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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Span. J. Soil Sci.</journal-id>
<journal-title>Spanish Journal of Soil Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Span. J. Soil Sci.</abbrev-journal-title>
<issn pub-type="epub">2253-6574</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">11488</article-id>
<article-id pub-id-type="doi">10.3389/sjss.2023.11488</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Science archive</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Soil Burn Severities Evaluation Using Micromorphology and Morphometry Traits After a Prescribed Burn in a Managed Forest</article-title>
<alt-title alt-title-type="left-running-head">Moreno-Roso et al.</alt-title>
<alt-title alt-title-type="right-running-head">Soil Burn Severity Micro-Scale Analyses</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Moreno-Roso</surname>
<given-names>S.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2282349/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ch&#xe1;vez-Vergara</surname>
<given-names>B.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Solleiro-Rebolledo</surname>
<given-names>E.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1718940/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Quintero-Gradilla</surname>
<given-names>S.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Merino</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/606080/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ruiz-Rojas</surname>
<given-names>M.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2434321/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Posgrado en Ciencias de la Tierra</institution>, <institution>Universidad Nacional Aut&#xf3;noma de M&#xe9;xico</institution>, <addr-line>Ciudad de M&#xe9;xico</addr-line>, <country>M&#xe9;xico</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Instituto de Geolog&#xed;a</institution>, <institution>Departamento de Ciencias Ambientales y del Suelo</institution>, <institution>Universidad Nacional Aut&#xf3;noma de M&#xe9;xico</institution>, <addr-line>Ciudad de M&#xe9;xico</addr-line>, <country>M&#xe9;xico</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Laboratorio Nacional de Geoqu&#xed;mica y Mineralog&#xed;a</institution>, <addr-line>Ciudad de M&#xe9;xico</addr-line>, <country>M&#xe9;xico</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Departamento de Ecolog&#xed;a y Recursos Naturales del Centro Universitario de la Costa Sur</institution>, <institution>Universidad de Guadalajara</institution>, <addr-line>Guadalajara</addr-line>, <addr-line>Jalisco</addr-line>, <country>M&#xe9;xico</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Departamento de Edafolog&#xed;a y Qu&#xed;mica Agr&#xed;cola</institution>, <institution>Escuela Polit&#xe9;cnica Superior de Ingenier&#xed;a</institution>, <institution>Universidad de Santiago de Compostela</institution>, <addr-line>Lugo</addr-line>, <country>Spain</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1235713/overview">Irene Ortiz-Bernad</ext-link>, University of Granada, Spain</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: S. Moreno-Roso, <email>soldjmoreno@gmail.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>11</day>
<month>10</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>13</volume>
<elocation-id>11488</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>04</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>09</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Moreno-Roso, Ch&#xe1;vez-Vergara, Solleiro-Rebolledo, Quintero-Gradilla, Merino and Ruiz-Rojas.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Moreno-Roso, Ch&#xe1;vez-Vergara, Solleiro-Rebolledo, Quintero-Gradilla, Merino and Ruiz-Rojas</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Prescribed burn is a tool that must imply low soil burn severity (SBS) levels; however, a wide range of soil impacts have been demonstrated because of the influence of very variable factors. The effects on biological, physical, and chemical soil properties are well reported in numerous studies; nonetheless, there are still questions about the effect of prescribed burns on soils at the micro-scale. As a result, an analysis of the link between micromorphological features and SBS does not currently exist. Thus, the main aim of the present study is to perform a micro-scale evaluation for complementing the SBS visual examination after prescribed burning in a managed pine forest in western Mexico. Morphometry and micromorphology analyses of mineral soil revealed that at low SBS levels, only the soil structure in the first centimeter is affected by prescribed burns. While at high SBS, the prescribed burn affected the first 2&#xa0;cm, showing soil structure disturbance, ash filling porous, and soil aggregates getting reddish. Therefore, immediate actions have to be made by land managers after applying prescribed burns before the first rain to prevent post-fire surface soil erosion, particularly in bare soil patches where the burned aggregates are more susceptible to rain splash and runoff.</p>
