, DNA fragment length, and available environmental variables. When information on water temperature remained unavailable, we sourced the data from the European Space Agency Climate Change Initiative (Merchant et al., 2019; Merchant and Embury, 2020), and the ERA5-Land dataset of the Copernicus Climate Data Store (Munoz Sabater, 2019) for marine and freshwater environments, respectively. Additionally, we obtained salinity data from the NOAA CoastalWatch Data Portal when it was not provided in the studies. To analyse DNA-damage potential from UV exposure, we used the Clear-sky DNA-damage UV dose dataset provided by the Tropospheric Emission Monitoring Internet Service (TEMIS) (Van Geffen et al., 2017).</para>
        </description>
      </methodStep>
    </methods>
    <project>
      <title />
      <abstract>
        <para />
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          <givenName />
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    <dataTable>
      <entityName>collectionID_reference_list.csv</entityName>
      <entityDescription>This table contains the collection IDs with the associated reference.</entityDescription>
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        <objectName>collectionID_reference_list.csv</objectName>
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        <attribute>
          <attributeName>collectionID</attributeName>
          <attributeLabel>Collection ID</attributeLabel>
          <attributeDefinition>An identifier for the collection or dataset from which the record was derived.</attributeDefinition>
          <measurementScale>
            <measurementType>nominal</measurementType>
          </measurementScale>
          <semanticAnnotation>
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        <attribute>
          <attributeName>bibliographicCitation</attributeName>
          <attributeLabel>Bibliographic Citation</attributeLabel>
          <attributeDefinition>A bibliographic reference for the resource.</attributeDefinition>
          <measurementScale>
            <measurementType>nominal</measurementType>
          </measurementScale>
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            <propertyURI>hhttp://ecoinformatics.org/oboe/oboe.1.2/oboe-core.owl#hasContext</propertyURI>
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      <numberOfRecords>22</numberOfRecords>
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    <dataTable>
      <entityName>eDNA_vs_morphology.csv</entityName>
      <entityDescription>This table contains species occurrence records detected using eDNA metabarcoding and traditional methods, along with associated environmental and methodological factors.</entityDescription>
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          <attributeName>collectionID</attributeName>
          <attributeLabel>Collection ID</attributeLabel>
          <attributeDefinition>An identifier for the collection or dataset from which the record was derived.</attributeDefinition>
          <measurementScale>
            <measurementType>nominal</measurementType>
          </measurementScale>
          <semanticAnnotation>
            <propertyURI>http://ecoinformatics.org/oboe/oboe.1.2/oboe-core.owl#hasContext</propertyURI>
            <valueURI>http://rs.tdwg.org/dwc/terms/collectionID</valueURI>
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        <attribute>
          <attributeName>scientificName</attributeName>
          <attributeLabel>Scientific Name</attributeLabel>
          <attributeDefinition>The full scientific name, with authorship and date information if known. When forming part of a dwc:Identification, this should be the name in lowest level taxonomic rank that can be determined. This term should not contain identification qualifications, which should instead be supplied in the dwc:identificationQualifier term.</attributeDefinition>
          <measurementScale>
            <measurementType>nominal</measurementType>
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            <valueURI>http://rs.tdwg.org/dwc/terms/scientificName</valueURI>
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        <attribute>
          <attributeName>acceptedNameUsage</attributeName>
          <attributeLabel>Accepted Name Usage</attributeLabel>
          <attributeDefinition>The full name, with authorship and date information if known, of the currently valid (zoological) or accepted (botanical) dwc:Taxon.</attributeDefinition>
          <measurementScale>
            <measurementType>nominal</measurementType>
          </measurementScale>
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            <propertyURI>http://ecoinformatics.org/oboe/oboe.1.2/oboe-core.owl#hasContext</propertyURI>
            <valueURI>http://rs.tdwg.org/dwc/terms/acceptedNameUsage</valueURI>
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        </attribute>
        <attribute>
          <attributeName>basisOfRecord</attributeName>
          <attributeLabel>Basis Of Record</attributeLabel>
          <attributeDefinition>The specific nature of the data record.</attributeDefinition>
          <measurementScale>
            <measurementType>nominal</measurementType>
          </measurementScale>
