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  <front>
    <journal-meta><journal-id journal-id-type="publisher">ESSD</journal-id><journal-title-group>
    <journal-title>Earth System Science Data</journal-title>
    <abbrev-journal-title abbrev-type="publisher">ESSD</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">Earth Syst. Sci. Data</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">1866-3516</issn><publisher>
    <publisher-name>Copernicus Publications</publisher-name>
    <publisher-loc>Göttingen, Germany</publisher-loc>
  </publisher></journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.5194/essd-12-457-2020</article-id><title-group><article-title>CHLSOC: the Chilean Soil Organic Carbon database,<?xmltex \hack{\break}?> a
multi-institutional collaborative effort</article-title><alt-title>CHLSOC</alt-title>
      </title-group><?xmltex \runningtitle{CHLSOC}?><?xmltex \runningauthor{M.~Pfeiffer et al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Pfeiffer</surname><given-names>Marco</given-names></name>
          <email>mpfeiffer@uchile.cl</email>
        <ext-link>https://orcid.org/0000-0002-5543-5277</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Padarian</surname><given-names>José</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Osorio</surname><given-names>Rodrigo</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Bustamante</surname><given-names>Nelson</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff4 aff5">
          <name><surname>Olmedo</surname><given-names>Guillermo Federico</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-4482-3266</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff6">
          <name><surname>Guevara</surname><given-names>Mario</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-9788-9947</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff7">
          <name><surname>Aburto</surname><given-names>Felipe</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff8">
          <name><surname>Albornoz</surname><given-names>Francisco</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff9 aff10">
          <name><surname>Antilén</surname><given-names>Monica</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Araya</surname><given-names>Elías</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff11">
          <name><surname>Arellano</surname><given-names>Eduardo</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff12">
          <name><surname>Barret</surname><given-names>Maialen</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff13">
          <name><surname>Barrera</surname><given-names>Juan</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff14">
          <name><surname>Boeckx</surname><given-names>Pascal</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff15">
          <name><surname>Briceño</surname><given-names>Margarita</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff16">
          <name><surname>Bunning</surname><given-names>Sally</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff17 aff18">
          <name><surname>Cabrol</surname><given-names>Lea</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Casanova</surname><given-names>Manuel</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff19">
          <name><surname>Cornejo</surname><given-names>Pablo</given-names></name>
          
        <ext-link>https://orcid.org/0000-0003-2124-3100</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff20">
          <name><surname>Corradini</surname><given-names>Fabio</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-9696-7643</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff21">
          <name><surname>Curaqueo</surname><given-names>Gustavo</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-9946-737X</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff22">
          <name><surname>Doetterl</surname><given-names>Sebastian</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-0986-891X</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff19">
          <name><surname>Duran</surname><given-names>Paola</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-8638-6781</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff23 aff10">
          <name><surname>Escudey</surname><given-names>Mauricio</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff24">
          <name><surname>Espinoza</surname><given-names>Angelina</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff25">
          <name><surname>Francke</surname><given-names>Samuel</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff26">
          <name><surname>Fuentes</surname><given-names>Juan Pablo</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff27">
          <name><surname>Fuentes</surname><given-names>Marcel</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff28">
          <name><surname>Gajardo</surname><given-names>Gonzalo</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff29">
          <name><surname>García</surname><given-names>Rafael</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff28">
          <name><surname>Gallaud</surname><given-names>Audrey</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff30">
          <name><surname>Galleguillos</surname><given-names>Mauricio</given-names></name>
          
        <ext-link>https://orcid.org/0000-0003-4617-0980</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Gomez</surname><given-names>Andrés</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff13">
          <name><surname>Hidalgo</surname><given-names>Marcela</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff31">
          <name><surname>Ivelic-Sáez</surname><given-names>Jorge</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Mashalaba</surname><given-names>Lwando</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff19">
          <name><surname>Matus</surname><given-names>Francisco</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-0534-2208</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff27">
          <name><surname>Meza</surname><given-names>Francisco</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff19">
          <name><surname>Mora</surname><given-names>Maria de la Luz</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff32">
          <name><surname>Mora</surname><given-names>Jorge</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff13">
          <name><surname>Muñoz</surname><given-names>Cristina</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff33">
          <name><surname>Norambuena</surname><given-names>Pablo</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff34">
          <name><surname>Olivera</surname><given-names>Carolina</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff35">
          <name><surname>Ovalle</surname><given-names>Carlos</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff36">
          <name><surname>Panichini</surname><given-names>Marcelo</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff29">
          <name><surname>Pauchard</surname><given-names>Aníbal</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff30 aff41">
          <name><surname>Pérez-Quezada</surname><given-names>Jorge F.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-0449-7654</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff37">
          <name><surname>Radic</surname><given-names>Sergio</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff38">
          <name><surname>Ramirez</surname><given-names>José</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Riveras</surname><given-names>Nicolás</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Ruiz</surname><given-names>Germán</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Salazar</surname><given-names>Osvaldo</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Salgado</surname><given-names>Iván</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Seguel</surname><given-names>Oscar</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff13">
          <name><surname>Sepúlveda</surname><given-names>Maria</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff27">
          <name><surname>Sierra</surname><given-names>Carlos</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Tapia</surname><given-names>Yasna</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff27">
          <name><surname>Tapia</surname><given-names>Francisco</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff28">
          <name><surname>Toledo</surname><given-names>Balfredo</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff39">
          <name><surname>Torrico</surname><given-names>José Miguel</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff40">
          <name><surname>Valle</surname><given-names>Susana</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff4">
          <name><surname>Vargas</surname><given-names>Ronald</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff36">
          <name><surname>Wolff</surname><given-names>Michael</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff13">
          <name><surname>Zagal</surname><given-names>Erick</given-names></name>
          
        </contrib>
        <aff id="aff1"><label>1</label><institution>Departamento de Ingeniería y Suelos, Facultad de Ciencias Agronómicas, <?xmltex \hack{\break}?>  Universidad de Chile, Santa Rosa 11315, La Pintana, Chile</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Institute of Agriculture, The University of Sydney, New South Wales, Sydney, Australia</institution>
        </aff>
        <aff id="aff3"><label>3</label><institution>Servicio Agrícola y Ganadero (SAG), Ministerio de Agricultura, Av. Presidente Bulnes 140, Santiago, Chile</institution>
        </aff>
        <aff id="aff4"><label>4</label><institution>Food and Agriculture Organization of the United Nations (FAO), Viale delle Terme di Caracalla, Rome, Italy</institution>
        </aff>
        <aff id="aff5"><label>5</label><institution>Instituto Nacional de Tecnología Agropecuaria (INTA) Mendoza, San Martín 3853,<?xmltex \hack{\break}?>  Luján de Cuyo, Mendoza, Argentina</institution>
        </aff>
        <aff id="aff6"><label>6</label><institution>Department of Plant and Soil Sciences, University of Delaware, Newark, DE 19716, USA</institution>
        </aff>
        <aff id="aff7"><label>7</label><institution>Laboratorio de Investigación en Suelos, Aguas y Bosques (LISAB), Departamento de Silvicultura, Facultad de Ciencias Forestales, Universidad de Concepción, Victoria 631, Concepción, Chile</institution>
        </aff>
        <aff id="aff8"><label>8</label><institution>Departamento de Ciencias Vegetales, Facultad de Agronomía e Ingeniería Forestal, <?xmltex \hack{\break}?>  Pontificia Universidad Católica de Chile, Santiago, Chile</institution>
        </aff>
        <aff id="aff9"><label>9</label><institution>Departamento de Química Inorgánica, Facultad de Química y de Farmacia,<?xmltex \hack{\break}?> Pontificia Universidad Católica de
Chile, Vicuña Mackenna 4860, Santiago, Chile</institution>
        </aff>
        <aff id="aff10"><label>10</label><institution>Centro para el Desarrollo de la Nanociencia y la Nanotecnología (CEDENNA), <?xmltex \hack{\break}?>  Av. L.B. O'Higgins 3363,
Santiago, 7254758, Chile</institution>
        </aff>
        <aff id="aff11"><label>11</label><institution>Center of Applied Ecology and Sustainability, Pontificia Universidad Católica de Chile, Santiago, Chile</institution>
        </aff>
        <aff id="aff12"><label>12</label><institution>EcoLab UMR5245, University of Toulouse, CNRS, INP, Toulouse, France</institution>
        </aff>
        <aff id="aff13"><label>13</label><institution>Departamento de Suelos y Recursos Naturales, Universidad de Concepción, <?xmltex \hack{\break}?> Campus Chillán, Vicente Méndez 595, Chillán, Chile</institution>
        </aff>
        <aff id="aff14"><label>14</label><institution>Isotope Bioscience Laboratory, Ghent University, Ghent, Belgium</institution>
        </aff>
        <aff id="aff15"><label>15</label><institution>Facultad de Ciencias de la Salud, Universidad Arturo Prat, Av. Arturo Prat 2120, Iquique, Chile</institution>
        </aff>
        <aff id="aff16"><label>16</label><institution>Food and Agriculture Organization of the United Nations (FAO), Regional Office for Latin America<?xmltex \hack{\break}?>  and the Caribbean, Dag Hammarskjöld, Vitacura, Chile</institution>
        </aff>
        <aff id="aff17"><label>17</label><institution>Escuela de Ingeniería Bioquímica, Pontificia Universidad Católica de Valparaíso, <?xmltex \hack{\break}?> Av. Brasil 2185, Valparaíso,
Chile</institution>
        </aff>
        <aff id="aff18"><label>18</label><institution>Aix-Marseille University, Université de Toulon, CNRS, IRD, MIO, UM 110, Marseille, France</institution>
        </aff>
        <aff id="aff19"><label>19</label><institution>Scientific and Technological Bioresource Nucleus, Universidad de La Frontera, Temuco, Chile</institution>
        </aff>
        <aff id="aff20"><label>20</label><institution>Instituto de Investigaciones Agropecuarias, INIA La Platina, Casilla 439, Correo 3, Santiago, Chile</institution>
        </aff>
        <aff id="aff21"><label>21</label><institution>Departamento de Ciencias Agropecuarias y Acuícolas Núcleo de Investigación en Producción Alimentaria,
Universidad Católica de Temuco, Casilla 15-D, Temuco, Chile</institution>
        </aff>
        <aff id="aff22"><label>22</label><institution>Soil Resources, ETH Zurich, Zurich, Switzerland</institution>
        </aff>
        <aff id="aff23"><label>23</label><institution>Facultad de Química y Biología, Universidad de Santiago de Chile, Av. B. O'Higgins 3363, Santiago, Chile</institution>
        </aff>
        <aff id="aff24"><label>24</label><institution>Ministerio del Medio Ambiente, San Martín 73, Santiago, Chile</institution>
        </aff>
        <aff id="aff25"><label>25</label><institution>Corporación Nacional Forestal (CONAF), Paseo Bulnes 285, Santiago, Chile</institution>
        </aff>
        <aff id="aff26"><label>26</label><institution>Facultad de Ciencias Forestales y Conservación de la Naturaleza, Universidad de Chile, <?xmltex \hack{\break}?>  Santa Rosa 11315, La
Pintana, Chile</institution>
        </aff>
        <aff id="aff27"><label>27</label><institution>Instituto de Investigaciones Agropecuarias, INIA Intihuasi, Apartado Postal 36/B, La Serena, Chile</institution>
        </aff>
        <aff id="aff28"><label>28</label><institution>Centro de Información de Recursos Naturales (CIREN), Santiago, Chile</institution>
        </aff>
        <aff id="aff29"><label>29</label><institution>Laboratorio de Invasiones Biológicas (LIB), Facultad de Ciencias Forestales,<?xmltex \hack{\break}?>  Universidad de Concepción,
Concepción, Chile</institution>
        </aff>
        <aff id="aff30"><label>30</label><institution>Departamento de Ciencias Ambientales y Recursos Naturales Renovables, Facultad de Ciencias
Agronómicas, Universidad de Chile, Santa Rosa 11315, La Pintana, Chile</institution>
        </aff>
        <aff id="aff31"><label>31</label><institution>Instituto de Investigaciones Agropecuarias, INIA Kampenaike, Punta Arenas, Chile</institution>
        </aff>
        <aff id="aff32"><label>32</label><institution>ONG Suelo Sustentable, Santiago, Chile</institution>
        </aff>
        <aff id="aff33"><label>33</label><institution>Edáfica, Santiago, Chile</institution>
        </aff>
        <aff id="aff34"><label>34</label><institution>Oficina Regional de la FAO para América Latina y el Caribe, Bogotá, Colombia</institution>
        </aff>
        <aff id="aff35"><label>35</label><institution>Instituto de Investigaciones Agropecuarias, INIA La Cruz, Chorrillos 86, La Cruz, Chile</institution>
        </aff>
        <aff id="aff36"><label>36</label><institution>Instituto de Investigaciones Agropecuarias, INIA Quilamapu, Av. Vicente Méndez 515, Chillán, Chile</institution>
        </aff>
        <aff id="aff37"><label>37</label><institution>Departamento de Ciencias Agropecuarias y Acuícolas, Universidad de Magallanes, <?xmltex \hack{\break}?>  Av. Bulnes 01855, Punta
Arenas, Chile</institution>
        </aff>
        <aff id="aff38"><label>38</label><institution>Oficina de Estudios y Políticas Agrarias (ODEPA), Ministerio de Agricultura, Teatinos 40, Santiago, Chile</institution>
        </aff>
        <aff id="aff39"><label>39</label><institution>United Nations Convention to Combat Desertification, Regional Coordination Unit for Latin America<?xmltex \hack{\break}?>  and the
Caribbean, CELADE, Dag Hammarskjöld 3477, Vitacura, Chile</institution>
        </aff>
        <aff id="aff40"><label>40</label><institution>Instituto de Ingeniería Agraria y Suelos, Facultad de Ciencias Agrarias, Universidad Austral, Valdivia, Chile</institution>
        </aff>
        <aff id="aff41"><label>41</label><institution>Instituto de Ecología y Biodiversidad, Av. Libertador Bernardo O’Higgins 340, Santiago, Chile</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Marco Pfeiffer (mpfeiffer@uchile.cl)</corresp></author-notes><pub-date><day>26</day><month>February</month><year>2020</year></pub-date>
      
      <volume>12</volume>
      <issue>1</issue>
      <fpage>457</fpage><lpage>468</lpage>
      <history>
        <date date-type="received"><day>5</day><month>September</month><year>2019</year></date>
           <date date-type="rev-request"><day>14</day><month>October</month><year>2019</year></date>
           <date date-type="rev-recd"><day>13</day><month>January</month><year>2020</year></date>
           <date date-type="accepted"><day>16</day><month>January</month><year>2020</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2020 Marco Pfeiffer et al.</copyright-statement>
        <copyright-year>2020</copyright-year>
      <license license-type="open-access"><license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p></license></permissions><self-uri xlink:href="https://essd.copernicus.org/articles/12/457/2020/essd-12-457-2020.html">This article is available from https://essd.copernicus.org/articles/12/457/2020/essd-12-457-2020.html</self-uri><self-uri xlink:href="https://essd.copernicus.org/articles/12/457/2020/essd-12-457-2020.pdf">The full text article is available as a PDF file from https://essd.copernicus.org/articles/12/457/2020/essd-12-457-2020.pdf</self-uri>
      <abstract><title>Abstract</title>
    <p id="d1e966">A critical aspect of predicting soil organic carbon (SOC) concentrations is
the lack of available soil information; where information on soil
characteristics is available, it is usually focused on regions of high
agricultural interest. To date, in Chile, a large proportion of the SOC
data have been collected in areas of intensive agricultural or forestry use;
however, vast areas beyond these forms of land use have few or no soil data
available.</p>
    <p id="d1e969">Here we present a new SOC database for the country, which is the result of
an unprecedented national effort under the framework of the Global Soil
Partnership. This partnership has helped build the largest database of SOC
to date in Chile, named the Chilean Soil Organic Carbon database (CHLSOC),
comprising 13 612 data points compiled from numerous sources, including
unpublished and difficult-to-access data. The database will allow users to
fill spatial gaps where no SOC estimates were publicly available previously.
Presented values of SOC range from <inline-formula><mml:math id="M1" display="inline"><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> % to 83.3 %,
reflecting the variety of ecosystems that exist in Chile.</p>
    <p id="d1e990">The database has the potential to inform and test current models that predict
SOC stocks and dynamics at larger spatial scales, thus enabling benefits
from the richness of geochemical, topographic and climatic variability in
Chile.</p>
    <p id="d1e993">The database is freely available to registered users at
<ext-link xlink:href="https://doi.org/10.17605/OSF.IO/NMYS3" ext-link-type="DOI">10.17605/OSF.IO/NMYS3</ext-link> (Pfeiffer et al., 2019b) under the
Creative Commons Attribution 4.0 International Public License.</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