</abstract>
<kwd-group>
<kwd>prescribed burn</kwd>
<kwd>fire</kwd>
<kwd>soil burn severity</kwd>
<kwd>micromorphology</kwd>
<kwd>morphometry</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>The impacts of prescribed burns on soils are spatially variable due to the high heterogeneity of the environmental conditions (<xref ref-type="bibr" rid="B36">Hubbert et al., 2006</xref>; <xref ref-type="bibr" rid="B33">Girona-Garc&#xed;a et al., 2019</xref>). Although prescribed burns imply the application of low-intensity fire (<xref ref-type="bibr" rid="B80">Fernandes et al., 2013</xref>), different intensities and severities have been reported (<xref ref-type="bibr" rid="B4">Alca&#xf1;iz et al., 2018</xref>). Therefore, their effects on soil properties can be very variable depending on the fire and vegetation type, the previous soil conditions, and their correct execution (<xref ref-type="bibr" rid="B66">Scharenbroch et al., 2012</xref>; <xref ref-type="bibr" rid="B11">Bad&#xed;a et al., 2017</xref>; <xref ref-type="bibr" rid="B4">Alca&#xf1;iz et al., 2018</xref>; <xref ref-type="bibr" rid="B33">Girona-Garc&#xed;a et al., 2019</xref>). Additionally, the sampling method is another factor that can also influence the variations of soil fire impacts, such as the time elapsed after the fire, the mixture of charred O and Ah horizons, and even the depth of soil sampling with a dilution effect (<xref ref-type="bibr" rid="B8">Armas-Herrera et al., 2016</xref>; <xref ref-type="bibr" rid="B44">Lucas-Borja et al., 2019</xref>; <xref ref-type="bibr" rid="B57">Pereira et al., 2023</xref>). The variability of all these factors for each intervened area can produce distinctive soil impacts, resulting in patches with different soil burn severity levels (<xref ref-type="bibr" rid="B36">Hubbert et al., 2006</xref>; <xref ref-type="bibr" rid="B4">Alca&#xf1;iz et al., 2018</xref>).</p>
<p>The degree of soil burn severity determines the modification of biological, chemical, and physical soil properties (<xref ref-type="bibr" rid="B64">Sant&#xed;n and Doerr, 2016</xref>). The effect of heating on soil properties such as pH, total organic carbon (TOC), total nitrogen (TN), and total phosphorous (TP) have been extensively studied (<xref ref-type="bibr" rid="B4">Alca&#xf1;iz et al., 2018</xref>; <xref ref-type="bibr" rid="B30">Garc&#xed;a-Oliva et al., 2018</xref>; <xref ref-type="bibr" rid="B52">Merino et al., 2019</xref>). It is accepted that pH values, TOC, and TP contents increase after a low-severity prescribed burn (<xref ref-type="bibr" rid="B73">Ulery et al., 1993</xref>; <xref ref-type="bibr" rid="B9">Arocena and Opio, 2003</xref>; <xref ref-type="bibr" rid="B72">&#xda;beda et al., 2005</xref>; <xref ref-type="bibr" rid="B1">Afif and Oliveira, 2006</xref>; <xref ref-type="bibr" rid="B66">Scharenbroch et al., 2012</xref>), however, there is an unclear pattern in the case of TN (<xref ref-type="bibr" rid="B4">Alca&#xf1;iz et al., 2018</xref>). After the fire, changes in soil physical properties such as aggregates stability, bulk density, and moisture have been described (<xref ref-type="bibr" rid="B55">Neary et al., 1999</xref>; <xref ref-type="bibr" rid="B26">Debano, 2000</xref>; <xref ref-type="bibr" rid="B48">Mataix-Solera et al., 2011</xref>; <xref ref-type="bibr" rid="B11">Bad&#xed;a et al., 2017</xref>). Some authors reported a decrease in soil structure stability because high temperatures disrupted aggregates cement, generating cracks and the disaggregation of soil peds (<xref ref-type="bibr" rid="B13">Bad&#xed;a and Mart&#xed;, 2003a</xref>; <xref ref-type="bibr" rid="B9">Arocena and Opio, 2003</xref>; <xref ref-type="bibr" rid="B21">Chief et al., 2012</xref>) related to TOC losses and changes in clays or Fe contents (<xref ref-type="bibr" rid="B49">Mataix-Solera and Doerr, 2004</xref>; <xref ref-type="bibr" rid="B48">Mataix-Solera et al., 2011</xref>). Regarding bulk density, there are also controversial results because after a prescribed burn, it can increase (<xref ref-type="bibr" rid="B36">Hubbert et al., 2006</xref>), decrease (<xref ref-type="bibr" rid="B21">Chief et al., 2012</xref>), or remain unchangeable (<xref ref-type="bibr" rid="B59">Phillips et al., 2000</xref>). These discrepancies are likely due to the different soil burn severity (SBS). Likewise, soil moisture behavior can vary according to the soil moisture conditions and the prescribed burn type (<xref ref-type="bibr" rid="B33">Girona-Garc&#xed;a et al., 2019</xref>). Even depending on the previous soil moisture conditions, this property can protect the soil against the effects of fire (<xref ref-type="bibr" rid="B11">Bad&#xed;a et al., 2017</xref>). Soil moisture can have insignificant changes following a prescribed fire (<xref ref-type="bibr" rid="B39">Iverson and Hutchinson, 2002</xref>), and under laboratory conditions, soil moisture content can decrease dramatically in the first centimeters of soil depth (<xref ref-type="bibr" rid="B11">Bad&#xed;a et al., 2017</xref>).</p>