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        <attribute>
          <attributeName>taxonomicGroup</attributeName>
          <attributeLabel>Taxonomic Group</attributeLabel>
          <attributeDefinition>A classification grouping of organisms that are related based on shared characteristics.</attributeDefinition>
          <measurementScale>
            <measurementType>nominal</measurementType>
            <measurementDomain>
              <code>fish</code>
            </measurementDomain>
            <measurementDomain>
              <code>zooplankton</code>
            </measurementDomain>
            <measurementDomain>
              <code>macroinvertebrates</code>
            </measurementDomain>
            <measurementDomain>
              <code>insects</code>
            </measurementDomain>
            <measurementDomain>
              <code>vertebrates</code>
            </measurementDomain>
            <measurementDomain>
              <code>amphibians</code>
            </measurementDomain>
            <measurementDomain>
              <code>various</code>
            </measurementDomain>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>taxonID</attributeName>
          <attributeLabel>Taxon ID</attributeLabel>
          <attributeDefinition>An identifier for the set of dwc:Taxon information. May be a global unique identifier or an identifier specific to the data set.</attributeDefinition>
          <measurementScale>
            <measurementType>nominal</measurementType>
          </measurementScale>
          <semanticAnnotation>
            <propertyURI>http://ecoinformatics.org/oboe/oboe.1.2/oboe-core.owl#hasContext</propertyURI>
            <valueURI>http://rs.tdwg.org/dwc/terms/taxonID</valueURI>
          </semanticAnnotation>
        </attribute>
        <attribute>
          <attributeName>taxonRank</attributeName>
          <attributeLabel>Taxon Rank</attributeLabel>
          <attributeDefinition>The taxonomic rank of the most specific name in the dwc:scientificName.</attributeDefinition>
          <measurementScale>
            <measurementType>nominal</measurementType>
          </measurementScale>
          <semanticAnnotation>
            <propertyURI>http://ecoinformatics.org/oboe/oboe.1.2/oboe-core.owl#hasContext</propertyURI>
            <valueURI>http://rs.tdwg.org/dwc/terms/taxonRank</valueURI>
          </semanticAnnotation>
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        <attribute>
          <attributeName>habitat</attributeName>
          <attributeLabel>Habitat</attributeLabel>
          <attributeDefinition>A category or description of the habitat in which the dwc:Event occurred.</attributeDefinition>
          <measurementScale>
            <measurementType>nominal</measurementType>
          </measurementScale>
          <semanticAnnotation>
            <propertyURI>http://ecoinformatics.org/oboe/oboe.1.2/oboe-core.owl#hasContext</propertyURI>
            <valueURI>http://rs.tdwg.org/dwc/terms/habitat</valueURI>
          </semanticAnnotation>
        </attribute>
        <attribute>
          <attributeName>country</attributeName>
          <attributeLabel>Country</attributeLabel>
          <attributeDefinition>The name of the country or major administrative unit in which the dcterms:Location occurs.</attributeDefinition>
          <measurementScale>
            <measurementType>nominal</measurementType>
          </measurementScale>
          <semanticAnnotation>
            <propertyURI>http://ecoinformatics.org/oboe/oboe.1.2/oboe-core.owl#hasContext</propertyURI>
            <valueURI>http://rs.tdwg.org/dwc/terms/country</valueURI>
          </semanticAnnotation>
        </attribute>
        <attribute>
          <attributeName>locality</attributeName>
          <attributeLabel>Locality</attributeLabel>
          <attributeDefinition>The specific description of the place.</attributeDefinition>
          <measurementScale>
            <measurementType>nominal</measurementType>
          </measurementScale>
          <semanticAnnotation>
            <propertyURI>http://ecoinformatics.org/oboe/oboe.1.2/oboe-core.owl#hasContext</propertyURI>
            <valueURI>http://rs.tdwg.org/dwc/terms/locality</valueURI>
          </semanticAnnotation>
        </attribute>
        <attribute>
          <attributeName>eventDate</attributeName>
          <attributeLabel>Event Date</attributeLabel>
          <attributeDefinition>The date-time or interval during which a dwc:Event occurred. For occurrences, this is the date-time when the dwc:Event was recorded. Not suitable for a time in a geological context.</attributeDefinition>
          <measurementScale>
            <measurementType>dateTime</measurementType>
            <measurementDomain>
              <code>YYYY-MM-DD</code>
              <definition>Year-Month-Day</definition>
            </measurementDomain>
          </measurementScale>
          <semanticAnnotation>
            <propertyURI>http://ecoinformatics.org/oboe/oboe.1.2/oboe-core.owl#hasContext</propertyURI>
            <valueURI>http://rs.tdwg.org/dwc/terms/eventDate</valueURI>
          </semanticAnnotation>
        </attribute>
        <attribute>
          <attributeName>filterPoreSize</attributeName>
          <attributeLabel>Filter Pore Size</attributeLabel>