<?pagebreak page459?><sec id="Ch1.S1" sec-type="intro">
  <label>1</label><title>Introduction</title>
      <p id="d1e1008">Soil organic carbon (SOC) stocks play a vital role in the global carbon (C)
cycle and make up nearly two-thirds of the total terrestrial carbon pool
(Eswaran, 2000; Sarmiento and Gruber, 2002). Therefore, knowledge of the
contents and dynamics of SOC stocks is essential for estimating trends in
the evolution of atmospheric carbon dioxide (<inline-formula><mml:math id="M2" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">CO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>) to be used as an
input and applied to models of global climate change (Jones et al., 2005;
Davidson and Janssens, 2006). However, predictions of SOC stocks vary widely
due to the limited availability of soil data for remote regions and existing
soil datasets being biased towards highly managed forest and agroecosystems
(Duarte-Guardia et al., 2018). Chile is not exempt from these difficulties,
having many of its publicly available soil and SOC data focused on
intensively cultivated central regions (Padarian et al., 2012, 2017). In
fact, vast areas of the country are situated in the high Andean mountains,
the hyperarid Atacama Desert or the inaccessible Magellanic moorland of
the Patagonian fjords, for which very few soil data are available. These
areas are of particular interest for SOC dynamics and stock predictions as
they represent the extreme ends of a huge latitudinal climate gradient, from
Earth's driest extreme in the north (Atacama Desert) to the very humid
conditions of the Patagonian Pacific margin, all flanked by the second-highest
mountain range in the world (Garreaud et al., 2009; Ewing et al., 2008;
Loisel and Yu, 2013).</p>
      <p id="d1e1022">Access to spatially explicit, consistent and reliable soil data is essential
to model and map the status of soil resources globally to an increasingly detailed resolution in order to respond and assess
global issues (Arrouays et al., 2014; FAO, 2015; Hengl et al., 2014; Omuto
et al., 2013). Furthermore, soil datasets are one of the most important
inputs for Earth system models (ESMs) to address, for example, the
importance of terrestrial sinks and sources of greenhouse gases (Dai et al.,
2019; Luo et al., 2016). At the same time, soils in ESMs are one of the
largest sources of uncertainty (Dai et al., 2019). Hence, in recent years,
there has been a growing effort to improve access to and quality of soil
datasets, a key goal of the Global Soil Partnership Pillar 4 Implementation
Plan sponsored by the Food and Agriculture Organization of the United
Nations (Batjes et al., 2017; Omuto et al., 2013). Efforts to increase
access to harmonized soil products containing comparable and consistent
datasets, including soil carbon, are highly valuable and appreciated by an
increasing number of users (Arora et al., 2013; Baritz et al., 2014; Batjes
et al., 2017; Hendriks et al., 2016; Jones and Thornton, 2015; Luo et al.,
2016; Maire et al., 2015).</p>
      <p id="d1e1025">In an unprecedented national effort, between May 2018 and April 2019, a
group of professionals from 39 public and private
institutions joined together to build the largest (to date) Chilean SOC
database (CHLSOC). The database was compiled from varied data sources
including soil surveys, publications, private reports, unpublished research
data, and cryptic documents unknown to the public and often difficult to
access. This work resulted in a harmonized database of 13 612 points, which
is a great improvement considering that previously up-to-date harmonized data on SOC
for Chile included 45 points in WoSIS (Batjes et al., 2017).</p>
      <p id="d1e1028">The entire CHLSOC database (13 612 data points from 25 sources; summarized in
Table 1) is freely available for registered users to download at
<ext-link xlink:href="https://doi.org/10.17605/OSF.IO/NMYS3" ext-link-type="DOI">10.17605/OSF.IO/NMYS3</ext-link> (Pfeiffer et al., 2019b). This
joint effort has resulted in a comprehensive Chilean soil database that is
available to the international community for analysis, exchange and
interpretation.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T1" specific-use="star"><?xmltex \currentcnt{1}?><label>Table 1</label><caption><p id="d1e1038">Database sources used in this compilation.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="5">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="left"/>
     <oasis:colspec colnum="4" colname="col4" align="left"/>
     <oasis:colspec colnum="5" colname="col5" align="justify" colwidth="256.074803pt"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Source</oasis:entry>
         <oasis:entry colname="col2">Samples</oasis:entry>
         <oasis:entry colname="col3">SOC method</oasis:entry>
         <oasis:entry colname="col4">BLD method</oasis:entry>
         <oasis:entry colname="col5">References</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">Biester</oasis:entry>
         <oasis:entry colname="col2">3</oasis:entry>
         <oasis:entry colname="col3">DC</oasis:entry>
         <oasis:entry colname="col4">Core</oasis:entry>
         <oasis:entry colname="col5">Biester et al. (2003)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">CIREN</oasis:entry>
         <oasis:entry colname="col2">540</oasis:entry>
         <oasis:entry colname="col3">WO</oasis:entry>
         <oasis:entry colname="col4">Clod</oasis:entry>
         <oasis:entry colname="col5">CIREN (1996a, b, 1997a, b, 1999, 2002, 2003, 2005a, b, 2007)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Doetterl</oasis:entry>
         <oasis:entry colname="col2">22</oasis:entry>
         <oasis:entry colname="col3">DC</oasis:entry>
         <oasis:entry colname="col4">Core</oasis:entry>
         <oasis:entry colname="col5">Doetterl et al. (2015)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">EarthShape</oasis:entry>
         <oasis:entry colname="col2">16</oasis:entry>
         <oasis:entry colname="col3">DC</oasis:entry>
         <oasis:entry colname="col4">Core</oasis:entry>
         <oasis:entry colname="col5">Bernhard et al. (2018)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Filipová</oasis:entry>
         <oasis:entry colname="col2">46</oasis:entry>
         <oasis:entry colname="col3">WO</oasis:entry>
         <oasis:entry colname="col4">Core</oasis:entry>
         <oasis:entry colname="col5">Filipová et al. (2010)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Holdgate</oasis:entry>
         <oasis:entry colname="col2">33</oasis:entry>
         <oasis:entry colname="col3">DC</oasis:entry>
         <oasis:entry colname="col4">NA</oasis:entry>
         <oasis:entry colname="col5">Holdgate (1961)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">INIA</oasis:entry>
         <oasis:entry colname="col2">1663</oasis:entry>
         <oasis:entry colname="col3">WO</oasis:entry>
         <oasis:entry colname="col4">Clod; NA</oasis:entry>
         <oasis:entry colname="col5">Hepp and Stolpe (2014); Besoain et al. (2000); Corradini et al. (2019, 2017); Fabio Corradini (unpublished data); Carlos Ovalle,  INIA, (unpublished data); Panichini et al. (2012, 2017); Marco Pfeiffer, Jorge Ivelic-Sáez, Susana Valle (unpublished data)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">McCulloch</oasis:entry>
         <oasis:entry colname="col2">2</oasis:entry>
         <oasis:entry colname="col3">WO</oasis:entry>
         <oasis:entry colname="col4">Clod</oasis:entry>
         <oasis:entry colname="col5">McCulloch and Davies (2001)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Methanobase</oasis:entry>
         <oasis:entry colname="col2">37</oasis:entry>
         <oasis:entry colname="col3">DC</oasis:entry>
         <oasis:entry colname="col4">NA</oasis:entry>
         <oasis:entry colname="col5">Lea Cabrol and Maialen Barret (unpublished data)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Mörchen</oasis:entry>
         <oasis:entry colname="col2">12</oasis:entry>
         <oasis:entry colname="col3">DC</oasis:entry>
         <oasis:entry colname="col4">Excavation</oasis:entry>
         <oasis:entry colname="col5">Mörchen et al. (2019)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">ODEPA</oasis:entry>
         <oasis:entry colname="col2">782</oasis:entry>
         <oasis:entry colname="col3">WO</oasis:entry>
         <oasis:entry colname="col4">NA</oasis:entry>
         <oasis:entry colname="col5">José Ramirez (unpublished data)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">PUC</oasis:entry>
         <oasis:entry colname="col2">24</oasis:entry>
         <oasis:entry colname="col3">WO</oasis:entry>
         <oasis:entry colname="col4">Clod; Core</oasis:entry>
         <oasis:entry colname="col5">Eduardo Arellano (unpublished data)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Quade</oasis:entry>
         <oasis:entry colname="col2">16</oasis:entry>
         <oasis:entry colname="col3">DC</oasis:entry>
         <oasis:entry colname="col4">NA</oasis:entry>
         <oasis:entry colname="col5">Quade et al. (2007)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">SAG</oasis:entry>
         <oasis:entry colname="col2">9935</oasis:entry>
         <oasis:entry colname="col3">WO</oasis:entry>
         <oasis:entry colname="col4">NA</oasis:entry>
         <oasis:entry colname="col5">Andrés Gomez (unpublished data); Rodrigo Osorio and Nelson Bustamante (unpublished data)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Schuller</oasis:entry>
         <oasis:entry colname="col2">14</oasis:entry>
         <oasis:entry colname="col3">WO</oasis:entry>
         <oasis:entry colname="col4">Core</oasis:entry>
         <oasis:entry colname="col5">Schuller et al. (2004)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">SEIA</oasis:entry>
         <oasis:entry colname="col2">51</oasis:entry>
         <oasis:entry colname="col3">WO</oasis:entry>
         <oasis:entry colname="col4">Clod</oasis:entry>
         <oasis:entry colname="col5">Nicolás Riveras (unpublished data)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">UACH</oasis:entry>
         <oasis:entry colname="col2">3</oasis:entry>
         <oasis:entry colname="col3">WO</oasis:entry>
         <oasis:entry colname="col4">Clod; Core</oasis:entry>
         <oasis:entry colname="col5">Gerding and Thiers (2002); Marco Pfeiffer, Jorge Ivelic-Sáez and Susana Valle (unpublished data)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">UAP</oasis:entry>
         <oasis:entry colname="col2">85</oasis:entry>
         <oasis:entry colname="col3">WO</oasis:entry>
         <oasis:entry colname="col4">Clod</oasis:entry>
         <oasis:entry colname="col5">Margarita Briceño (unpublished data); Delatorre et al. (2008); Ehleringer et al. (1992)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">UCB</oasis:entry>
         <oasis:entry colname="col2">8</oasis:entry>
         <oasis:entry colname="col3">DC; WO</oasis:entry>
         <oasis:entry colname="col4">Clod</oasis:entry>
         <oasis:entry colname="col5">Ewing et al. (2006, 2008); Finstad et al. (2018); Pfeiffer et al. (2019a); Marco Pfeiffer (unpublished data); Marco Pfeiffer, Jorge Ivelic-Sáez and Susana Valle (unpublished data)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">UChile</oasis:entry>
         <oasis:entry colname="col2">198</oasis:entry>
         <oasis:entry colname="col3">WO</oasis:entry>
         <oasis:entry colname="col4">Clod; Core; NA</oasis:entry>
         <oasis:entry colname="col5">Norambuena (2000); Pfeiffer et al. (2012); Manuel Casanova and Osvaldo Salazar (unpublished data); Fuentes et al. (2014); Juan Pablo Fuentes (unpublished data); Mauricio Galleguillos (unpublished data); Kirberg (2014); Martínez et al. (2017); Lwando Mashalaba (unpublished data); Jorge Pérez-Quezada and Mauricio Galleguillos (unpublished data); Seguel et al. (2015); Oscar Seguel (unpublished data); Soto et al. (2015)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">UCT</oasis:entry>
         <oasis:entry colname="col2">5</oasis:entry>
         <oasis:entry colname="col3">WO</oasis:entry>
         <oasis:entry colname="col4">Core</oasis:entry>
         <oasis:entry colname="col5">Curaqueo et al. (2010, 2011, 2014); Gustavo Curaqueo (unpublished data)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">UDEC</oasis:entry>
         <oasis:entry colname="col2">86</oasis:entry>
         <oasis:entry colname="col3">DC; WO</oasis:entry>
         <oasis:entry colname="col4">Core; NA</oasis:entry>
         <oasis:entry colname="col5">Hepp and Stolpe (2014); Felipe Aburto (unpublished data); Erick Zagal, Cristina Muñoz and Sebastian Doetterl (unpublished data)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">UFRO</oasis:entry>
         <oasis:entry colname="col2">16</oasis:entry>
         <oasis:entry colname="col3">WO</oasis:entry>
         <oasis:entry colname="col4">NA</oasis:entry>
         <oasis:entry colname="col5">Garrido and Matus (2012)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">UMAG</oasis:entry>
         <oasis:entry colname="col2">11</oasis:entry>
         <oasis:entry colname="col3">DC</oasis:entry>
         <oasis:entry colname="col4">Core</oasis:entry>
         <oasis:entry colname="col5">Radic et al. (2013)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Ziolkowski</oasis:entry>
         <oasis:entry colname="col2">4</oasis:entry>
         <oasis:entry colname="col3">DC</oasis:entry>
         <oasis:entry colname="col4">NA</oasis:entry>
         <oasis:entry colname="col5">Ziolkowski et al. (2013)</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p id="d1e1041">BLD: bulk density; WO: wet oxidation; DC: dry combustion; NA: data not provided; CIREN: Centro de Información de Recursos Naturales;
INIA: Instituto de Investigaciones Agropecuarias;
ODEPA: Oficina de Estudios y Políticas Agrarias;
PUC: Pontificia Universidad Católica de Chile;
SAG: Servicio Agrícola y Ganadero;
SEIA: Sistema de Evaluación de Impacto Ambiental;
UACH: Universidad Austral de Chile;
UAP: Universidad Arturo Prat;
UCB: University of California Berkeley;
UChile: Universidad de Chile;
UCT: Universidad Católica de Temuco;
UDEC: Universidad de Concepción;
UFRO: Universidad de la Frontera;
UMAG: Universidad de Magallanes.</p></table-wrap-foot></table-wrap>