<p>For evaluating the impacts of burn areas, a classification index has been proposed to estimate the SBS with a five levels scale based on soil organic layer characteristics and mineral soil surface morphology (<xref ref-type="bibr" rid="B63">Ryan and Noste, 1985</xref>; <xref ref-type="bibr" rid="B75">Vega et al., 2013</xref>). This index is closely related to soil physico-chemical changes from unburned to high burn severity (<xref ref-type="bibr" rid="B75">Vega et al., 2013</xref>; <xref ref-type="bibr" rid="B51">Merino et al., 2018</xref>). For prescribed burns, this tool must imply low SBS levels (<xref ref-type="bibr" rid="B66">Scharenbroch et al., 2012</xref>) corresponding to levels without visible surface soil impact but with charred forest floor (<xref ref-type="bibr" rid="B75">Vega et al., 2013</xref>). Although the important contribution of the SBS index, there are still questions about the changes at micro-scale that are not visible to the naked eye, underestimating the fire effect on the soil. Micromorphology is a valuable technique to detect the combustion features (e.g., charcoal, charred plant material, ashes, and reddened aggregates) in soils and sediments, commonly used in archaeological contexts (<xref ref-type="bibr" rid="B6">Alperson-Afil, 2012</xref>; <xref ref-type="bibr" rid="B14">Berna et al., 2012</xref>; <xref ref-type="bibr" rid="B46">Mallol et al., 2017</xref>), making possible to interpret the fire history in a specific place. In the case of prescribed burns, micromorphology has already been used in soils of Australia, United States, and Spain (<xref ref-type="bibr" rid="B34">Greene et al., 1990</xref>; <xref ref-type="bibr" rid="B59">Phillips et al., 2000</xref>; <xref ref-type="bibr" rid="B10">Bad&#xed;a et al., 2020</xref>). Particularly, <xref ref-type="bibr" rid="B10">Bad&#xed;a et al. (2020)</xref> observed the formation of coatings of fine sand-size particles mixed with charcoal fragments present in the soil surface and infill pores. However, no studies still associate the micromorphological characteristics of burn soils with different levels of SBS.</p>
<p>In this study, we applied micromorphological and morphometric analyses to complement the information from the field visual examination and soil physico-chemical properties changes after a prescribed burn where different SBS levels occurred. Micromorphology and morphometry are novelty analyses that support the interpretations of the level of affection caused by the fire that can help in the future management of the forest and the understanding of post-fire soil processes.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and Methods</title>
<sec id="s2-1">
<title>Study Area</title>
<p>The study was conducted in a managed pine forest in Ahuacap&#xe1;n Ejido (19&#xb0; 36&#x2032;&#x2013;19&#xb0; 41&#x2032; N and 104&#xb0; 16&#x2032;&#x2013;104&#xb0; 21&#x2032; W) of Autl&#xe1;n de Navarro, Jalisco, Mexico (<xref ref-type="fig" rid="F1">Figure 1</xref>). This area is located within the upper zone of the Sierra de Manantl&#xe1;n Biosphere Reserve, at 1,900&#xa0;m a.s.l., where the climate is temperate sub-humid Ca (w2) (w) (e) (g) (<xref ref-type="bibr" rid="B47">Mart&#xed;nez et al., 1991</xref>). The mean annual temperature, precipitation, and humidity, from 2011 to 2020, are 15.7&#xb0;C &#xb1; 0.17&#xb0;C, 1,771 &#xb1; 173&#xa0;mm, and 80.7% &#xb1; 20.8%, respectively (<xref ref-type="bibr" rid="B78">Zuloaga-Aguilar, 2021</xref>). The soils are classified as Distric Cambisols, developed on Tertiary (Paleocene-Oligocene) intermediate extrusive igneous rocks (<xref ref-type="bibr" rid="B40">Jardel and Moreno, 2000</xref>). The forest vegetation is dominated by <italic>Pinus douglasiana</italic> under silvicultural practices, together with <italic>Arbutus xalapensis</italic>, <italic>Fraxinus uhdei</italic>, and <italic>Carpinus tropicalis</italic> in the underground (<xref ref-type="bibr" rid="B40">Jardel and Moreno, 2000</xref>). Because of human pressure and climatic conditions, this forest is considered a fire-prone ecosystem, subjected to moderate and low-intensity fires every 4.2&#x2013;7.3&#xa0;years (<xref ref-type="bibr" rid="B62">Rubio, 2007</xref>; <xref ref-type="bibr" rid="B19">Cerano-Paredes et al., 2015</xref>). Therefore, previous fires might mask part of the results of the present analysis.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Study area <bold>(A)</bold> location in the SW of Jalisco state, Mexico. <bold>(B)</bold> The prescribed burn area (7.3&#xa0;ha) and the sampling design. The sampling was made in the same transect before and after the prescribed burn. Green names correspond to the unburned samples and red names to the burned samples.</p>
</caption>
<graphic xlink:href="sjss-13-11488-g001.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>Prescribed Burn Event Characteristics</title>
<p>The prescribed burning event was carried out on 21 March 2017, to reduce hazardous fuels and improve pine forest regeneration. Forests firefighters of the National Forestry Commission (CONAFOR), in conjunction with a local forest brigade of the Ahuacap&#xe1;n Ejido, conducted the burning supervised by fire management specialists from the University of Guadalajara (DERN-IMECBIO) and from the Sierra de Manantl&#xe1;n Biosphere Reserve.</p>