          <attributeDefinition>The pore size of the filter used to collect particulate material from a sample (typically a water sample). Only the material collected on the filter is used in the analysis.</attributeDefinition>
          <attributeStandardUnit>micrometer</attributeStandardUnit>
          <measurementScale>
            <measurementType>ratio</measurementType>
          </measurementScale>
          <semanticAnnotation>
            <propertyURI>http://ecoinformatics.org/oboe/oboe.1.2/oboe-core.owl#containsMeasurementsOfType</propertyURI>
            <valueURI>http://vocab.nerc.ac.uk/collection/P01/current/PRSZSPLW/</valueURI>
          </semanticAnnotation>
        </attribute>
        <attribute>
          <attributeName>ampliconSize</attributeName>
          <attributeLabel>Amplicon Size</attributeLabel>
          <attributeDefinition>The size of the DNA fragment.</attributeDefinition>
          <attributeStandardUnit>Basepairs</attributeStandardUnit>
          <measurementScale>
            <measurementType>ratio</measurementType>
          </measurementScale>
          <semanticAnnotation>
            <propertyURI>http://ecoinformatics.org/oboe/oboe.1.2/oboe-core.owl#containsMeasurementsOfType</propertyURI>
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          </semanticAnnotation>
        </attribute>
        <attribute>
          <attributeName>decimalLatitude</attributeName>
          <attributeLabel>Decimal Latitude</attributeLabel>
          <attributeDefinition>The geographic latitude (in decimal degrees, using the spatial reference system given in dwc:geodeticDatum) of the geographic center of a dcterms:Location. Positive values are north of the Equator, negative values are south of it. Legal values lie between -90 and 90, inclusive.</attributeDefinition>
          <attributeStandardUnit>degree</attributeStandardUnit>
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          </semanticAnnotation>
        </attribute>
        <attribute>
          <attributeName>decimalLongitude</attributeName>
          <attributeLabel>Decimal Longitude</attributeLabel>
          <attributeDefinition>The geographic longitude (in decimal degrees, using the spatial reference system given in dwc:geodeticDatum) of the geographic center of a dcterms:Location. Positive values are east of the Greenwich Meridian, negative values are west of it. Legal values lie between -180 and 180, inclusive.</attributeDefinition>
          <attributeStandardUnit>degree</attributeStandardUnit>
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          </semanticAnnotation>
        </attribute>
        <attribute>
          <attributeName>waterTemperature</attributeName>
          <attributeLabel>Water Temperature</attributeLabel>
          <attributeDefinition>Any measurable characteristic related to the temperature of water.</attributeDefinition>
          <attributeStandardUnit>celsius</attributeStandardUnit>
          <measurementScale>
            <measurementType>ratio</measurementType>
          </measurementScale>
          <semanticAnnotation>
            <propertyURI>http://ecoinformatics.org/oboe/oboe.1.2/oboe-core.owl#containsMeasurementsOfType</propertyURI>
            <valueURI>http://vocabs.lter-europe.net/EnvThes/22313</valueURI>
          </semanticAnnotation>
        </attribute>
        <attribute>
          <attributeName>salinity</attributeName>
          <attributeLabel>Salinity</attributeLabel>
          <attributeDefinition>Salinity is the saltiness or dissolved salt content of a body of water (see also soil salinity). Salinity is an important factor in determining many aspects of the chemistry of natural waters and of biological processes within it, and is a thermodynamic state variable that, along with temperature and pressure, governs physical characteristics like the density and heat capacity of the water.</attributeDefinition>
          <attributeStandardUnit>PSU</attributeStandardUnit>
          <measurementScale>
            <measurementType>ratio</measurementType>
          </measurementScale>
          <semanticAnnotation>
            <propertyURI>http://ecoinformatics.org/oboe/oboe.1.2/oboe-core.owl#containsMeasurementsOfType</propertyURI>
            <valueURI>https://vocabs.lter-europe.net/EnvThes/en/page/10312</valueURI>
          </semanticAnnotation>
        </attribute>
        <attribute>
          <attributeName>uvRadiation</attributeName>
          <attributeLabel>Ultraviolet Radiation</attributeLabel>
          <attributeDefinition>A radiation process during which electromagnetic waves or their quanta are emitted at wavelengths between 10 nm and 400 nm.</attributeDefinition>
          <attributeStandardUnit>kilojoule per square meter</attributeStandardUnit>
          <measurementScale>
            <measurementType>ratio</measurementType>
          </measurementScale>
          <semanticAnnotation>
            <propertyURI>http://ecoinformatics.org/oboe/oboe.1.2/oboe-core.owl#containsMeasurementsOfType</propertyURI>
            <valueURI>http://purl.obolibrary.org/obo/ENVO_21001216</valueURI>
          </semanticAnnotation>
        </attribute>
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      <numberOfRecords>5635</numberOfRecords>
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