</sec>
<sec id="Ch1.S2">
  <label>2</label><title>Soil data harmonization</title>
<sec id="Ch1.S2.SS1">
  <label>2.1</label><title>Database sources</title>
      <p id="d1e1553">In order to fill the gaps in the current data, 889 soil profiles and
12 723 topsoil samples from all over Chile (Table 2) were gathered, curated
and harmonized. Of this information, 89 % had previously been
unpublished or unavailable to the national and global scientific community.
The resultant soil information was from all of the administrative regions
and 16 out of 17 ecological zones of Chile (Fig. 1; Table 3).</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T2"><?xmltex \currentcnt{2}?><label>Table 2</label><caption><p id="d1e1559">Summary of the soil points included in the Chilean Soil Organic
Carbon database (CHLSOC).</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="2">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Variable</oasis:entry>
         <oasis:entry colname="col2">Value</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">Number of profiles</oasis:entry>
         <oasis:entry colname="col2">889</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Number of topsoil samples</oasis:entry>
         <oasis:entry colname="col2">12 723</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">SOC measurements</oasis:entry>
         <oasis:entry colname="col2">16 884</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">SOC using wet-oxidation method</oasis:entry>
         <oasis:entry colname="col2">16 363</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">SOC using dry-combustion method</oasis:entry>
         <oasis:entry colname="col2">521</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Minimum SOC (%)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M4" display="inline"><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Maximum SOC (%)</oasis:entry>
         <oasis:entry colname="col2">83.30</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">BLD measurements</oasis:entry>
         <oasis:entry colname="col2">2757</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">BLD using core method</oasis:entry>
         <oasis:entry colname="col2">533</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">BLD using clod method</oasis:entry>
         <oasis:entry colname="col2">2224</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Minimum BLD (g cm<inline-formula><mml:math id="M5" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col2">0.03</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Maximum BLD (g cm<inline-formula><mml:math id="M6" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col2">2.38</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">CRF measurements</oasis:entry>
         <oasis:entry colname="col2">382</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Minimum CRF (%)</oasis:entry>
         <oasis:entry colname="col2">0.00</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Maximum CRF (%)</oasis:entry>
         <oasis:entry colname="col2">78.31</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p id="d1e1562">SOC: soil organic carbon; BLD: bulk density; CRF: coarse fragments; topsoil
considers points with surface samples only
(<inline-formula><mml:math id="M3" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">30</mml:mn></mml:mrow></mml:math></inline-formula> cm).</p></table-wrap-foot></table-wrap>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T3" specific-use="star"><?xmltex \currentcnt{3}?><label>Table 3</label><caption><p id="d1e1779">Distribution of SOC data points per ecosystem (vegetation
formation) according to Luebert and Pliscoff (2006).</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="8">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:colspec colnum="7" colname="col7" align="right"/>
     <oasis:colspec colnum="8" colname="col8" align="right"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">Vegetation formation</oasis:entry>
         <oasis:entry colname="col2">Data points</oasis:entry>
         <oasis:entry colname="col3">Country area (%)</oasis:entry>
         <oasis:entry colname="col4">Representativeness index</oasis:entry>
         <oasis:entry colname="col5">SOC</oasis:entry>
         <oasis:entry colname="col6">SOC</oasis:entry>
         <oasis:entry colname="col7">SOC</oasis:entry>
         <oasis:entry colname="col8">SOC</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4">(points per % area)</oasis:entry>
         <oasis:entry colname="col5">(mean)</oasis:entry>
         <oasis:entry colname="col6">(min)</oasis:entry>
         <oasis:entry colname="col7">(max)</oasis:entry>
         <oasis:entry colname="col8">(SD)</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">Deciduous forest</oasis:entry>
         <oasis:entry colname="col2">7098</oasis:entry>
         <oasis:entry colname="col3">14.70</oasis:entry>
         <oasis:entry colname="col4">482.86</oasis:entry>
         <oasis:entry colname="col5">8.01</oasis:entry>
         <oasis:entry colname="col6">0.00</oasis:entry>
         <oasis:entry colname="col7">83.30</oasis:entry>
         <oasis:entry colname="col8">3.91</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Sclerophyllous forest</oasis:entry>
         <oasis:entry colname="col2">2544</oasis:entry>
         <oasis:entry colname="col3">5.20</oasis:entry>
         <oasis:entry colname="col4">489.23</oasis:entry>
         <oasis:entry colname="col5">2.66</oasis:entry>
         <oasis:entry colname="col6">0.00</oasis:entry>
         <oasis:entry colname="col7">15.61</oasis:entry>
         <oasis:entry colname="col8">1.87</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Thorny forest</oasis:entry>
         <oasis:entry colname="col2">1392</oasis:entry>
         <oasis:entry colname="col3">2.80</oasis:entry>
         <oasis:entry colname="col4">497.14</oasis:entry>
         <oasis:entry colname="col5">1.90</oasis:entry>
         <oasis:entry colname="col6">0.00</oasis:entry>
         <oasis:entry colname="col7">20.70</oasis:entry>
         <oasis:entry colname="col8">1.50</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Broad-leaved forest</oasis:entry>
         <oasis:entry colname="col2">645</oasis:entry>
         <oasis:entry colname="col3">1.90</oasis:entry>
         <oasis:entry colname="col4">339.47</oasis:entry>
         <oasis:entry colname="col5">12.02</oasis:entry>
         <oasis:entry colname="col6">0.15</oasis:entry>
         <oasis:entry colname="col7">25.75</oasis:entry>
         <oasis:entry colname="col8">5.11</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Coniferous forest</oasis:entry>
         <oasis:entry colname="col2">94</oasis:entry>
         <oasis:entry colname="col3">2.30</oasis:entry>
         <oasis:entry colname="col4">40.87</oasis:entry>
         <oasis:entry colname="col5">6.02</oasis:entry>
         <oasis:entry colname="col6">0.10</oasis:entry>
         <oasis:entry colname="col7">25.00</oasis:entry>
         <oasis:entry colname="col8">3.40</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Evergreen forest</oasis:entry>
         <oasis:entry colname="col2">828</oasis:entry>
         <oasis:entry colname="col3">6.90</oasis:entry>
         <oasis:entry colname="col4">120.00</oasis:entry>
         <oasis:entry colname="col5">11.70</oasis:entry>
         <oasis:entry colname="col6">0.01</oasis:entry>
         <oasis:entry colname="col7">81.19</oasis:entry>
         <oasis:entry colname="col8">7.89</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Desert</oasis:entry>
         <oasis:entry colname="col2">47</oasis:entry>
         <oasis:entry colname="col3">7.70</oasis:entry>
         <oasis:entry colname="col4">6.10</oasis:entry>
         <oasis:entry colname="col5">1.63</oasis:entry>
         <oasis:entry colname="col6">0.00</oasis:entry>
         <oasis:entry colname="col7">15.00</oasis:entry>
         <oasis:entry colname="col8">1.84</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Steppe and grassland</oasis:entry>
         <oasis:entry colname="col2">343</oasis:entry>
         <oasis:entry colname="col3">3.40</oasis:entry>
         <oasis:entry colname="col4">100.88</oasis:entry>
         <oasis:entry colname="col5">6.02</oasis:entry>
         <oasis:entry colname="col6">0.00</oasis:entry>
         <oasis:entry colname="col7">56.70</oasis:entry>
         <oasis:entry colname="col8">10.87</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Herbaceous alpine vegetation</oasis:entry>
         <oasis:entry colname="col2">2</oasis:entry>
         <oasis:entry colname="col3">2.40</oasis:entry>
         <oasis:entry colname="col4">0.83</oasis:entry>
         <oasis:entry colname="col5">5.11</oasis:entry>
         <oasis:entry colname="col6">5.01</oasis:entry>
         <oasis:entry colname="col7">5.20</oasis:entry>
         <oasis:entry colname="col8">0.13</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Evergreen shrubland</oasis:entry>
         <oasis:entry colname="col2">0</oasis:entry>
         <oasis:entry colname="col3">0.30</oasis:entry>
         <oasis:entry colname="col4">0.00</oasis:entry>
         <oasis:entry colname="col5">–</oasis:entry>
         <oasis:entry colname="col6">–</oasis:entry>
         <oasis:entry colname="col7">–</oasis:entry>
         <oasis:entry colname="col8">–</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Alpine dwarf scrub</oasis:entry>
         <oasis:entry colname="col2">100</oasis:entry>
         <oasis:entry colname="col3">13.80</oasis:entry>
         <oasis:entry colname="col4">7.25</oasis:entry>
         <oasis:entry colname="col5">1.42</oasis:entry>
         <oasis:entry colname="col6">0.01</oasis:entry>
         <oasis:entry colname="col7">41.60</oasis:entry>
         <oasis:entry colname="col8">6.09</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Low desert scrub</oasis:entry>
         <oasis:entry colname="col2">20</oasis:entry>
         <oasis:entry colname="col3">8.70</oasis:entry>
         <oasis:entry colname="col4">2.30</oasis:entry>
         <oasis:entry colname="col5">0.92</oasis:entry>
         <oasis:entry colname="col6">0.02</oasis:entry>
         <oasis:entry colname="col7">25.40</oasis:entry>
         <oasis:entry colname="col8">2.94</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Deciduous shrubland</oasis:entry>
         <oasis:entry colname="col2">2</oasis:entry>
         <oasis:entry colname="col3">2.30</oasis:entry>
         <oasis:entry colname="col4">0.87</oasis:entry>
         <oasis:entry colname="col5">4.47</oasis:entry>
         <oasis:entry colname="col6">2.20</oasis:entry>
         <oasis:entry colname="col7">10.19</oasis:entry>
         <oasis:entry colname="col8">3.19</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Desertic scrub</oasis:entry>
         <oasis:entry colname="col2">231</oasis:entry>
         <oasis:entry colname="col3">9.50</oasis:entry>
         <oasis:entry colname="col4">24.32</oasis:entry>
         <oasis:entry colname="col5">1.19</oasis:entry>
         <oasis:entry colname="col6">0.00</oasis:entry>
         <oasis:entry colname="col7">22.60</oasis:entry>
         <oasis:entry colname="col8">1.69</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Thorny shrubland</oasis:entry>
         <oasis:entry colname="col2">17</oasis:entry>
         <oasis:entry colname="col3">0.30</oasis:entry>
         <oasis:entry colname="col4">56.67</oasis:entry>
         <oasis:entry colname="col5">1.11</oasis:entry>
         <oasis:entry colname="col6">0.20</oasis:entry>
         <oasis:entry colname="col7">2.49</oasis:entry>
         <oasis:entry colname="col8">0.61</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Arborescent shrubland</oasis:entry>
         <oasis:entry colname="col2">158</oasis:entry>
         <oasis:entry colname="col3">1.00</oasis:entry>
         <oasis:entry colname="col4">158.00</oasis:entry>
         <oasis:entry colname="col5">5.26</oasis:entry>
         <oasis:entry colname="col6">0.08</oasis:entry>
         <oasis:entry colname="col7">42.50</oasis:entry>
         <oasis:entry colname="col8">5.70</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Moorland</oasis:entry>
         <oasis:entry colname="col2">20</oasis:entry>
         <oasis:entry colname="col3">9.10</oasis:entry>
         <oasis:entry colname="col4">2.20</oasis:entry>
         <oasis:entry colname="col5">43.86</oasis:entry>
         <oasis:entry colname="col6">1.74</oasis:entry>
         <oasis:entry colname="col7">57.71</oasis:entry>
         <oasis:entry colname="col8">21.10</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p id="d1e1782">Percentages of surface area and English names for vegetation formations were
taken from Pliscoff and Fuentes-Castillo (2011).</p></table-wrap-foot></table-wrap>

      <p id="d1e2345">Data compiled from the literature are referenced in Table 1. Sources include
legacy soil surveys, environmental assessment reports, research papers,
private reports, theses and unpublished data provided by researchers. The
minimum requirements for inclusion in the database were geographic-coordinate information, records of soil horizon depth and soil organic
carbon content (or organic matter content). Other soil variables, such as
bulk density, texture and/or coarse fragments, sampling depth, sampling year,
and measurement methods, were included where available. Approximately 20 %
of horizon samples included information on bulk density (BLD) measured using
the clod or the core (cylinder) method, and only 382 horizons (<inline-formula><mml:math id="M7" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:math></inline-formula> %) included information about coarse fragments (CRF).</p>
      <p id="d1e2358">The resulting database (summarized in Table 1) includes datasets of variable
size, source and composition. Unpublished data
sources are referenced in the database to the co-author and group who
provided the data. Examples of unpublished data sources are shown in Table 1
and include those of the Oficina de Estudios y Políticas Agrarias (ODEPA)
with 782 points provided by José Ramirez, Methanobase (Table 1), corresponding
to surface samples (0–25 cm) from the Magallanes Region collected in 2016
and provided by Lea Cabrol and Maialen Barret (Table 3). A further 51 data points
from the Environmental Impact
Assessment System (SEIA) were included from mostly underrepresented areas,
such as the Andes and the Atacama Desert.</p>
      <p id="d1e2361">The largest contributor to CHLSOC (9935 data points) was the SOC dataset of
the Agricultural and Livestock Service (SAG by its Spanish abbreviation). The
data were comprised of SOC obtained from the first 20 cm of soil by auger<?pagebreak page460?> or
excavation methods sampled by beneficiaries (farmers) of the SAG subsidy
program.</p>
      <p id="d1e2364">Another important data contributor was the legacy soil survey data compiled
by the Centro de Información de Recursos Naturales
(CIREN), reported as regional soil surveys that were carried out from the
1960s up to 2007. In total, CIREN compiled 37 soil surveys, totaling 540
data points over 177 500 km<inline-formula><mml:math id="M8" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:math></inline-formula> (equal to about 24.5 % of the total
Chilean territory), many of which are already compilations of former studies
originally not referenced by CIREN (CIREN, 1996a, b, 1997a, b, 1999, 2002,
2003, 2005a, b, 2007).</p>
</sec>
<sec id="Ch1.S2.SS2">
  <label>2.2</label><title>Data harmonization processing and caveats</title>
      <p id="d1e2384">The assembled data were sampled over several decades and compiled by
different authors and institutions. We would like to mention the following
warnings to the data users: first,<?pagebreak page461?> for some data points it was not possible
to find or verify the original data source. Second, a potential source of
uncertainty may be the analytical method employed for analysis; for most
samples (97 %), SOC content was analyzed using the wet-oxidation method,
and a small number were analyzed by total combustion (CN elemental
analyzer). Discrepancies in SOC results between combustion methods have
identified wet combustion as a less reliable assessment method for SOC, as
it tends to underestimate organic carbon at higher SOC contents (Kumar et
al., 2019) and potentially overestimates it in highly reduced soils
(Chatterjee et al., 2009). This issue has not been addressed in Chile to
date. The recommended methods for SOC determination are currently wet
oxidation and loss on ignition; however, dry combustion is a more accurate
alternative (Sadzawka et al., 2006). Future data collection initiatives
should stress consistent analytical procedures as a revision of local
standards is urgently required. Finally, a possible source of bias in data
from SAG is the fact that samples were taken by farmers following SAG
guidelines where a composite sampling is taken for each parcel.</p>
</sec>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>The spatiotemporal distribution of the Chilean SOC database</title>
<sec id="Ch1.S3.SS1">
  <label>3.1</label><title>Spatial distribution</title>
      <p id="d1e2403">To date, CHLSOC is the most complete data compilation for mainland Chile,
comprising 13 612 points, a great improvement in comparison with former
databases used in Chile for SOC assessments. For example, national SOC
mapping studies (Padarian
et al., 2017; Reyes Rojas et al., 2018) were based almost exclusively on
CIREN data (540 points). CHLSOC can be used to show the influence of soil,
vegetation and climatic conditions on SOC concentrations. Table 3 shows the
number of data compiled in this work, by vegetation formation. It is
important to note that the scheme of Luebert and Pliscoff (2006) corresponds
to the potential vegetation belts that originally occupied the territory and
does not necessarily reflect current land use. We refer to vegetation
formations as “ecosystems” as this is a more common term and to avoid
further specific disciplinary discussion,
which is outside the scope of this work. In order to represent each
ecosystem (by vegetation formation) in CHLSOC, the database is based on the
number of data points divided by the total coverage of the ecosystem in
Chile.</p>
      <p id="d1e2406">More than two thirds (85.73 %) of the data are sampled from a concentrated
area (25 % of the total country area) found in the following four
ecosystems: deciduous forest, broad-leaved forest, sclerophyllous forest and
thorny forest. The first two ecosystems are located in the northern section
of the temperate macrobioclimatic zone and the second two in the southern
section of the Mediterranean macrobioclimatic zone (Moreira-Muñoz, 2011). These ecosystems are characterized by a combination of benign
climate, high-quality soils and water availability (for irrigation),
resulting in a long history of agricultural activity and human settlement
(Armesto et al., 2010). For this reason, these areas have experienced the
highest land use conversion to agriculture, forestry and urban use in the
country (Echeverría et al., 2006; Schulz et al., 2010; Arroyo et al.,
2008). Deciduous forests (14.7 % of the country) are the most represented,
with 52.14 % of the data points collected in CHLSOC located between
latitudes 35 and 41<inline-formula><mml:math id="M9" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S (Fig. 1).</p>
      <p id="d1e2418">The second-largest pool of data (8.6 % of the total data compiled in this
work) is for evergreen forest, steppe and grassland (Table 3), which
comprise 10.3 % of the country's area. These ecosystems are located
between 41  and 53<inline-formula><mml:math id="M10" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S in the temperate macrobioclimate (Moreira-Muñoz, 2011), a thermally homogeneous territory with
a considerable precipitation gradient that can reach several meters of mean
annual precipitation on its western section, along the Pacific coast
(Garreaud et al., 2009). These areas contain vast sections of pristine
forest, with only 8 % of the land being converted to other land use
(Pliscoff and Fuentes-Castillo, 2011). Most of the data collected here
correspond to the eastern section of the administrative region of Aysén
in Patagonia. The relatively high representation of these ecosystems in the
database can be attributed to (i) the intense agricultural use of the
northern section of the evergreen forest and (ii) an unprecedented effort
in soil sampling in the Aysén Region (43.5–49<inline-formula><mml:math id="M11" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S) by SAG and the Agricultural Research Institute (INIA by its Spanish
acronym; Table 1; Hepp and Stolpe, 2014).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1"><?xmltex \currentcnt{1}?><label>Figure 1</label><caption><p id="d1e2442">Spatial distribution of soil data points compiled in this work.
Green triangles are soil profiles, and red squares are topsoil samples (up to
30 cm).</p></caption>
          <?xmltex \igopts{width=156.490157pt}?><graphic xlink:href="https://essd.copernicus.org/articles/12/457/2020/essd-12-457-2020-f01.png"/>