<p>The size of the burned area was 7.3&#xa0;ha (<xref ref-type="fig" rid="F1">Figure 1</xref>). The weather conditions were a relative humidity of 38%&#x2013;76%, a temperature of 19&#xb0;C&#x2013;22&#xb0;C, and a monthly accumulated precipitation of 3.81&#xa0;mm from 1 to 21 March. The prescribed burning had a duration of 10&#xa0;h, with the following observed characteristics: a flame height of 1.01&#x2013;3.27&#xa0;m; a rate of spread between 1.4&#x2013;2.5&#xa0;m&#xa0;min<sup>&#x2212;1</sup>; flame temperature between 439&#xb0;C and 593&#xb0;C; and total vertical consumption of 9&#xa0;cm of fuel (81% of the pre-burn material, see <xref ref-type="fig" rid="F2">Figure 2</xref>) (<xref ref-type="bibr" rid="B58">P&#xe9;rez-Salicrup, 2018</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A)</bold> The prescribed burn event. <bold>(B)</bold> Features of the burned site the next day. Photos by Faviola Castillo.</p>
</caption>
<graphic xlink:href="sjss-13-11488-g002.tif"/>
</fig>
</sec>
<sec id="s2-3">
<title>Soil Sampling Design and Soil Burn Severity (SBS) Assessment</title>
<p>A transect randomly oriented from SE to NW 175&#xa0;m long (<xref ref-type="fig" rid="F1">Figure 1B</xref>) was established within the burned area. Before and after the prescribed burn, a sampling area of 1&#xa0;m<sup>2</sup> every 25&#xa0;m was delimited. After the fire event, on 22 March 2017, in the center of each square, the soil burn severity (SBS) was evaluated by a visual estimation using a 30&#xa0;cm &#xd7; 30&#xa0;cm sampling metallic frame, following the procedure described by <xref ref-type="bibr" rid="B63">Ryan and Noste. (1985)</xref> modified by <xref ref-type="bibr" rid="B75">Vega et al. (2013)</xref>. This SBS index considered the condition of the remaining soil organic layer, whether it was unburned, partially or wholly charred, or if it was completely consumed remaining only ash. Also, this post-fire assessment considered the visual characteristics of the mineral soil: if this was undisturbed, if the soil structure and the soil organic matter (SOM) were affected, and if there were soil color changes. Then, with these descriptions, a value from 0 to 5 was assigned for defining the SBS level in each sampling point, according to <xref ref-type="bibr" rid="B75">Vega et al. (2013)</xref> classification.</p>
<p>Before and after the fire, three types of samples were collected inside the 1&#xa0;m<sup>2</sup> area from the first 5&#xa0;cm of the mineral soil at each sampling point: 1) five samples integrated into one bulk sample for chemical analyses, stored in a plastic bag, 2) one unaltered sample was taken with a 118.8&#xa0;cm<sup>3</sup> cylindrical steel core (5&#xa0;cm depth), which was used for bulk density and moisture determinations, and 3) one unaltered sample was taken, from the organic layer and the upper 5&#xa0;cm of the mineral soil, for micromorphological and morphometric analyses using cylindrical PVC cores.</p>
</sec>
<sec id="s2-4">
<title>Soil Analysis</title>
<sec id="s2-4-1">
<title>Soil Physical Properties</title>
<p>The color measurements were triplicated with a colorimeter (COLORLITE Sph 870) considering the CIELAB color system (<xref ref-type="bibr" rid="B22">CIE, 1986</xref>). In this system, the color is represented by three scalar parameters: L&#x2a;, luminosity, with values from 0 to 100 (from black to white, respectively); a&#x2a;, related to changes from redness (a&#x2a; &#x3e; 0) to greenness (a&#x2a; &#x3c; 0); and b&#x2a;, related to transitions from yellowness (b&#x2a; &#x3e; 0) to blueness (b&#x2a; &#x3c; 0) (<xref ref-type="bibr" rid="B17">Cancelo-Gonz&#xe1;lez et al., 2014</xref>). Colors were obtained from sieved (2&#xa0;mm) and homogenized samples.</p>
<p>Bulk density and moisture were evaluated using the cylinder method (<xref ref-type="bibr" rid="B28">Flores-Delgadillo and Alcal&#xe1;-Mart&#xed;nez, 2010</xref>). Cores filled with soil were weighed fresh and dried at 105&#xb0;C for 48&#xa0;h until they reached a constant weight. The mass difference was used for moisture calculation, and the known volume&#x2019;s dry mass was used to calculate the bulk density.</p>
</sec>
<sec id="s2-4-2">
<title>Chemical Properties</title>
<p>Soil pH was measured in deionized water (1:10 W:V ratio) with a portable pH meter (Corning) in fresh samples. The total organic carbon (TOC), total nitrogen (TN), and total phosphorous (TP) were obtained after dry samples to 105&#xb0;C until constant weight. The TOC was determined by combustion and coulometric detection (<xref ref-type="bibr" rid="B37">Huffman, 1977</xref>) in a UIC CM150 carbon analyzer. The TN and TP were determined in dry samples after acid digestion in H<sub>2</sub>SO<sub>4</sub>, H<sub>2</sub>O<sub>2</sub>, K<sub>2</sub>SO<sub>4</sub>, and CuSO<sub>4</sub> mixture at 360&#xb0;C for 4&#xa0;h. The TN was determined by the micro-Kjeldahl method (<xref ref-type="bibr" rid="B16">Bremner, 1996</xref>) and TP by the colorimetric method with molybdate after ascorbic acid reduction (<xref ref-type="bibr" rid="B53">Murphy and Riley, 1962</xref>); both elements were quantified by colorimetry in Seal AA3 segmented continue flow analyzer.</p>
