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          <dc:title>&lt;p&gt;Geographic information of validation and training samples.&lt;/p&gt;</dc:title>
          <dc:creator>Zhijian Zhao (389825)</dc:creator>
          <dc:creator>Hui Lin (161703)</dc:creator>
          <dc:creator>Lei Wu (202933)</dc:creator>
          <dc:creator>Linling Tang (22149959)</dc:creator>
          <dc:creator>Xin Xiao (117295)</dc:creator>
          <dc:subject>Biophysics</dc:subject>
          <dc:subject>Biochemistry</dc:subject>
          <dc:subject>Molecular Biology</dc:subject>
          <dc:subject>Environmental Sciences not elsewhere classified</dc:subject>
          <dc:subject>Ecology</dc:subject>
          <dc:subject>Biological Sciences not elsewhere classified</dc:subject>
          <dc:subject>Science Policy</dc:subject>
          <dc:subject>integrating surface albedo</dc:subject>
          <dc:subject>induced chlorophyll fluorescence</dc:subject>
          <dc:subject>highest overall accuracy</dc:subject>
          <dc:subject>three models (&lt;</dc:subject>
          <dc:subject>sif model demonstrated</dc:subject>
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          <dc:subject>8512 – 0</dc:subject>
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          <dc:subject>extremely severe desertification</dc:subject>
          <dc:subject>sif model</dc:subject>
          <dc:subject>sif ).</dc:subject>
          <dc:subject>four models</dc:subject>
          <dc:subject>mcnemar ’</dc:subject>
          <dc:subject>humanity ’</dc:subject>
          <dc:subject>tibetan plateau</dc:subject>
          <dc:subject>test ).</dc:subject>
          <dc:subject>term survival</dc:subject>
          <dc:subject>sustainable development</dc:subject>
          <dc:subject>spatiotemporal variations</dc:subject>
          <dc:subject>significant threat</dc:subject>
          <dc:subject>shown signs</dc:subject>
          <dc:subject>related indicators</dc:subject>
          <dc:subject>past decade</dc:subject>
          <dc:subject>p &lt;/</dc:subject>
          <dc:subject>kappa coefficient</dc:subject>
          <dc:subject>four vegetation</dc:subject>
          <dc:subject>four types</dc:subject>
          <dc:subject>dynamic monitoring</dc:subject>
          <dc:subject>comprehensive analysis</dc:subject>
          <dc:subject>complex due</dc:subject>
          <dc:subject>anthropogenic factors</dc:subject>
          <dc:description>&lt;p&gt;Geographic coordinates of 400 validation points and 400 training samples used for accuracy assessment. Both sets were generated using stratified random sampling in ArcGIS 10.8.2 (&lt;a href="https://www.esri.com/en-us/arcgis/" target="_blank"&gt;https://www.esri.com/en-us/arcgis/&lt;/a&gt;), stratified by desertification grade (five classes) and ten major hydrological basins, with area-weighted allocation. The validation and training samples are spatially independent.&lt;/p&gt; &lt;p&gt;(XLSX)&lt;/p&gt;</dc:description>
          <dc:date>2026-09-25T17:27:02Z</dc:date>
          <dc:type>Dataset</dc:type>
          <dc:type>Dataset</dc:type>
          <dc:identifier>10.1371/journal.pone.0359348.s007</dc:identifier>
          <dc:relation>https://figshare.com/articles/dataset/_p_Geographic_information_of_validation_and_training_samples_p_/33998077</dc:relation>
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