        </fig>

      <?pagebreak page462?><p id="d1e2451">Arguably the most important ecosystem in terms of SOC stocks for Chile is
that of the moorlands, which comprise a large area located on the Pacific
coast of Patagonia where the landscape is fragmented into fjords and small
islands (between 44  and 55<inline-formula><mml:math id="M12" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S). The moorlands cover a
significant section (9.1 %) of the country's area and are probably the
largest soil carbon reservoir in Chile, with an almost continuous carpet of
thick peat bog to a depth of 5 m in some places (Loisel and Yu, 2013; Minasny
et al., 2019). Despite the importance of moorland soils, most of our
knowledge of this ecosystem comes from the northern and eastern borders,
whereas there is limited information about peat soils in remote areas of the
western fjords (20 observations in this database).</p>
      <p id="d1e2463">The Atacama Desert section of Chile (Table 3; desert, low desert scrub and
desertic scrub) comprises 2.18 % of the CHLSOC database but corresponds to
6 % of the country's area. However, the number of data points compiled for
this region (298) constitutes a great improvement compared with previous
national work on SOC for the Atacama Desert, which only included 3 points
(Padarian et al., 2017).</p>
      <p id="d1e2466">The scarce SOC information for this region may be due to the extreme aridity
of the region, low biological activity and low SOC accumulation (McKay et
al., 2003). Vegetation is restricted to a narrow belt along the coast that
receives water from fog, deep valleys that cross the desert and the western
flank of the Andes (Moreira-Muñoz, 2011).</p>
      <p id="d1e2469">Regions of high altitude and mountainous areas comprise 102 data points
(0.74 % of the database) representing 16.2 % of the country's area. Two
characteristic alpine vegetation formations exist in the Chilean Andes between 18  and 38<inline-formula><mml:math id="M13" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S (Fig. 1) that
comprise herbaceous alpine vegetation and alpine dwarf scrub. Most of the
data are concentrated on the lower part (alpine dwarf scrub), while virtually
no soil data are available for the higher section of the Andes (above 3000 m a.s.l.). The scarcity of soil data for this region means that assessment of
the impact of climate change on soil C stocks is uncertain as large
quantities of SOC are stored in this ecosystem (Bockheim and Munroe, 2014).</p>
      <p id="d1e2481">Few data are available for the coniferous forest, deciduous shrubland,
thorny shrubland and arborescent shrubland areas of vegetation (Table 3)
located in areas of low forestry or agricultural interest, but these areas
comprise less than 2.5 % of the country.</p>
      <p id="d1e2485">In summary, the data we have compiled demonstrate the imbalance between
areas of agricultural and forestry interest and
areas beyond those land uses. Three areas of high value in terms of
ecological, scientific and ecosystem services nationwide (and
worldwide) are underrepresented in terms of soil data: the high Andes, the Atacama Desert and western Patagonia. Government efforts to
develop soil surveys in these regions should be promoted urgently. In
particular, a SOC inventory of western Patagonia is essential to properly
assess the national stock of SOC and the potential to include this area in
carbon offset programs.</p>
</sec>
<sec id="Ch1.S3.SS2">
  <label>3.2</label><title>Temporal distribution</title>
      <p id="d1e2496">The date of sample collection is provided in more than 90 % of the
included data (12 318 data points). The majority of points were sampled in
2006 and between 2010 and 2018 (Fig. 2). The high number of data from the
last decade enables users to estimate modern carbon in Chilean soils. Most
of the data that report the year in which they were sampled are concentrated in
a short timeframe and mainly correspond to the SAG database (2010–2018) and
to sampling efforts<?pagebreak page463?> related to research projects such as ODEPA in 2006 and
INIA (mainly 2015–2018).</p>
      <p id="d1e2499">Data from CIREN (Table 1) did not report a sampling date. However, as they
consist of a compilation of known former soil surveys, we can limit the
period in which samples were collected and analyzed to the period between
1970 and 2007. The oldest data points correspond to those collected by
Holdgate (1961) in the western Patagonian fjords in 1959.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2"><?xmltex \currentcnt{2}?><label>Figure 2</label><caption><p id="d1e2504">Temporal distribution of the samples included in CHLSOC.</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://essd.copernicus.org/articles/12/457/2020/essd-12-457-2020-f02.png"/>

        </fig>

</sec>
</sec>
<sec id="Ch1.S4">
  <label>4</label><title>Data availability</title>
      <p id="d1e2522">Data are available at:
<uri>https://doi.org/10.17605/OSF.IO/NMYS3</uri> (Pfeiffer et al., 2019b); the data
are represented by a code defining the soil name; soils from the CIREN data
source are identified by a three-letter code corresponding to the soil series,
and data from 10 other sources are identified by the site or author name.
Geographical coordinates are according to UTM WGS 84.<?xmltex \hack{\newpage}?></p>
</sec>
<sec id="Ch1.S5" sec-type="conclusions">
  <label>5</label><title>Conclusions</title>
      <p id="d1e2538">The process of generating this database was a distributed data collection
effort, which is a step forward under the efforts of the GlobalSoilMap.net
project and the guidelines of the FAO Global Soil Partnership. The database
presented here increases the public availability of SOC data for Chile
10-fold thanks to a joint effort of dozens of researchers and institutions. A high proportion of this database, 89 % (12 125 data points), consists of unpublished data
that have now been made available. CHLSOC now contains a valuable SOC
representation of a mosaic of ecosystems in Chile which represents one of
Earth's most extreme climate gradients. However, there are still big
differences in the number of data obtained from managed (agro)ecosystems and
natural systems in areas of low population density. We would like to stress
the urgency of generating a discussion at a national level regarding the
need for a comprehensive soil survey program to increase the sampling in
these underrepresented areas. Moreover, to include more data in the next
versions of CHLSOC, future official CIREN soil surveys in Chile and other
datasets should be encouraged to report holistic metadata covering sampling
designs, locations, sampling dates and analysis methods.</p><?xmltex \hack{\clearpage}?>
</sec>

      
      </body>
    <back><app-group>

<?pagebreak page464?><app id="App1.Ch1.S1">
  <?xmltex \currentcnt{A}?><label>Appendix A</label><title/>

<?xmltex \floatpos{h!}?><table-wrap id="App1.Ch1.S1.T4"><?xmltex \hack{\hsize\textwidth}?><?xmltex \currentcnt{A1}?><label>Table A1</label><caption><p id="d1e2556">Naming conventions and descriptions of variables provided in the
Chilean Soil Organic Carbon database (CHLSOC).</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="3">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:colspec colnum="3" colname="col3" align="left"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Variable</oasis:entry>
         <oasis:entry colname="col2">Unit</oasis:entry>
         <oasis:entry colname="col3">Description</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">ProfileID</oasis:entry>
         <oasis:entry colname="col2">–</oasis:entry>
         <oasis:entry colname="col3">Soil profile identification</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">top</oasis:entry>
         <oasis:entry colname="col2">cm</oasis:entry>
         <oasis:entry colname="col3">Soil horizon upper border</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">bottom</oasis:entry>
         <oasis:entry colname="col2">cm</oasis:entry>
         <oasis:entry colname="col3">Soil horizon lower border</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">bd</oasis:entry>
         <oasis:entry colname="col2">g cm<inline-formula><mml:math id="M14" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">Bulk density</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">oc</oasis:entry>
         <oasis:entry colname="col2">%</oasis:entry>
         <oasis:entry colname="col3">Organic carbon</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">crf</oasis:entry>
         <oasis:entry colname="col2">%</oasis:entry>
         <oasis:entry colname="col3">Coarse fragments</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">long</oasis:entry>
         <oasis:entry colname="col2">decimal degrees</oasis:entry>
         <oasis:entry colname="col3">Longitude</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">lat</oasis:entry>
         <oasis:entry colname="col2">decimal degrees</oasis:entry>
         <oasis:entry colname="col3">Latitude</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">year</oasis:entry>
         <oasis:entry colname="col2">–</oasis:entry>
         <oasis:entry colname="col3">Year of data collection</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">oc<inline-formula><mml:math id="M15" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">method</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">–</oasis:entry>
         <oasis:entry colname="col3">Organic carbon method</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">bd<inline-formula><mml:math id="M16" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">method</mml:mi></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">–</oasis:entry>
         <oasis:entry colname="col3">Bulk density method</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">reference</oasis:entry>
         <oasis:entry colname="col2">–</oasis:entry>
         <oasis:entry colname="col3">Source of data</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

<?xmltex \hack{\clearpage}?>
</app>
  </app-group><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d1e2767">MP, GFO, MG, RO, NB, JB,
MF, GG, AG, JM, JR, CR, IS and SB designed the framework to
produce the database. The paper was written by MP and JP with
contributions from all other authors, who reviewed and provided input on the
paper.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d1e2773">The authors declare that they have no conflict of interest.</p>
  </notes><ack><title>Acknowledgements</title><p id="d1e2779">The following authors of unpublished data acknowledge funding from the following sources:
Felipe Aburto, Fondecyt de Iniciación, grant no. 11160372, and Convenio CONAF–UDeC 2015
Perturbaciones Araucaria; Maialent  Barret and Lea  Cabrol, ERANet-LAC joint
program, grant no. ELAC2014/DCC-0092; Erick  Zagal and Cristina  Muñoz, Proyecto Fondecyt, grant no. 1161492. Federico  Olmedo and
Mario Guevara were supported by the Global Soil
Partnership and the South America Soil Partnership, both sponsored by the
Food and Agriculture Organization of the United Nations (FAO).</p></ack><notes notes-type="financialsupport"><title>Financial support</title>

      <p id="d1e2784">There was no financial support for the publication of this paper.</p>
  </notes><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d1e2790">This paper was edited by Giulio G. R. Iovine and reviewed by Sergey Zimov and three anonymous referees.</p>
  </notes><ref-list>
    <title>References</title>