</sec>
<sec id="s2-4-3">
<title>Morphometric and Micromorphological Analyses</title>
<p>The unaltered soil samples were previously dried and then impregnated with polyester resin. Thin sections (30&#xa0;&#xb5;m) were prepared at the Institute of Geology (UNAM). Morphometric analysis was done on high-resolution scanned images (2,400&#xa0;dpi and 24 bits) of the thin sections using an EPSON scanner (Perfection V700 Photo). The Image-Pro Plus 7.0 software was used for processing the images. We selected a representative area (6&#xa0;cm<sup>2</sup>) of each thin section for developing the analysis. This analysis visually identified some burn features classified, such as charred elements, reddened zones, and ashes. The unburnt soil matrix and the porous space were also identified. The software separated and grouped the elements into five classes of different colors. Finally, we obtained a reclassified image, from which we calculated the proportion of each group per area.</p>
<p>The micromorphological analysis was made using a petrographic microscope (OLYMPUS). The analysis focused on identifying combustion features in thin sections such as charcoal, ashes, burned shells, charred aggregates, and reddened aggregates, according to <xref ref-type="bibr" rid="B56">Nicosia and Stoops. (2017)</xref> and <xref ref-type="bibr" rid="B69">Stoops et al. (2018)</xref>.</p>
</sec>
</sec>
<sec id="s2-5">
<title>Statistical Analysis</title>
<p>A correlation analysis (significance of <italic>p</italic> &#x2264; 0.05) was performed among physical, chemical, and morphometric variables to avoid redundancy in the principal component analysis (PCA). The PCA was done to explain the changes due to the fire effect considering samples before and after the prescribed burn. The selection of the variables for the PCA considered the highest significance among them, demonstrated by their highest correlation. A JMP trial software was used for statistical analyses (JMP Statistical Discovery LLC, Cary, NC, United States).</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>Soil Burn Severity Levels Recorded After the Prescribed Burn</title>
<p>The prescribed burn event in the Ahuacap&#xe1;n Ejido (<xref ref-type="fig" rid="F1">Figure 1</xref>) left a heterogeneous mosaic of areas with different SBS (<xref ref-type="fig" rid="F2">Figure 2</xref>). Although most of the area was affected by low SBS (levels 2 and 1), high SBS levels (4 and 5) were only found in smaller areas (only in two sampling sites of eight, <xref ref-type="table" rid="T1">Table 1</xref>; <xref ref-type="fig" rid="F3">Figures 3C, D</xref>). In level 1, the organic layer was partially burned; in the case of level 2, the Oa layer was completely charred, and gray ash was present. In these low SBS, the temperature did not affect the mineral soil and remained undisturbed (<xref ref-type="fig" rid="F3">Figures 3A, B</xref>). On the contrary, in the highest SBS areas, the organic layer was entirely consumed (levels 4 and 5). In SBS 4 level, high temperatures also affected the uppermost mineral soil horizon in the 0&#x2013;2 upper cm, showed a slightly reddish color, lack of fine roots, and degraded structure. Besides, in SBS 4, a thick layer of white ash covered the mineral soil; while in SBS 5 most of the surface soil was bare, with black and reddish colors (<xref ref-type="fig" rid="F3">Figures 3C, D</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Visual description of the soil burn severity (SBS) levels found after the prescribed burn according to <xref ref-type="bibr" rid="B75">Vega et al. (2013)</xref>.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="2" align="left">SBS</th>
<th rowspan="2" align="center">Sampling sites</th>
<th rowspan="2" align="center">Visual characteristics</th>
</tr>
<tr>
<th colspan="2" align="left">Level</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="2" align="left">Low</td>
<td align="center">1</td>
<td align="left">P3M1 P4M4</td>
<td align="left">The organic layer is partially intact and there is charred material. The forest floor can be distinguishable</td>
</tr>
<tr>
<td align="center">2</td>
<td align="left">P1M1 P1M4 P2M1 P4M1</td>
<td align="left">The organic layer was totally charred/Grey ash, and charcoal is covering the soil. The mineral soil is undisturbed</td>
</tr>
<tr>
<td rowspan="2" align="left">High</td>
<td align="center">4</td>
<td align="left">P2M4</td>
<td align="left">The organic layer was completely consumed, and a thick layer of white ash is covering the soil. The uppermost mineral soil horizon (0&#x2013;2&#xa0;cm) is lighter and, without fine roots and lack of structure</td>
</tr>
<tr>
<td align="center">5</td>
<td align="left">P3M4</td>
<td align="left">The organic layer was completely consumed. The soil is partially covered by charred vegetal material and gray ash. The uppermost mineral soil horizon (0&#x2013;2&#xa0;cm) is dark and partially bare</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Examples of the different levels of SBS after the prescribed burn in Ahuacap&#xe1;n Ejido: <bold>(A)</bold> low SBS (level 1), sample point P4M4; <bold>(B)</bold> low SBS (level 2), sample point P1M1; <bold>(C)</bold> high SBS (level 4), sample point P2M4; <bold>(D)</bold> high SBS (level 5), sample point P3M4. Photos by Faviola Castillo. The sampling metallic frames are 30&#xa0;cm &#xd7; 30&#xa0;cm.</p>
</caption>
<graphic xlink:href="sjss-13-11488-g003.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>Changes in Physical and Chemical Soil Properties After the Prescribed Burn</title>
<p>Soil color measurements and mean moisture values for samples collected in the uppermost 5&#xa0;cm showed changes after the prescribed burn (<xref ref-type="fig" rid="F4">Figure 4</xref>). The mean values of the color parameters (L&#x2a;, a&#x2a;, and b&#x2a;) decreased after soil burning, no matter the severity level. The reduction of luminosity (L&#x2a;) mean values evidenced a soil darkening after the burn (<xref ref-type="fig" rid="F4">Figure 4A</xref>). The decrease in the mean value of the a&#x2a; and b&#x2a; parameters showed fewer reddish and yellowish colors than the unburned condition (<xref ref-type="fig" rid="F4">Figures 4B, C</xref>, respectively). Regarding soil moisture, this property tended to decrease slightly after the fire (<xref ref-type="fig" rid="F4">Figure 4D</xref>). On the other hand, the soil bulk density increased 21.4% in the burned soils affected by low SBS and 22.6% by high SBS (<xref ref-type="fig" rid="F4">Figure 4E</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Mean values and standard errors of physical properties of the soil samples collected from uppermost soil layer, before (unburned) and after the prescribed burn (low and high SBS). Low SBS corresponds to levels 1 and 2 (<italic>n</italic> &#x003D; 6), and high SBS to levels 4 and 5 (<italic>n</italic> &#x003D; 2). <bold>(A)</bold> L&#x2a;; <bold>(B)</bold> a&#x2a;; <bold>(C)</bold> b&#x2a;; <bold>(D)</bold> Moisture; <bold>(E)</bold> Bulk density.</p>
</caption>
<graphic xlink:href="sjss-13-11488-g004.tif"/>
</fig>
<p>Concerning the chemical soil properties, the pH values slightly increased after burning, especially in the high SBS (<xref ref-type="fig" rid="F5">Figure 5A</xref>). The total organic carbon (TOC), no clear trend could be distinguished; it was reduced in soils affected by low SBS and increased in high SBS (<xref ref-type="fig" rid="F5">Figure 5B</xref>). The TN concentrations did not show evident changes either (<xref ref-type="fig" rid="F5">Figure 5C</xref>). Different trends in C/N ratios were evident because this ratio decreased in the low SBS. However, remarkable increases were found in the high SBS (<xref ref-type="fig" rid="F5">Figure 5D</xref>). The TP values increased from unburned to burned condition 0.7&#xa0;mg&#xa0;g<sup>&#x2212;1</sup> (<xref ref-type="fig" rid="F5">Figure 5E</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Mean values and standard errors of chemical properties of the soil samples collected from uppermost soil layer, before (unburned) and after the prescribed burn (low and high SBS). Low SBS correspond to levels 1 and 2 (<italic>n</italic> &#x003D; 6), and high SBS to the levels 4 and 5 (<italic>n</italic> &#x003D; 2). <bold>(A)</bold> pH; <bold>(B)</bold> TOC; <bold>(C)</bold> TN; <bold>(D)</bold> C/N ratio; <bold>(E)</bold> TP.</p>
</caption>
<graphic xlink:href="sjss-13-11488-g005.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>Morphometric Analysis in Soils Affected by Different SBS</title>
<p>Images from thin sections with the organic layer and the upper 5&#xa0;cm mineral soil from unburned and burned samples were morphometrically analyzed (<xref ref-type="table" rid="T2">Table 2</xref>; <xref ref-type="fig" rid="F6">Figure 6</xref>). As logical, the lowest percentage of charred features was found in soils unaffected by fire (<xref ref-type="fig" rid="F6">Figure 6A</xref>). All the scanned thin sections from the burn samples exhibited a darker layer on top (<xref ref-type="fig" rid="F6">Figure 6</xref>). Samples with SBS level 1 showed the lowest number of unburned elements (e.g., aggregates, seeds, and plant tissues), coinciding with the highest porosity (46.3%, <xref ref-type="table" rid="T2">Table 2</xref>; <xref ref-type="fig" rid="F6">Figure 6B</xref>) and followed by samples from SBS level 2 (37.5%, <xref ref-type="fig" rid="F6">Figure 6D</xref>); the lowest porosity was found in the soil with SBS level 5 (14.5%). On the other hand, the morphometric analysis demonstrated that the highest number of elements with evidence of burning (e.g., charred and reddened aggregates, burned plant remains, and charcoal) was related to level 5 of the SBS index, reaching 50% of the considered area (<xref ref-type="fig" rid="F6">Figure 6E</xref>; <xref ref-type="table" rid="T2">Table 2</xref>). Although level 4 showed fewer percentages of burning elements, only here mineral ash was detected (<xref ref-type="fig" rid="F6">Figure 6E</xref>; <xref ref-type="table" rid="T2">Table 2</xref>).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Soil morphometry results for the unburned and different SBS levels samples, showing the percentages related to the unburned and burned elements in a representative area (6&#xa0;cm<sup>2</sup>) of each thin section.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Classes</th>