      <ref id="bib1.bib1"><label>1</label><?label 1?><mixed-citation>
Armesto, J. J., Manuschevich, D., Mora, A., Smith-Ramirez, C., Rozzi, R.,
Abarzúa, A. M., and Marquet, P. A.: From the Holocene to the
Anthropocene: A historical framework for land cover change in southwestern
South America in the past 15,000 years, Land Use Policy, 27, 148–160, 2010.</mixed-citation></ref>
      <ref id="bib1.bib2"><label>2</label><?label 1?><mixed-citation>
Arora, V. K., Boer, G. J., Friedlingstein, P., Eby, M., Jones, C. D., Christian, J. R., Bonan, G., Bopp, L., Brovkin, V., Cadule, P., Hajima, T., Ilyina, T., Lindsay, K., Tjiputra, J. F., and Wu, T.:
Carbon–concentration and carbon–climate feedbacks in CMIP5 Earth system
models, J. Climate, 26, 5289–5314, 2013.</mixed-citation></ref>
      <ref id="bib1.bib3"><label>3</label><?label 1?><mixed-citation>
Arrouays, D., Grundy, M. G., Hartemink, A. E., Hempel, J. W., Heuvelink, G.
B., Hong, S. Y., Lagacherie, P., Lelyk, G., McBratney, A. B., McKenzie, N.
J., Mendonca-Santos, M. d. L., Minasny, B., Montanarella, L., Odeh, I. O. A., Sanchez, P. A., Thompson, J. A., and Zhang, G.-L.: GlobalSoilMap: Toward a fine-resolution global grid of soil
properties,   Adv. Agron.,  125,  93–134,  2014.</mixed-citation></ref>
      <ref id="bib1.bib4"><label>4</label><?label 1?><mixed-citation>Arroyo, M. T., Marquet, P., Marticorena, C., Simonetti, J., Cavieres, L.,
Squeo, F., Rozzi, R., and Massardo, F.: El hotspot chileno, prioridad
mundial para la conservación, Biodiversidad de Chile, patrimonio y
desafíos,   90–93, 2008.</mixed-citation></ref>
      <ref id="bib1.bib5"><label>5</label><?label 1?><mixed-citation>
Baritz, R., Erdogan, H., Fujii, K., Takata, Y., Nocita, M., Bussian, B.,
Batjes, N., Hempel, J., Wilson, P., and Vargas, R.: Harmonization of
methods, measurements and indicators for the sustainable management and
protection of soil resources, Food and Agriculture Organization (FAO) Annual Plenary Assembly, 2nd Plenary, Rome, Italy, 22–24 July, 2014.</mixed-citation></ref>
      <ref id="bib1.bib6"><label>6</label><?label 1?><mixed-citation>
Batjes, N. H., Ribeiro, E., van Oostrum, A., Leenaars, J., Hengl, T., and Mendes de Jesus, J.: WoSIS: providing standardised soil profile data for the world, Earth Syst. Sci. Data, 9, 1–14, https://doi.org/10.5194/essd-9-1-2017, 2017.</mixed-citation></ref>
      <ref id="bib1.bib7"><label>7</label><?label 1?><mixed-citation>
Bernhard, N., Moskwa, L.-M., Schmidt, K., Oeser, R. A., Aburto, F., Bader,
M. Y., Baumann, K., von Blanckenburg, F., Boy, J., van den Brink, L.,
Brucker, E., Büdel, B., Canessa, R., Dippold, M. A., Ehlers, T. A., Fuentes, J. P., Godoy, R., Jung, P., Karsten, U., Köster, M., Kuzyakov, Y., Leinweber, P., Neidhardt, H., Matus, F., Mueller, C. W., Oelmann, Y., Oses, R., Osses, P., Paulino, L., Samolov, E., Schaller, M., Schmid, M., Spielvogel, S., Spohn, M., Stock, S., Stroncik, N., Tielbörger, K., Übernickel, K., Scholten, T., Seguel, O., Wagner, D., and Kühn, P.: Pedogenic and microbial interrelations to regional climate and local
topography: New insights from a climate gradient (arid to humid) along the
Coastal Cordillera of Chile, Catena, 170, 335–355, 2018.</mixed-citation></ref>
      <ref id="bib1.bib8"><label>8</label><?label 1?><mixed-citation>Besoain, M., Peralta, P., and Massaro, M.: Mineralogy and origin of some
volcanic ash soils of continental Chiloé, Chile, Agr. Tec.,
60, 127–153, 2000.</mixed-citation></ref>
      <ref id="bib1.bib9"><label>9</label><?label 1?><mixed-citation>Biester, H., Martinez-Cortizas, A., Birkenstock, S., and Kilian, R.: Effect
of peat decomposition and mass loss on historic mercury records in peat bogs
from Patagonia, Environ. Sci. Technol., 37, 32–39, 2003.</mixed-citation></ref>
      <ref id="bib1.bib10"><label>10</label><?label 1?><mixed-citation>Bockheim, J. G. and Munroe, J. S.: Organic carbon pools and genesis of
alpine soils with permafrost: a review, Arct. Antarct. Alp. Res.,
46, 987–1006, 2014.</mixed-citation></ref>
      <ref id="bib1.bib11"><label>11</label><?label 1?><mixed-citation>
Chatterjee, A., Lal, R., Wielopolski, L., Martin, M. Z., and Ebinger, M. H.: Evaluation of different soil carbon determination methods, Crit. Rev. Plant Sci., 28, 164–178, 2009.</mixed-citation></ref>
      <ref id="bib1.bib12"><label>12</label><?label 1?><mixed-citation>CIREN: Estudio agrológico VI Región, Descripciones de Suelos,
Materiales y Símbolos, Actualización 1996 (Pub. CIREN N<inline-formula><mml:math id="M17" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> 114/1996), 1996a.</mixed-citation></ref>
      <ref id="bib1.bib13"><label>13</label><?label 1?><mixed-citation>CIREN: Estudio agrológico Región Metropolitana, Descripciones de
Suelos, Materiales y Símbolos, Actualización 1996 (Pub. CIREN
N<inline-formula><mml:math id="M18" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> 115/1996), 1996b.</mixed-citation></ref>
      <ref id="bib1.bib14"><label>14</label><?label 1?><mixed-citation>CIREN: Estudio agrológico V Región, Descripciones de Suelos,
Materiales y Símbolos, Actualización 1997 (Pub. CIREN N<inline-formula><mml:math id="M19" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> 116/1997), 1997a.</mixed-citation></ref>
      <ref id="bib1.bib15"><label>15</label><?label 1?><mixed-citation>CIREN: Estudio agrológico VII Región, Descripciones de Suelos,
Materiales y Símbolos, Actualización 1997 (Pub. CIREN N<inline-formula><mml:math id="M20" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> 117/1997), 1997b.</mixed-citation></ref>
      <ref id="bib1.bib16"><label>16</label><?label 1?><mixed-citation>CIREN: Estudio agrológico VIII Región, Descripciones de Suelos,
Materiales y Símbolos, Actualización 1997 (Pub. CIREN N<inline-formula><mml:math id="M21" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> 121/1999), 1999.</mixed-citation></ref>
      <ref id="bib1.bib17"><label>17</label><?label 1?><mixed-citation>CIREN: Estudio agrológico IX Región, Descripciones de Suelos,
Materiales y Símbolos. Actualización 2002 (Pub. CIREN N<inline-formula><mml:math id="M22" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> 122/2002), 2002.</mixed-citation></ref>
      <ref id="bib1.bib18"><label>18</label><?label 1?><mixed-citation>CIREN: Estudio agrológico X Región, Descripciones de Suelos,
Materiales y Símbolos, Actualización 2003 (Pub. CIREN N<inline-formula><mml:math id="M23" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> 123/2003), 2003.</mixed-citation></ref>
      <ref id="bib1.bib19"><label>19</label><?label 1?><mixed-citation>CIREN: Estudio agrológico IV Región, Descripciones de Suelos,
Materiales y Símbolos, Actualización 2005 (Pub. CIREN N<inline-formula><mml:math id="M24" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> 129/2005), 2005a.</mixed-citation></ref>
      <ref id="bib1.bib20"><label>20</label><?label 1?><mixed-citation>CIREN: Estudio agrológico XI Región, Descripciones de Suelos,
Materiales y Símbolos, Actualización 2005 (Pub. CIREN N<inline-formula><mml:math id="M25" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> 130/2005), 2005b.</mixed-citation></ref>
      <?pagebreak page466?><ref id="bib1.bib21"><label>21</label><?label 1?><mixed-citation>CIREN: Estudio agrológico III Región, Descripciones de Suelos,
Materiales y Símbolos, Actualización 2007 (Pub. CIREN N<inline-formula><mml:math id="M26" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> 135/2007), 2007.</mixed-citation></ref>
      <ref id="bib1.bib22"><label>22</label><?label 1?><mixed-citation>Corradini, F., Meza, F., and Calderón, R.: Trace element content in soil
after a sediment-laden flood in northern Chile, J. Soil.
Sediment., 17, 2500–2515, 2017.</mixed-citation></ref>
      <ref id="bib1.bib23"><label>23</label><?label 1?><mixed-citation>Corradini, F., González, N., Casado, F., Rojas, V., and van der Ploeg,
M.: Usefulness of an opportunistic data analysis approach to evaluate if
environmental regulations aim at relevant applications, Geoderma, 351, 261–269, <ext-link xlink:href="https://doi.org/10.1016/j.geoderma.2019.05.007" ext-link-type="DOI">10.1016/j.geoderma.2019.05.007</ext-link>, 2019.</mixed-citation></ref>
      <ref id="bib1.bib24"><label>24</label><?label 1?><mixed-citation>Curaqueo, G., Acevedo, E., Cornejo, P., Seguel, A., Rubio, R., and Borie,
F.: Tillage effect on soil organic matter, mycorrhizal hyphae and aggregates
in a mediterranean agroecosystem, Rev. Cienc. Suelo
Nutr., 10, 12–21, 2010.</mixed-citation></ref>
      <ref id="bib1.bib25"><label>25</label><?label 1?><mixed-citation>Curaqueo, G., Barea, J. M., Acevedo, E., Rubio, R., Cornejo, P., and Borie,
F.: Effects of different tillage system on arbuscular mycorrhizal fungal
propagules and physical properties in a Mediterranean agroecosystem in
central Chile, Soil   Till. Res., 113, 11–18, 2011.</mixed-citation></ref>
      <ref id="bib1.bib26"><label>26</label><?label 1?><mixed-citation>Curaqueo, G., Meier, S., Khan, N., Cea, M., and Navia, R.: Use of biochar on
two volcanic soils: effects on soil properties and barley yield, J.
Soil Sci. Plant Nut., 14, 911–924, 2014.</mixed-citation></ref>
      <ref id="bib1.bib27"><label>27</label><?label 1?><mixed-citation>
Dai, Y., Shangguan, W., Wei, N., Xin, Q., Yuan, H., Zhang, S., Liu, S., Lu, X., Wang, D., and Yan, F.: A review of the global soil property maps for Earth system models, SOIL, 5, 137–158, https://doi.org/10.5194/soil-5-137-2019, 2019.</mixed-citation></ref>
      <ref id="bib1.bib28"><label>28</label><?label 1?><mixed-citation>Davidson, E. A. and Janssens, I. A.: Temperature sensitivity of soil carbon
decomposition and feedbacks to climate change, Nature, 440, 165–173,  2006.</mixed-citation></ref>
      <ref id="bib1.bib29"><label>29</label><?label 1?><mixed-citation>Delatorre, J., Pinto, M., and Cardemil, L.: Effects of water stress and high
temperature on photosynthetic rates of two species of Prosopis, J.
Photochem. Photobio. B, 92, 67–76, 2008.</mixed-citation></ref>
      <ref id="bib1.bib30"><label>30</label><?label 1?><mixed-citation>
Doetterl, S., Stevens, A., Six, J., Merckx, R., Van Oost, K., Casanova, M.,
Casanova-Katny, A., Muñoz, C., Boudin, M., Zagal Venegas, E., and Boeckx, P.: Soil
carbon storage controlled by interactions between geochemistry and climate,
Nat. Geosci., 8, 780–783, 2015.</mixed-citation></ref>
      <ref id="bib1.bib31"><label>31</label><?label 1?><mixed-citation>
Duarte-Guardia, S., Peri, P. L., Amelung, W., Sheil, D., Laffan, S. W.,
Borchard, N., Bird, M. I., Dieleman, W., Pepper, D. A., Zutta, B.,
Jobbagy, E., Silva, L. C. R., Bonser, S. P., Berhongaray, G., Piñeiro, G., Martinez, M.-J., Cowie, A. L., and Ladd, B.:
Better estimates of soil carbon from geographical data: a revised global
approach, Mitigation and Adaptation Strategies for Global 30 Change,
1–18, 2018.</mixed-citation></ref>
      <ref id="bib1.bib32"><label>32</label><?label 1?><mixed-citation>Echeverría, C., Coomes, D., Salas, J., Rey-Benayas, J. M., Lara, A.,
and Newton, A.: Rapid deforestation and fragmentation of Chilean temperate
forests, Biol. Conserv., 130, 481–494, 2006.</mixed-citation></ref>
      <ref id="bib1.bib33"><label>33</label><?label 1?><mixed-citation>Ehleringer, J. R., Mooney, H. A., Rundel, P. W., Evans, R. D., Palma, B.,
and Delatorre, J.: Lack of nitrogen cycling in the Atacama Desert, Nature,
359, 316–318, 1992.</mixed-citation></ref>
      <ref id="bib1.bib34"><label>34</label><?label 1?><mixed-citation>
Eswaran, H.: Global carbon stock, Global climate change and pedogenic
carbonates, in: Global climate change and pedogenic carbonates, edited by: Lal, R., Kimble, J., Stewart, B. A., and Eswaran, H., CRC Press, Boca Raton, Florida  15–25, 2000.</mixed-citation></ref>
      <ref id="bib1.bib35"><label>35</label><?label 1?><mixed-citation>Ewing, S., Macalady, J., Warren-Rhodes, K., McKay, C., and Amundson, R.:
Changes in the soil C cycle at the arid-hyperarid transition in the Atacama
Desert, J. Geophys. Res.-Biogeo., 113, G02S90, <ext-link xlink:href="https://doi.org/10.1029/2007JG000495" ext-link-type="DOI">10.1029/2007JG000495</ext-link>, 2008.</mixed-citation></ref>
      <ref id="bib1.bib36"><label>36</label><?label 1?><mixed-citation>Ewing, S. A., Sutter, B., Owen, J., Nishiizumi, K., Sharp, W., Cliff, S. S.,
Perry, K., Dietrich, W., McKay, C. P., and Amundson, R.: A threshold in soil
formation at Earth's arid–hyperarid transition, Geochim. Cosmochim.
Ac., 70, 5293–5322, 2006.</mixed-citation></ref>
      <ref id="bib1.bib37"><label>37</label><?label 1?><mixed-citation>
FAO, Food and Agriculture Organization: Status of the World's Soil Resources (SWSR)–Main Report, Food and
Agriculture Organization of the United Nations and Intergovernmental
Technical Panel on Soils, Rome, Italy, 648 pp., 2015.</mixed-citation></ref>
      <ref id="bib1.bib38"><label>38</label><?label 1?><mixed-citation>
Filipová, L., Hédl, R., and Covacevich, N.: Variability of soil
types in wetland meadows in the south of the Chilean Patagonia, Chil. J. Agr. Res., 70, 266–277, 2010.</mixed-citation></ref>
      <ref id="bib1.bib39"><label>39</label><?label 1?><mixed-citation>Finstad, K. M., Pfeiffer, M., McNicol, G., Tuite, M., Williford, K., and
Amundson, R.: A late Quaternary paleoenvironmental record in sand dunes of
the northern Atacama Desert, Chile, Quaternary Res., 90,
Volume 90, 127–138, <ext-link xlink:href="https://doi.org/10.1017/qua.2018.20" ext-link-type="DOI">10.1017/qua.2018.20</ext-link>, 2018.</mixed-citation></ref>
      <ref id="bib1.bib40"><label>40</label><?label 1?><mixed-citation>
Fuentes, I., Casanova, M., Seguel, O., Nájera, F., and Salazar, O.:
Morphophysical pedotransfer functions for groundwater pollution by nitrate
leaching in Central Chile, Chil. J. Agr. Res., 74,
340–348, 2014.</mixed-citation></ref>
      <ref id="bib1.bib41"><label>41</label><?label 1?><mixed-citation>Garreaud, R. D., Vuille, M., Compagnucci, R., and Marengo, J.: Present-day