<th align="center">SBS level</th>
<th align="center">Charred elements (%)</th>
<th align="center">Reddened elements (%)</th>
<th align="center">Ashes (%)</th>
<th align="center">Total<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref> (%)</th>
<th align="center">Unburned elements (%)</th>
<th align="center">Air and porous (%)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Unburned</td>
<td align="center">0</td>
<td align="center">4.2</td>
<td align="center">0.03</td>
<td align="center">&#x2014;</td>
<td align="center">4.2</td>
<td align="center">78.2</td>
<td align="center">17.6</td>
</tr>
<tr>
<td rowspan="2" align="left">Low SBS</td>
<td align="center">1</td>
<td align="center">19.7</td>
<td align="center">7.8</td>
<td align="center">&#x2014;</td>
<td align="center">27.6</td>
<td align="center">26.0</td>
<td align="center">46.3</td>
</tr>
<tr>
<td align="center">2</td>
<td align="center">10.7</td>
<td align="center">4.3</td>
<td align="center">&#x2014;</td>
<td align="center">15.0</td>
<td align="center">47.3</td>
<td align="center">37.5</td>
</tr>
<tr>
<td rowspan="2" align="left">High SBS</td>
<td align="center">4</td>
<td align="center">10.3</td>
<td align="center">3.4</td>
<td align="center">15.0</td>
<td align="center">28.7</td>
<td align="center">48.7</td>
<td align="center">22.5</td>
</tr>
<tr>
<td align="center">5</td>
<td align="center">26.4</td>
<td align="center">23.6</td>
<td align="center">&#x2014;</td>
<td align="center">50.0</td>
<td align="center">35.4</td>
<td align="center">14.5</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The data correspond to the soil organic layer and the upper 5&#xa0;cm of the mineral soil.</p>
</fn>
<fn id="Tfn1">
<label>
<sup>a</sup>
</label>
<p>Elements with evidence of burning.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Soil thin sections from the soil organic layer and the upper 5&#xa0;cm of the mineral soil with the selected area used for the morphometry analysis: <bold>(A)</bold> Unburned topsoil with brown aggregates and fresh plant remains; <bold>(B)</bold> Sample at low SBS 1, burned aggregates at the surface soil; <bold>(C)</bold> Sample at low SBS 2, completely charred topsoil; <bold>(D)</bold> Sample at high SBS 4, ashes covering the burned soil. <bold>(E)</bold> Sample at high SBS 5, absent organic layer and the mineral soil with charred and reddened aggregates.</p>
</caption>
<graphic xlink:href="sjss-13-11488-g006.tif"/>
</fig>
<p>In general, we identified a loss of structure and a reduction of the number of unburned elements and porosity with the increasing SBS. Additionally, ashes percentages and reddened aggregates were more significant in the highest SBS levels (4 and 5, respectively, <xref ref-type="table" rid="T2">Table 2</xref>). The morphometric data showed that the prescribed burn affected the soil organic layer and the first centimeter of the mineral soil for low SBS levels (<xref ref-type="fig" rid="F6">Figures 6B, C</xref>) and the first 2&#xa0;cm for high SBS levels (<xref ref-type="fig" rid="F6">Figures 6D, E</xref>). The main proportion of burned remains corresponded to charred elements from the organic layer and the upper Ah horizon (<xref ref-type="fig" rid="F6">Figure 6</xref>). It is important to mention that this examination might be including burning residues from previous fire events preserved in the soil. However, this previous evidence was discriminated by micromorphology analysis.</p>
</sec>
<sec id="s3-4">
<title>Soil Micromorphological Changes Due to the Prescribed Burn</title>
<p>The following descriptions will relate to the main micromorphological characteristics of unburned and burned samples from the organic layer, the top 5&#xa0;cm of the mineral soil, and the burned features associated with each SBS level.</p>
<p>In the organic layer of unburned samples, fresh plant and animal residues, such as wood fragments (<xref ref-type="fig" rid="F7">Figure 7A</xref>), seeds (<xref ref-type="fig" rid="F7">Figure 7B</xref>), and shells (<xref ref-type="fig" rid="F7">Figure 7C</xref>), were frequent and could be distinguished. The mineral topsoil showed an organic soil structure (sub-rounded aggregates pigmented by organic matter) (<xref ref-type="fig" rid="F7">Figure 7B</xref>). Although these thin sections belong to unburned soils, a few rounded charcoal fragments were identified, possibly from previous fire events. A zoogenic structure (dark rounded peds) integrated by coprolites was also common (<xref ref-type="fig" rid="F7">Figure 7D</xref>). Brown subangular aggregates were frequent from a depth of 3&#xa0;cm and onward (<xref ref-type="fig" rid="F7">Figure 7C</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Micromorphology characteristics from the unburned organic layer and unburned mineral soil: <bold>(A)</bold> fresh wood; <bold>(B)</bold> seed into the organic soil structure; <bold>(C)</bold> fresh shell with subangular soil aggregates; <bold>(D)</bold> rounded coprolites and vegetal remains.</p>