south american climate, Palaeogeogr. Palaeocl.,
281, 180–195, 2009.</mixed-citation></ref>
      <ref id="bib1.bib42"><label>42</label><?label 1?><mixed-citation>Garrido, E. and Matus, F.: Are organo-mineral complexes and allophane
content determinant factors for the carbon level in Chilean volcanic soils?,
Catena, 92, 106–112, 2012.</mixed-citation></ref>
      <ref id="bib1.bib43"><label>43</label><?label 1?><mixed-citation>Gerding, V. and Thiers, O.: Caracterización de suelos bajo bosques de
Nothofagus betuloides (Mirb) Blume, en Tierra del Fuego, Chile,   Rev.
Chil. Hist. Nat., 75, 819–833, 2002.</mixed-citation></ref>
      <ref id="bib1.bib44"><label>44</label><?label 1?><mixed-citation>Hendriks, C., Stoorvogel, J., and Claessens, L.: Exploring the challenges
with soil data in regional land use analysis, Agr. Syst., 144,
9–21, 2016.</mixed-citation></ref>
      <ref id="bib1.bib45"><label>45</label><?label 1?><mixed-citation>Hengl, T., de Jesus, J. M., MacMillan, R. A., Batjes, N. H., Heuvelink, G.
B., Ribeiro, E., Samuel-Rosa, A., Kempen, B., Leenaars, J. G., Walsh, M. G.,
and Ruiperez Gonzalez, M.: SoilGrids1km – global soil information based on automated mapping,
PloS one, 9, e105992, <ext-link xlink:href="https://doi.org/10.1371/journal.pone.010599" ext-link-type="DOI">10.1371/journal.pone.010599</ext-link>, 2014.</mixed-citation></ref>
      <ref id="bib1.bib46"><label>46</label><?label 1?><mixed-citation>Hepp, C. and Stolpe, N.: Caracterización y Propiedades de los Suelos de
la Patagonia Occidental (Aysén), Coyhaique, Chile, 2014 (INIA Pub N 298),  161 pp., 2014.</mixed-citation></ref>
      <ref id="bib1.bib47"><label>47</label><?label 1?><mixed-citation>Holdgate, M.: Vegetation and soils in the south Chilean islands, J. Ecol., 49, 559–580, 1961.</mixed-citation></ref>
      <ref id="bib1.bib48"><label>48</label><?label 1?><mixed-citation>Jones, C., McConnell, C., Coleman, K., Cox, P., Falloon, P., Jenkinson, D.,
and Powlson, D.: Global climate change and soil carbon stocks; predictions
from two contrasting models for the turnover of organic carbon in soil,
Glob. Change Biol., 11, 154–166, 2005.</mixed-citation></ref>
      <ref id="bib1.bib49"><label>49</label><?label 1?><mixed-citation>Jones, P. G. and Thornton, P. K.: Representative soil profiles for the
Harmonized World Soil Database at different spatial resolutions for 25
agricultural modelling applications, Agr. Syst., 139, 93–99,
2015.</mixed-citation></ref>
      <ref id="bib1.bib50"><label>50</label><?label 1?><mixed-citation>Kirberg, D.: Estabilización de cárcavas con enmiendas orgánicas
en la Región de Coquimbo, Master Thesis, Universidad de Chile, Santiago, 82 pp., 2014.</mixed-citation></ref>
      <ref id="bib1.bib51"><label>51</label><?label 1?><mixed-citation>Kumar, S., Ghotekar, Y. S., and Dadhwal, V. K.: C-equivalent correction
factor for soil organic carbon inventory by wet oxidation, dry combustion
and loss on ignition methods in Himalayan region, J. Earth Syst.
Sci., 128, 62, <ext-link xlink:href="https://doi.org/10.1007/s12040-019-1086-9" ext-link-type="DOI">10.1007/s12040-019-1086-9</ext-link>, 2019.</mixed-citation></ref>
      <?pagebreak page467?><ref id="bib1.bib52"><label>52</label><?label 1?><mixed-citation>Loisel, J. and Yu, Z.: Holocene peatland carbon dynamics in Patagonia,
Quaternary Sci. Rev., 69, 125–141, 2013.</mixed-citation></ref>
      <ref id="bib1.bib53"><label>53</label><?label 1?><mixed-citation>Luebert, F. and Pliscoff, P.: Sinopsis bioclimática y vegetacional de
Chile, Editorial Universitaria, 2006.</mixed-citation></ref>
      <ref id="bib1.bib54"><label>54</label><?label 1?><mixed-citation>Luo, Y., Ahlström, A., Allison, S. D., Batjes, N. H., Brovkin, V.,
Carvalhais, N., Chappell, A., Ciais, P., Davidson, E. A., Finzi, A.,
Georgiou, K., Guenet, B., Hararuk, O., Harden, J. W., He, Y., Hopkins, F., Jiang, L., Koven, C., Jackson, R. B., Jones, C. D., Lara, M. J., Liang, J., McGuire, A. D., Parton, W., Peng, C., Randerson, J. T., Salazar, A., Sierra, C. A., Smith, M. J., Tian, H., Todd-Brown, K. E. O., Torn, M., van Groenigen, K. J., Wang, Y. P., West, T. O., Wei, Y., Wieder, W. R., Xia, J., Xu, X., Xu, X., and Zhou, T.:
Toward more realistic projections of soil carbon dynamics by Earth system
models, Global Biogeochem. Cy., 30, 40–56, 2016.</mixed-citation></ref>
      <ref id="bib1.bib55"><label>55</label><?label 1?><mixed-citation>Maire, V., Wright, I. J., Prentice, I. C., Batjes, N. H., Bhaskar, R., van
Bodegom, P. M., Cornwell, W. K., Ellsworth, D., Niinemets, Ü., Ordonez,
A., Reich, P. B., and Santiago, L. S.: Global effects of soil and climate on leaf photosynthetic traits
and rates, Global Ecol. Biogeogr., 24, 706–717, 2015.</mixed-citation></ref>
      <ref id="bib1.bib56"><label>56</label><?label 1?><mixed-citation>Martínez, I., Brunel, N., Seguel, O., Ovalle, C., and Acevedo, E.:
Eficiencia del uso del agua en una rotación avena (Avena sativa)–trigo
(Triticum aestivum) en un suelo Alfisol degradado, Tópicos en ciencias
agropecuarias, p. 60, 2017.</mixed-citation></ref>
      <ref id="bib1.bib57"><label>57</label><?label 1?><mixed-citation>McCulloch, R. D. and Davies, S. J.: Late-glacial and Holocene
palaeoenvironmental change in the central Strait of Magellan, southern
Patagonia, Palaeogeogr. Palaeocl., 173, 143–173,
2001.</mixed-citation></ref>
      <ref id="bib1.bib58"><label>58</label><?label 1?><mixed-citation>McKay, C. P., Friedmann, E. I., Gómez-Silva, B., Cáceres-Villanueva,
L., Andersen, D. T., and Landheim, R.: Temperature and moisture conditions
for life in the extreme arid region of the Atacama Desert: four years of
observations including the El Nino of 1997–1998, Astrobiology, 3, 393–406,
2003.</mixed-citation></ref>
      <ref id="bib1.bib59"><label>59</label><?label 1?><mixed-citation>Minasny, B., Berglund, Ö., Connolly, J., Hedley, C., de Vries, F.,
Gimona, A., Kempen, B., Kidd, D., Lilja, H., Malone, B.,
McBratney, A., Roudier, P., O'Rourke, S., Rudiyanto, Padarian, J., Poggio, L., ten Caten, A., Thompson, D., Tuve, C., Widyatmanti, W.: Digital
mapping of peatlands – A critical review, Earth-Sci. Rev., 196, 102870, <ext-link xlink:href="https://doi.org/10.1016/j.earscirev.2019.05.014" ext-link-type="DOI">10.1016/j.earscirev.2019.05.014</ext-link>, 2019.</mixed-citation></ref>
      <ref id="bib1.bib60"><label>60</label><?label 1?><mixed-citation>Mörchen, R., Lehndorff, E., Diaz, F. A., Moradi, G., Bol, R., Fuentes,
B., Klumpp, E., and Amelung, W.: Carbon accrual in the Atacama Desert,
Global   Planet. Change, 181, 102993, <ext-link xlink:href="https://doi.org/10.1016/j.gloplacha.2019.102993" ext-link-type="DOI">10.1016/j.gloplacha.2019.102993</ext-link>, 2019.</mixed-citation></ref>
      <ref id="bib1.bib61"><label>61</label><?label 1?><mixed-citation> Moreira-Muñoz, A.: Plant geography of Chile, vol. 5, Springer Science
&amp; Business Media, 2011.</mixed-citation></ref>
      <ref id="bib1.bib62"><label>62</label><?label 1?><mixed-citation>
Norambuena, P.: Caracterizacion y clasificacion de algunos suelos de la
provincia de Parinacota, I Region de Chile, Tesis Ingeniero Agronomo, Universidad de Chile, 2000, 30 pp., 2000.</mixed-citation></ref>
      <ref id="bib1.bib63"><label>63</label><?label 1?><mixed-citation>Omuto, C., Nachtergaele, F., and Rojas, R. V.: State of the Art Report on
Global and regional Soil Information: Where are we? Where to go?, Food and
Agriculture Organization of the United Nations Rome, 2013.</mixed-citation></ref>
      <ref id="bib1.bib64"><label>64</label><?label 1?><mixed-citation>Padarian, J., Pérez-Quezada, J., and Seguel, O.: Modelling the
distribution of organic carbon in the soils of Chile, in: Proceeding of the
fifth global workshop on digital soil mapping, Digital Soil assessments and
beyond, Sydney,  329–333, 2012.</mixed-citation></ref>
      <ref id="bib1.bib65"><label>65</label><?label 1?><mixed-citation>Padarian, J., Minasny, B., and McBratney, A.: Chile and the Chilean soil
grid: a contribution to GlobalSoilMap, Geoderma Regional, 9, 17–28, 2017.</mixed-citation></ref>
      <ref id="bib1.bib66"><label>66</label><?label 1?><mixed-citation>Panichini, M., Matus, F., Mora, M., Godoy, R., Bolan, N., Rumpel, C., and
Borie, F.: Carbon distribution in top-and subsoil horizons of two
contrasting Andisols under pasture or forest, Eur. J. Soil
Sci., 63, 616–624, 2012.</mixed-citation></ref>
      <ref id="bib1.bib67"><label>67</label><?label 1?><mixed-citation> Panichini, M., Neculman, R., Godoy, R., Arancibia-Miranda, N., and Matus,
F.: Understanding carbon storage in volcanic soils under selectively logged
temperate rainforests, Geoderma, 302, 76–88, 2017.</mixed-citation></ref>
      <ref id="bib1.bib68"><label>68</label><?label 1?><mixed-citation>Pfeiffer, M., Aburto, F., Le Roux, J. P., Kemnitz, H., Sedov, S.,
Solleiro-Rebolledo, E., and Seguel, O.: Development of a Pleistocene
calcrete over a sequence of marine terraces at Tongoy (north-central Chile)
and its paleoenvironmental implications, Catena, 97, 104–118, 2012.</mixed-citation></ref>
      <ref id="bib1.bib69"><label>69</label><?label 1?><mixed-citation>Pfeiffer, M., Latorre, C., Gayo, E., and Amundson, R.: Rare calcium
chloride–rich soil and implications for the existence of liquid water in
a hyperarid environment, Geology, 47, 163–166, <ext-link xlink:href="https://doi.org/10.1130/G45642.1" ext-link-type="DOI">10.1130/G45642.1</ext-link>, 2019a.</mixed-citation></ref>
      <ref id="bib1.bib70"><label>70</label><?label 1?><mixed-citation>Pfeiffer, M., Padarian, J., Osorio, R., Bustamante, N., Olmedo, G., Guevara,
M., Aburto, F., Antilen, M., Araya, E., Arellano, E., Barret, M., Barrera,
J., Boeckx, P., Briceño, M., Bunning, S., Cabrol, L., Casanova, M.,
Cornejo, Pablo, C. F., Curaqueo, G., Doetterl, S., Duran, P.,
Escudey, M., Espinoza, A., Francke, S., Fuentes, J. P., Fuentes, M.,
Gajardo, G., García, R., Gallaud, A., Galleguillos, M., Gomez, A.,
Hidalgo, M., Ivelic-Sáez, J., Mashalaba, L., Matus, F., Mora, M., Mora,
J., Muñoz, C., Norambuena, P., Olivera, C., Ovalle, C., Panichini,
M., Pauchard, A., Perez-Quezada, J., Radic, S., Ramirez, J., Riveras, N.,
Ruiz, G., Salazar, O., Salgado, I., Seguel, O., Sepúlveda, M., Sierra,
C., Tapia, Y., Toledo, B., Torrico, J. M., Valle, S., Vargas, R., Wolff, M.,
and Zagal, E.: CHLSOC: The Chilean Soil Organic Carbon database,
<ext-link xlink:href="https://doi.org/10.17605/OSF.IO/NMYS3" ext-link-type="DOI">10.17605/OSF.IO/NMYS3</ext-link>, 2019b.</mixed-citation></ref>
      <ref id="bib1.bib71"><label>71</label><?label 1?><mixed-citation>Pliscoff, P. and Fuentes-Castillo, T.: Representativeness of terrestrial
ecosystems in Chile's protected area system, Environ. Conserv., 38,
303–311, 2011.</mixed-citation></ref>
      <ref id="bib1.bib72"><label>72</label><?label 1?><mixed-citation>Quade, J., Rech, J. A., Latorre, C., Betancourt, J. L., Gleeson, E., and
Kalin, M. T.: Soils at the hyperarid margin: the isotopic composition of
soil carbonate from the Atacama Desert, Northern Chile, Geochim.
Cosmochim. Ac., 71, 3772–3795, 2007.</mixed-citation></ref>
      <ref id="bib1.bib73"><label>73</label><?label 1?><mixed-citation>Radic, S., Fernandez, A., Opazo, S., McAdam, J., and Ivelic, J.: Soil bulk
density from grasslands in the Magallanes Region, Chile, in: 10th
International Conference of Agrophysics, Book of Abstract, Lublin, Poland,
p. 105, 2013.</mixed-citation></ref>
      <ref id="bib1.bib74"><label>74</label><?label 1?><mixed-citation>Reyes Rojas, L. A., Adhikari, K., and Ventura, S. J.: Projecting Soil
Organic Carbon Distribution in Central Chile under Future Climate Scenarios,
J. Environ. Qual., 2018.</mixed-citation></ref>
      <ref id="bib1.bib75"><label>75</label><?label 1?><mixed-citation>Sadzawka, A., Carrasco, M., Grez, R., Mora, M., Flores, H., and Neaman, A.:
Métodos de análisis recomendados para los suelos chilenos,
Comisión de Normalización y Acreditación, Sociedad Chilena de la
Ciencia del Suelo, Santiago, Chile, p. 150, 2006.</mixed-citation></ref>
      <ref id="bib1.bib76"><label>76</label><?label 1?><mixed-citation>Sarmiento, J. L. and Gruber, N.: Sinks for anthropogenic carbon, Phys.
Today, 55, 30–36, 2002.</mixed-citation></ref>
      <ref id="bib1.bib77"><label>77</label><?label 1?><mixed-citation>Schuller, P., Bunzl, K., Voigt, G., Ellies, A., and Castillo, A.: Global
fallout <inline-formula><mml:math id="M27" display="inline"><mml:mrow class="chem"><mml:msup><mml:mi/><mml:mn mathvariant="normal">137</mml:mn></mml:msup><mml:mi mathvariant="normal">Cs</mml:mi></mml:mrow></mml:math></inline-formula> accumulation and vertical migration in selected soils from
South Patagonia, J. Environ. Radioactiv., 71, 43–60, 2004.</mixed-citation></ref>
      <ref id="bib1.bib78"><label>78</label><?label 1?><mixed-citation>Schulz, J. J., Cayuela, L., Echeverria, C., Salas, J., and Benayas, J. M. R.: Monitoring land cover change of the dryland forest landscape of Central
Chile (1975–2008), Appl. Geogr., 30, 436–447, 2010.</mixed-citation></ref>
      <?pagebreak page468?><ref id="bib1.bib79"><label>79</label><?label 1?><mixed-citation>
Seguel, O., Farías, E., Luzio, W., Casanova, M., Pino, I., Parada,
A., Videla, X., and Nario, A.: Physical properties of soil after change
of use from native forest to vineyard, Agro. Sur., 43, 29–39, 2015.</mixed-citation></ref>
      <ref id="bib1.bib80"><label>80</label><?label 1?><mixed-citation>Soto, L., Leiva, E., Montoya, F., Seguel, Ó., Delpiano, C., Becerra, P.,
Vasquez, I., Miranda, A., and Smith-Ramírez, C.: Effect of Acacia
caven (Mol.) on the physical properties of soil under grazing exclusions,
AgroCiencia, 31,
211–222, 2015.
 </mixed-citation></ref><?xmltex \hack{\newpage}?>
      <ref id="bib1.bib81"><label>81</label><?label 1?><mixed-citation>  Ziolkowski, L. A., Wierzchos, J., Davila, A. F., and Slater, G. F.:
Radiocarbon evidence of active endolithic microbial communities in the
hyperarid core of the Atacama Desert, Astrobiology, 13, 607–616, 2013.</mixed-citation></ref>

  </ref-list></back>
    <!--<article-title-html>CHLSOC: the Chilean Soil Organic Carbon database, a multi-institutional collaborative effort</article-title-html>
<abstract-html><p>A critical aspect of predicting soil organic carbon (SOC) concentrations is
the lack of available soil information; where information on soil
characteristics is available, it is usually focused on regions of high
agricultural interest. To date, in Chile, a large proportion of the SOC
data have been collected in areas of intensive agricultural or forestry use;
however, vast areas beyond these forms of land use have few or no soil data
available.</p><p>Here we present a new SOC database for the country, which is the result of
an unprecedented national effort under the framework of the Global Soil
Partnership. This partnership has helped build the largest database of SOC
to date in Chile, named the Chilean Soil Organic Carbon database (CHLSOC),
comprising 13&thinsp;612 data points compiled from numerous sources, including
unpublished and difficult-to-access data. The database will allow users to
fill spatial gaps where no SOC estimates were publicly available previously.
Presented values of SOC range from 6×10<sup>−5</sup>&thinsp;% to 83.3&thinsp;%,
reflecting the variety of ecosystems that exist in Chile.</p><p>The database has the potential to inform and test current models that predict
SOC stocks and dynamics at larger spatial scales, thus enabling benefits
from the richness of geochemical, topographic and climatic variability in
Chile.</p><p>The database is freely available to registered users at
<a href="https://doi.org/10.17605/OSF.IO/NMYS3" target="_blank">https://doi.org/10.17605/OSF.IO/NMYS3</a> (Pfeiffer et al., 2019b) under the
Creative Commons Attribution 4.0 International Public License.</p></abstract-html>
<ref-html id="bib1.bib1"><label>1</label><mixed-citation>
Armesto, J. J., Manuschevich, D., Mora, A., Smith-Ramirez, C., Rozzi, R.,
Abarzúa, A. M., and Marquet, P. A.: From the Holocene to the
Anthropocene: A historical framework for land cover change in southwestern
South America in the past 15,000 years, Land Use Policy, 27, 148–160, 2010.
</mixed-citation></ref-html>
<ref-html id="bib1.bib2"><label>2</label><mixed-citation>
Arora, V. K., Boer, G. J., Friedlingstein, P., Eby, M., Jones, C. D., Christian, J. R., Bonan, G., Bopp, L., Brovkin, V., Cadule, P., Hajima, T., Ilyina, T., Lindsay, K., Tjiputra, J. F., and Wu, T.:
Carbon–concentration and carbon–climate feedbacks in CMIP5 Earth system
models, J. Climate, 26, 5289–5314, 2013.
</mixed-citation></ref-html>
<ref-html id="bib1.bib3"><label>3</label><mixed-citation>
Arrouays, D., Grundy, M. G., Hartemink, A. E., Hempel, J. W., Heuvelink, G.
B., Hong, S. Y., Lagacherie, P., Lelyk, G., McBratney, A. B., McKenzie, N.
J., Mendonca-Santos, M. d. L., Minasny, B., Montanarella, L., Odeh, I. O. A., Sanchez, P. A., Thompson, J. A., and Zhang, G.-L.: GlobalSoilMap: Toward a fine-resolution global grid of soil
properties,   Adv. Agron.,  125,  93–134,  2014.
</mixed-citation></ref-html>
<ref-html id="bib1.bib4"><label>4</label><mixed-citation>Arroyo, M. T., Marquet, P., Marticorena, C., Simonetti, J., Cavieres, L.,
Squeo, F., Rozzi, R., and Massardo, F.: El hotspot chileno, prioridad
mundial para la conservación, Biodiversidad de Chile, patrimonio y
desafíos,   90–93, 2008.
</mixed-citation></ref-html>
<ref-html id="bib1.bib5"><label>5</label><mixed-citation>
Baritz, R., Erdogan, H., Fujii, K., Takata, Y., Nocita, M., Bussian, B.,
Batjes, N., Hempel, J., Wilson, P., and Vargas, R.: Harmonization of
methods, measurements and indicators for the sustainable management and
protection of soil resources, Food and Agriculture Organization (FAO) Annual Plenary Assembly, 2nd Plenary, Rome, Italy, 22–24 July, 2014.
</mixed-citation></ref-html>
<ref-html id="bib1.bib6"><label>6</label><mixed-citation>
Batjes, N. H., Ribeiro, E., van Oostrum, A., Leenaars, J., Hengl, T., and Mendes de Jesus, J.: WoSIS: providing standardised soil profile data for the world, Earth Syst. Sci. Data, 9, 1–14, https://doi.org/10.5194/essd-9-1-2017, 2017.
</mixed-citation></ref-html>
<ref-html id="bib1.bib7"><label>7</label><mixed-citation>
Bernhard, N., Moskwa, L.-M., Schmidt, K., Oeser, R. A., Aburto, F., Bader,
M. Y., Baumann, K., von Blanckenburg, F., Boy, J., van den Brink, L.,
Brucker, E., Büdel, B., Canessa, R., Dippold, M. A., Ehlers, T. A., Fuentes, J. P., Godoy, R., Jung, P., Karsten, U., Köster, M., Kuzyakov, Y., Leinweber, P., Neidhardt, H., Matus, F., Mueller, C. W., Oelmann, Y., Oses, R., Osses, P., Paulino, L., Samolov, E., Schaller, M., Schmid, M., Spielvogel, S., Spohn, M., Stock, S., Stroncik, N., Tielbörger, K., Übernickel, K., Scholten, T., Seguel, O., Wagner, D., and Kühn, P.: Pedogenic and microbial interrelations to regional climate and local
topography: New insights from a climate gradient (arid to humid) along the
Coastal Cordillera of Chile, Catena, 170, 335–355, 2018.
</mixed-citation></ref-html>
<ref-html id="bib1.bib8"><label>8</label><mixed-citation>Besoain, M., Peralta, P., and Massaro, M.: Mineralogy and origin of some
volcanic ash soils of continental Chiloé, Chile, Agr. Tec.,
60, 127–153, 2000.
</mixed-citation></ref-html>
<ref-html id="bib1.bib9"><label>9</label><mixed-citation>Biester, H., Martinez-Cortizas, A., Birkenstock, S., and Kilian, R.: Effect
of peat decomposition and mass loss on historic mercury records in peat bogs
from Patagonia, Environ. Sci. Technol., 37, 32–39, 2003.
</mixed-citation></ref-html>
<ref-html id="bib1.bib10"><label>10</label><mixed-citation>Bockheim, J. G. and Munroe, J. S.: Organic carbon pools and genesis of
alpine soils with permafrost: a review, Arct. Antarct. Alp. Res.,
46, 987–1006, 2014.
</mixed-citation></ref-html>
<ref-html id="bib1.bib11"><label>11</label><mixed-citation>
Chatterjee, A., Lal, R., Wielopolski, L., Martin, M. Z., and Ebinger, M. H.: Evaluation of different soil carbon determination methods, Crit. Rev. Plant Sci., 28, 164–178, 2009.
</mixed-citation></ref-html>
<ref-html id="bib1.bib12"><label>12</label><mixed-citation>CIREN: Estudio agrológico VI Región, Descripciones de Suelos,
Materiales y Símbolos, Actualización 1996 (Pub. CIREN N°&thinsp;114/1996), 1996a.
</mixed-citation></ref-html>
<ref-html id="bib1.bib13"><label>13</label><mixed-citation>CIREN: Estudio agrológico Región Metropolitana, Descripciones de
Suelos, Materiales y Símbolos, Actualización 1996 (Pub. CIREN
N°&thinsp;115/1996), 1996b.
</mixed-citation></ref-html>
<ref-html id="bib1.bib14"><label>14</label><mixed-citation>CIREN: Estudio agrológico V Región, Descripciones de Suelos,
Materiales y Símbolos, Actualización 1997 (Pub. CIREN N°&thinsp;116/1997), 1997a.
</mixed-citation></ref-html>
<ref-html id="bib1.bib15"><label>15</label><mixed-citation>CIREN: Estudio agrológico VII Región, Descripciones de Suelos,
Materiales y Símbolos, Actualización 1997 (Pub. CIREN N°&thinsp;117/1997), 1997b.
</mixed-citation></ref-html>
<ref-html id="bib1.bib16"><label>16</label><mixed-citation>CIREN: Estudio agrológico VIII Región, Descripciones de Suelos,
Materiales y Símbolos, Actualización 1997 (Pub. CIREN N°&thinsp;121/1999), 1999.
</mixed-citation></ref-html>
<ref-html id="bib1.bib17"><label>17</label><mixed-citation>CIREN: Estudio agrológico IX Región, Descripciones de Suelos,
Materiales y Símbolos. Actualización 2002 (Pub. CIREN N°&thinsp;122/2002), 2002.
</mixed-citation></ref-html>
<ref-html id="bib1.bib18"><label>18</label><mixed-citation>CIREN: Estudio agrológico X Región, Descripciones de Suelos,
Materiales y Símbolos, Actualización 2003 (Pub. CIREN N°&thinsp;123/2003), 2003.
</mixed-citation></ref-html>
<ref-html id="bib1.bib19"><label>19</label><mixed-citation>CIREN: Estudio agrológico IV Región, Descripciones de Suelos,
Materiales y Símbolos, Actualización 2005 (Pub. CIREN N°&thinsp;129/2005), 2005a.
</mixed-citation></ref-html>
<ref-html id="bib1.bib20"><label>20</label><mixed-citation>CIREN: Estudio agrológico XI Región, Descripciones de Suelos,
Materiales y Símbolos, Actualización 2005 (Pub. CIREN N°&thinsp;130/2005), 2005b.
</mixed-citation></ref-html>
<ref-html id="bib1.bib21"><label>21</label><mixed-citation>CIREN: Estudio agrológico III Región, Descripciones de Suelos,
Materiales y Símbolos, Actualización 2007 (Pub. CIREN N°&thinsp;135/2007), 2007.
</mixed-citation></ref-html>
<ref-html id="bib1.bib22"><label>22</label><mixed-citation>Corradini, F., Meza, F., and Calderón, R.: Trace element content in soil
after a sediment-laden flood in northern Chile, J. Soil.
Sediment., 17, 2500–2515, 2017.
</mixed-citation></ref-html>
<ref-html id="bib1.bib23"><label>23</label><mixed-citation>Corradini, F., González, N., Casado, F., Rojas, V., and van der Ploeg,
M.: Usefulness of an opportunistic data analysis approach to evaluate if
environmental regulations aim at relevant applications, Geoderma, 351, 261–269, <a href="https://doi.org/10.1016/j.geoderma.2019.05.007" target="_blank">https://doi.org/10.1016/j.geoderma.2019.05.007</a>, 2019.
</mixed-citation></ref-html>
<ref-html id="bib1.bib24"><label>24</label><mixed-citation>Curaqueo, G., Acevedo, E., Cornejo, P., Seguel, A., Rubio, R., and Borie,
F.: Tillage effect on soil organic matter, mycorrhizal hyphae and aggregates
in a mediterranean agroecosystem, Rev. Cienc. Suelo
Nutr., 10, 12–21, 2010.
</mixed-citation></ref-html>
<ref-html id="bib1.bib25"><label>25</label><mixed-citation>Curaqueo, G., Barea, J. M., Acevedo, E., Rubio, R., Cornejo, P., and Borie,
F.: Effects of different tillage system on arbuscular mycorrhizal fungal
propagules and physical properties in a Mediterranean agroecosystem in
central Chile, Soil   Till. Res., 113, 11–18, 2011.
</mixed-citation></ref-html>
<ref-html id="bib1.bib26"><label>26</label><mixed-citation>Curaqueo, G., Meier, S., Khan, N., Cea, M., and Navia, R.: Use of biochar on
two volcanic soils: effects on soil properties and barley yield, J.
Soil Sci. Plant Nut., 14, 911–924, 2014.
</mixed-citation></ref-html>
<ref-html id="bib1.bib27"><label>27</label><mixed-citation>
Dai, Y., Shangguan, W., Wei, N., Xin, Q., Yuan, H., Zhang, S., Liu, S., Lu, X., Wang, D., and Yan, F.: A review of the global soil property maps for Earth system models, SOIL, 5, 137–158, https://doi.org/10.5194/soil-5-137-2019, 2019.
</mixed-citation></ref-html>
<ref-html id="bib1.bib28"><label>28</label><mixed-citation>Davidson, E. A. and Janssens, I. A.: Temperature sensitivity of soil carbon
decomposition and feedbacks to climate change, Nature, 440, 165–173,  2006.
</mixed-citation></ref-html>
<ref-html id="bib1.bib29"><label>29</label><mixed-citation>Delatorre, J., Pinto, M., and Cardemil, L.: Effects of water stress and high
temperature on photosynthetic rates of two species of Prosopis, J.
Photochem. Photobio. B, 92, 67–76, 2008.
</mixed-citation></ref-html>
<ref-html id="bib1.bib30"><label>30</label><mixed-citation>
Doetterl, S., Stevens, A., Six, J., Merckx, R., Van Oost, K., Casanova, M.,
Casanova-Katny, A., Muñoz, C., Boudin, M., Zagal Venegas, E., and Boeckx, P.: Soil
carbon storage controlled by interactions between geochemistry and climate,
Nat. Geosci., 8, 780–783, 2015.
</mixed-citation></ref-html>
<ref-html id="bib1.bib31"><label>31</label><mixed-citation>
Duarte-Guardia, S., Peri, P. L., Amelung, W., Sheil, D., Laffan, S. W.,
Borchard, N., Bird, M. I., Dieleman, W., Pepper, D. A., Zutta, B.,
Jobbagy, E., Silva, L. C. R., Bonser, S. P., Berhongaray, G., Piñeiro, G., Martinez, M.-J., Cowie, A. L., and Ladd, B.:
Better estimates of soil carbon from geographical data: a revised global
approach, Mitigation and Adaptation Strategies for Global 30 Change,
1–18, 2018.
</mixed-citation></ref-html>
<ref-html id="bib1.bib32"><label>32</label><mixed-citation>Echeverría, C., Coomes, D., Salas, J., Rey-Benayas, J. M., Lara, A.,
and Newton, A.: Rapid deforestation and fragmentation of Chilean temperate
forests, Biol. Conserv., 130, 481–494, 2006.
</mixed-citation></ref-html>
<ref-html id="bib1.bib33"><label>33</label><mixed-citation>Ehleringer, J. R., Mooney, H. A., Rundel, P. W., Evans, R. D., Palma, B.,
and Delatorre, J.: Lack of nitrogen cycling in the Atacama Desert, Nature,
359, 316–318, 1992.
</mixed-citation></ref-html>
<ref-html id="bib1.bib34"><label>34</label><mixed-citation>
Eswaran, H.: Global carbon stock, Global climate change and pedogenic
carbonates, in: Global climate change and pedogenic carbonates, edited by: Lal, R., Kimble, J., Stewart, B. A., and Eswaran, H., CRC Press, Boca Raton, Florida  15–25, 2000.
</mixed-citation></ref-html>
<ref-html id="bib1.bib35"><label>35</label><mixed-citation>Ewing, S., Macalady, J., Warren-Rhodes, K., McKay, C., and Amundson, R.:
Changes in the soil C cycle at the arid-hyperarid transition in the Atacama
Desert, J. Geophys. Res.-Biogeo., 113, G02S90, <a href="https://doi.org/10.1029/2007JG000495" target="_blank">https://doi.org/10.1029/2007JG000495</a>, 2008.
</mixed-citation></ref-html>
<ref-html id="bib1.bib36"><label>36</label><mixed-citation>Ewing, S. A., Sutter, B., Owen, J., Nishiizumi, K., Sharp, W., Cliff, S. S.,
Perry, K., Dietrich, W., McKay, C. P., and Amundson, R.: A threshold in soil
formation at Earth's arid–hyperarid transition, Geochim. Cosmochim.
Ac., 70, 5293–5322, 2006.
</mixed-citation></ref-html>
<ref-html id="bib1.bib37"><label>37</label><mixed-citation>
FAO, Food and Agriculture Organization: Status of the World's Soil Resources (SWSR)–Main Report, Food and
Agriculture Organization of the United Nations and Intergovernmental
Technical Panel on Soils, Rome, Italy, 648 pp., 2015.
</mixed-citation></ref-html>
<ref-html id="bib1.bib38"><label>38</label><mixed-citation>
Filipová, L., Hédl, R., and Covacevich, N.: Variability of soil
types in wetland meadows in the south of the Chilean Patagonia, Chil. J. Agr. Res., 70, 266–277, 2010.
</mixed-citation></ref-html>
<ref-html id="bib1.bib39"><label>39</label><mixed-citation>
Finstad, K. M., Pfeiffer, M., McNicol, G., Tuite, M., Williford, K., and
Amundson, R.: A late Quaternary paleoenvironmental record in sand dunes of
the northern Atacama Desert, Chile, Quaternary Res., 90,
Volume 90, 127–138, <a href="https://doi.org/10.1017/qua.2018.20" target="_blank">https://doi.org/10.1017/qua.2018.20</a>, 2018.
</mixed-citation></ref-html>
<ref-html id="bib1.bib40"><label>40</label><mixed-citation>
Fuentes, I., Casanova, M., Seguel, O., Nájera, F., and Salazar, O.:
Morphophysical pedotransfer functions for groundwater pollution by nitrate
leaching in Central Chile, Chil. J. Agr. Res., 74,
340–348, 2014.
</mixed-citation></ref-html>
<ref-html id="bib1.bib41"><label>41</label><mixed-citation>Garreaud, R. D., Vuille, M., Compagnucci, R., and Marengo, J.: Present-day
south american climate, Palaeogeogr. Palaeocl.,
281, 180–195, 2009.
</mixed-citation></ref-html>
<ref-html id="bib1.bib42"><label>42</label><mixed-citation>Garrido, E. and Matus, F.: Are organo-mineral complexes and allophane
content determinant factors for the carbon level in Chilean volcanic soils?,
Catena, 92, 106–112, 2012.
</mixed-citation></ref-html>
<ref-html id="bib1.bib43"><label>43</label><mixed-citation>Gerding, V. and Thiers, O.: Caracterización de suelos bajo bosques de
Nothofagus betuloides (Mirb) Blume, en Tierra del Fuego, Chile,   Rev.
Chil. Hist. Nat., 75, 819–833, 2002.
</mixed-citation></ref-html>
<ref-html id="bib1.bib44"><label>44</label><mixed-citation>Hendriks, C., Stoorvogel, J., and Claessens, L.: Exploring the challenges
with soil data in regional land use analysis, Agr. Syst., 144,
9–21, 2016.
</mixed-citation></ref-html>
<ref-html id="bib1.bib45"><label>45</label><mixed-citation>Hengl, T., de Jesus, J. M., MacMillan, R. A., Batjes, N. H., Heuvelink, G.
B., Ribeiro, E., Samuel-Rosa, A., Kempen, B., Leenaars, J. G., Walsh, M. G.,
and Ruiperez Gonzalez, M.: SoilGrids1km – global soil information based on automated mapping,
PloS one, 9, e105992, <a href="https://doi.org/10.1371/journal.pone.010599" target="_blank">https://doi.org/10.1371/journal.pone.010599</a>, 2014.
</mixed-citation></ref-html>
<ref-html id="bib1.bib46"><label>46</label><mixed-citation>Hepp, C. and Stolpe, N.: Caracterización y Propiedades de los Suelos de
la Patagonia Occidental (Aysén), Coyhaique, Chile, 2014 (INIA Pub N 298),  161 pp., 2014.
</mixed-citation></ref-html>
<ref-html id="bib1.bib47"><label>47</label><mixed-citation>Holdgate, M.: Vegetation and soils in the south Chilean islands, J. Ecol., 49, 559–580, 1961.
</mixed-citation></ref-html>
<ref-html id="bib1.bib48"><label>48</label><mixed-citation>Jones, C., McConnell, C., Coleman, K., Cox, P., Falloon, P., Jenkinson, D.,
and Powlson, D.: Global climate change and soil carbon stocks; predictions
from two contrasting models for the turnover of organic carbon in soil,
Glob. Change Biol., 11, 154–166, 2005.
</mixed-citation></ref-html>
<ref-html id="bib1.bib49"><label>49</label><mixed-citation>Jones, P. G. and Thornton, P. K.: Representative soil profiles for the
Harmonized World Soil Database at different spatial resolutions for 25
agricultural modelling applications, Agr. Syst., 139, 93–99,
2015.
</mixed-citation></ref-html>
<ref-html id="bib1.bib50"><label>50</label><mixed-citation>Kirberg, D.: Estabilización de cárcavas con enmiendas orgánicas
en la Región de Coquimbo, Master Thesis, Universidad de Chile, Santiago, 82 pp., 2014.
</mixed-citation></ref-html>
<ref-html id="bib1.bib51"><label>51</label><mixed-citation>Kumar, S., Ghotekar, Y. S., and Dadhwal, V. K.: C-equivalent correction
factor for soil organic carbon inventory by wet oxidation, dry combustion
and loss on ignition methods in Himalayan region, J. Earth Syst.
Sci., 128, 62, <a href="https://doi.org/10.1007/s12040-019-1086-9" target="_blank">https://doi.org/10.1007/s12040-019-1086-9</a>, 2019.
</mixed-citation></ref-html>
<ref-html id="bib1.bib52"><label>52</label><mixed-citation>Loisel, J. and Yu, Z.: Holocene peatland carbon dynamics in Patagonia,
Quaternary Sci. Rev., 69, 125–141, 2013.
</mixed-citation></ref-html>
<ref-html id="bib1.bib53"><label>53</label><mixed-citation>Luebert, F. and Pliscoff, P.: Sinopsis bioclimática y vegetacional de
Chile, Editorial Universitaria, 2006.
</mixed-citation></ref-html>
<ref-html id="bib1.bib54"><label>54</label><mixed-citation>Luo, Y., Ahlström, A., Allison, S. D., Batjes, N. H., Brovkin, V.,
Carvalhais, N., Chappell, A., Ciais, P., Davidson, E. A., Finzi, A.,
Georgiou, K., Guenet, B., Hararuk, O., Harden, J. W., He, Y., Hopkins, F., Jiang, L., Koven, C., Jackson, R. B., Jones, C. D., Lara, M. J., Liang, J., McGuire, A. D., Parton, W., Peng, C., Randerson, J. T., Salazar, A., Sierra, C. A., Smith, M. J., Tian, H., Todd-Brown, K. E. O., Torn, M., van Groenigen, K. J., Wang, Y. P., West, T. O., Wei, Y., Wieder, W. R., Xia, J., Xu, X., Xu, X., and Zhou, T.:
Toward more realistic projections of soil carbon dynamics by Earth system
models, Global Biogeochem. Cy., 30, 40–56, 2016.
</mixed-citation></ref-html>
<ref-html id="bib1.bib55"><label>55</label><mixed-citation>Maire, V., Wright, I. J., Prentice, I. C., Batjes, N. H., Bhaskar, R., van
Bodegom, P. M., Cornwell, W. K., Ellsworth, D., Niinemets, Ü., Ordonez,
A., Reich, P. B., and Santiago, L. S.: Global effects of soil and climate on leaf photosynthetic traits
and rates, Global Ecol. Biogeogr., 24, 706–717, 2015.
</mixed-citation></ref-html>
<ref-html id="bib1.bib56"><label>56</label><mixed-citation>Martínez, I., Brunel, N., Seguel, O., Ovalle, C., and Acevedo, E.:
Eficiencia del uso del agua en una rotación avena (Avena sativa)–trigo
(Triticum aestivum) en un suelo Alfisol degradado, Tópicos en ciencias
agropecuarias, p. 60, 2017.
</mixed-citation></ref-html>
<ref-html id="bib1.bib57"><label>57</label><mixed-citation>McCulloch, R. D. and Davies, S. J.: Late-glacial and Holocene
palaeoenvironmental change in the central Strait of Magellan, southern
Patagonia, Palaeogeogr. Palaeocl., 173, 143–173,
2001.
</mixed-citation></ref-html>
<ref-html id="bib1.bib58"><label>58</label><mixed-citation>McKay, C. P., Friedmann, E. I., Gómez-Silva, B., Cáceres-Villanueva,
L., Andersen, D. T., and Landheim, R.: Temperature and moisture conditions
for life in the extreme arid region of the Atacama Desert: four years of
observations including the El Nino of 1997–1998, Astrobiology, 3, 393–406,
2003.
</mixed-citation></ref-html>
<ref-html id="bib1.bib59"><label>59</label><mixed-citation>
Minasny, B., Berglund, Ö., Connolly, J., Hedley, C., de Vries, F.,
Gimona, A., Kempen, B., Kidd, D., Lilja, H., Malone, B.,
McBratney, A., Roudier, P., O'Rourke, S., Rudiyanto, Padarian, J., Poggio, L., ten Caten, A., Thompson, D., Tuve, C., Widyatmanti, W.: Digital
mapping of peatlands – A critical review, Earth-Sci. Rev., 196, 102870, <a href="https://doi.org/10.1016/j.earscirev.2019.05.014" target="_blank">https://doi.org/10.1016/j.earscirev.2019.05.014</a>, 2019.
</mixed-citation></ref-html>
<ref-html id="bib1.bib60"><label>60</label><mixed-citation>Mörchen, R., Lehndorff, E., Diaz, F. A., Moradi, G., Bol, R., Fuentes,
B., Klumpp, E., and Amelung, W.: Carbon accrual in the Atacama Desert,
Global   Planet. Change, 181, 102993, <a href="https://doi.org/10.1016/j.gloplacha.2019.102993" target="_blank">https://doi.org/10.1016/j.gloplacha.2019.102993</a>, 2019.
</mixed-citation></ref-html>
<ref-html id="bib1.bib61"><label>61</label><mixed-citation> Moreira-Muñoz, A.: Plant geography of Chile, vol. 5, Springer Science
&amp; Business Media, 2011.
</mixed-citation></ref-html>
<ref-html id="bib1.bib62"><label>62</label><mixed-citation>
Norambuena, P.: Caracterizacion y clasificacion de algunos suelos de la
provincia de Parinacota, I Region de Chile, Tesis Ingeniero Agronomo, Universidad de Chile, 2000, 30 pp., 2000.
</mixed-citation></ref-html>
<ref-html id="bib1.bib63"><label>63</label><mixed-citation>Omuto, C., Nachtergaele, F., and Rojas, R. V.: State of the Art Report on
Global and regional Soil Information: Where are we? Where to go?, Food and
Agriculture Organization of the United Nations Rome, 2013.
</mixed-citation></ref-html>
<ref-html id="bib1.bib64"><label>64</label><mixed-citation>Padarian, J., Pérez-Quezada, J., and Seguel, O.: Modelling the
distribution of organic carbon in the soils of Chile, in: Proceeding of the
fifth global workshop on digital soil mapping, Digital Soil assessments and
beyond, Sydney,  329–333, 2012.
</mixed-citation></ref-html>
<ref-html id="bib1.bib65"><label>65</label><mixed-citation>Padarian, J., Minasny, B., and McBratney, A.: Chile and the Chilean soil
grid: a contribution to GlobalSoilMap, Geoderma Regional, 9, 17–28, 2017.
</mixed-citation></ref-html>
<ref-html id="bib1.bib66"><label>66</label><mixed-citation>Panichini, M., Matus, F., Mora, M., Godoy, R., Bolan, N., Rumpel, C., and
Borie, F.: Carbon distribution in top-and subsoil horizons of two
contrasting Andisols under pasture or forest, Eur. J. Soil
Sci., 63, 616–624, 2012.
</mixed-citation></ref-html>
<ref-html id="bib1.bib67"><label>67</label><mixed-citation> Panichini, M., Neculman, R., Godoy, R., Arancibia-Miranda, N., and Matus,
F.: Understanding carbon storage in volcanic soils under selectively logged
temperate rainforests, Geoderma, 302, 76–88, 2017.
</mixed-citation></ref-html>
<ref-html id="bib1.bib68"><label>68</label><mixed-citation>Pfeiffer, M., Aburto, F., Le Roux, J. P., Kemnitz, H., Sedov, S.,
Solleiro-Rebolledo, E., and Seguel, O.: Development of a Pleistocene
calcrete over a sequence of marine terraces at Tongoy (north-central Chile)
and its paleoenvironmental implications, Catena, 97, 104–118, 2012.
</mixed-citation></ref-html>
<ref-html id="bib1.bib69"><label>69</label><mixed-citation>Pfeiffer, M., Latorre, C., Gayo, E., and Amundson, R.: Rare calcium
chloride–rich soil and implications for the existence of liquid water in
a hyperarid environment, Geology, 47, 163–166, <a href="https://doi.org/10.1130/G45642.1" target="_blank">https://doi.org/10.1130/G45642.1</a>, 2019a.
</mixed-citation></ref-html>
<ref-html id="bib1.bib70"><label>70</label><mixed-citation>Pfeiffer, M., Padarian, J., Osorio, R., Bustamante, N., Olmedo, G., Guevara,
M., Aburto, F., Antilen, M., Araya, E., Arellano, E., Barret, M., Barrera,
J., Boeckx, P., Briceño, M., Bunning, S., Cabrol, L., Casanova, M.,
Cornejo, Pablo, C. F., Curaqueo, G., Doetterl, S., Duran, P.,
Escudey, M., Espinoza, A., Francke, S., Fuentes, J. P., Fuentes, M.,
Gajardo, G., García, R., Gallaud, A., Galleguillos, M., Gomez, A.,
Hidalgo, M., Ivelic-Sáez, J., Mashalaba, L., Matus, F., Mora, M., Mora,
J., Muñoz, C., Norambuena, P., Olivera, C., Ovalle, C., Panichini,
M., Pauchard, A., Perez-Quezada, J., Radic, S., Ramirez, J., Riveras, N.,
Ruiz, G., Salazar, O., Salgado, I., Seguel, O., Sepúlveda, M., Sierra,
C., Tapia, Y., Toledo, B., Torrico, J. M., Valle, S., Vargas, R., Wolff, M.,
and Zagal, E.: CHLSOC: The Chilean Soil Organic Carbon database,
<a href="https://doi.org/10.17605/OSF.IO/NMYS3" target="_blank">https://doi.org/10.17605/OSF.IO/NMYS3</a>, 2019b.
</mixed-citation></ref-html>
<ref-html id="bib1.bib71"><label>71</label><mixed-citation>Pliscoff, P. and Fuentes-Castillo, T.: Representativeness of terrestrial
ecosystems in Chile's protected area system, Environ. Conserv., 38,
303–311, 2011.
</mixed-citation></ref-html>
<ref-html id="bib1.bib72"><label>72</label><mixed-citation>Quade, J., Rech, J. A., Latorre, C., Betancourt, J. L., Gleeson, E., and
Kalin, M. T.: Soils at the hyperarid margin: the isotopic composition of
soil carbonate from the Atacama Desert, Northern Chile, Geochim.
Cosmochim. Ac., 71, 3772–3795, 2007.
</mixed-citation></ref-html>
<ref-html id="bib1.bib73"><label>73</label><mixed-citation>Radic, S., Fernandez, A., Opazo, S., McAdam, J., and Ivelic, J.: Soil bulk
density from grasslands in the Magallanes Region, Chile, in: 10th
International Conference of Agrophysics, Book of Abstract, Lublin, Poland,
p. 105, 2013.
</mixed-citation></ref-html>
<ref-html id="bib1.bib74"><label>74</label><mixed-citation>Reyes Rojas, L. A., Adhikari, K., and Ventura, S. J.: Projecting Soil
Organic Carbon Distribution in Central Chile under Future Climate Scenarios,
J. Environ. Qual., 2018.
</mixed-citation></ref-html>
<ref-html id="bib1.bib75"><label>75</label><mixed-citation>Sadzawka, A., Carrasco, M., Grez, R., Mora, M., Flores, H., and Neaman, A.:
Métodos de análisis recomendados para los suelos chilenos,
Comisión de Normalización y Acreditación, Sociedad Chilena de la
Ciencia del Suelo, Santiago, Chile, p. 150, 2006.
</mixed-citation></ref-html>
<ref-html id="bib1.bib76"><label>76</label><mixed-citation>Sarmiento, J. L. and Gruber, N.: Sinks for anthropogenic carbon, Phys.
Today, 55, 30–36, 2002.
</mixed-citation></ref-html>
<ref-html id="bib1.bib77"><label>77</label><mixed-citation>Schuller, P., Bunzl, K., Voigt, G., Ellies, A., and Castillo, A.: Global
fallout <sup>137</sup>Cs accumulation and vertical migration in selected soils from
South Patagonia, J. Environ. Radioactiv., 71, 43–60, 2004.
</mixed-citation></ref-html>
<ref-html id="bib1.bib78"><label>78</label><mixed-citation>Schulz, J. J., Cayuela, L., Echeverria, C., Salas, J., and Benayas, J. M. R.: Monitoring land cover change of the dryland forest landscape of Central
Chile (1975–2008), Appl. Geogr., 30, 436–447, 2010.
</mixed-citation></ref-html>
<ref-html id="bib1.bib79"><label>79</label><mixed-citation>
Seguel, O., Farías, E., Luzio, W., Casanova, M., Pino, I., Parada,
A., Videla, X., and Nario, A.: Physical properties of soil after change
of use from native forest to vineyard, Agro. Sur., 43, 29–39, 2015.
</mixed-citation></ref-html>
<ref-html id="bib1.bib80"><label>80</label><mixed-citation>Soto, L., Leiva, E., Montoya, F., Seguel, Ó., Delpiano, C., Becerra, P.,
Vasquez, I., Miranda, A., and Smith-Ramírez, C.: Effect of Acacia
caven (Mol.) on the physical properties of soil under grazing exclusions,
AgroCiencia, 31,
211–222, 2015.

</mixed-citation></ref-html>
<ref-html id="bib1.bib81"><label>81</label><mixed-citation>  Ziolkowski, L. A., Wierzchos, J., Davila, A. F., and Slater, G. F.:
Radiocarbon evidence of active endolithic microbial communities in the
hyperarid core of the Atacama Desert, Astrobiology, 13, 607–616, 2013.
</mixed-citation></ref-html>--></article>