</caption>
<graphic xlink:href="sjss-13-11488-g007.tif"/>
</fig>
<p>At this microscopic scale, samples from low SBS level 1 areas showed an organic layer with partially charred plant tissues and some burned vegetal remains, such as charred wood, roots, and spikes. The mineral soil exhibited an organic structure, where some aggregates get darker after burning in all samples affected by this low SBS level (<xref ref-type="fig" rid="F8">Figures 8A&#x2013;D</xref>).</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Micromorphological combustion features of burned soils at low SBS levels 1 and 2: <bold>(A)</bold> charred aggregates and charcoal mixed with no burned aggregates, SBS 1; <bold>(B)</bold> charred wood, SBS 1; <bold>(C)</bold> charred root, SBS 1; <bold>(D)</bold> charred spike and needles in soil organic matter, SBS 1; <bold>(E)</bold> charred topsoil and charcoal, SBS 2; <bold>(F)</bold> charred pine stem, SBS 2; <bold>(G)</bold> charred and fractured aggregate, SBS 2; <bold>(H)</bold> charred partially disintegrated aggregate and soil structure disaggregation by fire, SBS 2.</p>
</caption>
<graphic xlink:href="sjss-13-11488-g008.tif"/>
</fig>
<p>In the thin sections that showed a low SBS level 2, the prescribed burning heat induced a color change in the first centimeters of the soil, commonly covered by a black organic layer of 1&#xa0;cm thick (<xref ref-type="fig" rid="F6">Figure 6C</xref>). This layer comprised charcoal fragments from the charred organic layer remains, such as seeds, leaves, needles, stems, roots, and spikes in all samples (<xref ref-type="fig" rid="F8">Figures 8E&#x2013;H</xref>). These charred organic materials were frequently complete and preserved their cellular structure (<xref ref-type="fig" rid="F8">Figure 8F</xref>). The surface soil aggregates for SBS level 2 was charred, fractured, and partially or totally disaggregated; a loss in the soil structure was also identified (<xref ref-type="fig" rid="F8">Figures 8G, H</xref>, <xref ref-type="fig" rid="F9">9B&#x2013;D</xref>).</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Micromorphological combustion features of burned soils at high SBS levels 4 and 5; <bold>(A)</bold> reddened and rounded aggregate, SBS 4; <bold>(B,C)</bold> ashes in PPL, SBS 4; <bold>(D)</bold> ashes in XPL, SBS 4. PPL and XPL refer to plane and cross polarized light, respectively; <bold>(E)</bold> charred needles with its cellular structure well preserved, SBS 5; <bold>(F,G)</bold> charred aggregates and disaggregated soil structure, SBS 5; <bold>(H)</bold> charred and cracked aggregate, SBS 5.</p>
</caption>
<graphic xlink:href="sjss-13-11488-g009.tif"/>
</fig>
<p>The organic materials were reduced to ash in the samples showing SBS level 4, (gray material in <xref ref-type="fig" rid="F6">Figure 6D</xref>, yellowish material associated with charcoal in <xref ref-type="fig" rid="F9">Figures 9B, C</xref> and small shiny crystals in <xref ref-type="fig" rid="F9">Figure 9D</xref>). Some ash particles fill the pores of the surface soil (<xref ref-type="fig" rid="F6">Figures 6E</xref>, <xref ref-type="fig" rid="F9">9C, D</xref>). At this level, the combustion process of the organic layer was completed. In the mineral soil, the organic matter in aggregates, fine roots, and seeds were charred or turned to ash; rounded reddened aggregates appeared (<xref ref-type="fig" rid="F9">Figure 9A</xref>); the porosity decreased; and the surface soil lost its structure (<xref ref-type="fig" rid="F6">Figure 6A</xref>). The organic layer was absent in the SBS level 5, while the soil organic matter was charred in the first centimeter (black aggregates) (<xref ref-type="fig" rid="F6">Figure 6E</xref>, <xref ref-type="fig" rid="F9">9E&#x2013;H</xref>).</p>
</sec>
<sec id="s3-5">
<title>Principal Components Analysis (PCA) of the Unburned and Burned Soils Data</title>
<p>In the PCA model, the first two principal components (PC) together explained 63% of the variance in the data (<xref ref-type="fig" rid="F10">Figure 10A</xref>). The &#x2a;L and pH are the variables that explain the most variance in PC1, while TOC and TN are in PC 2 (<xref ref-type="fig" rid="F10">Figure 10B</xref>). On PC1, unburned samples are far from burned samples, mainly from those at SBS level 5 (<xref ref-type="fig" rid="F10">Figure 10A</xref>). In contrast, on PC2 is possible to identify the overlaying by SBS level; in the center of the plot, the unburned samples are together to SBS level 1. The SBS 2 samples are in lower values related to an increment of TN concentration and bulk density (<xref ref-type="fig" rid="F10">Figure 10</xref>), while SBS levels 4 and 5 group are in higher values related to the increment of TOC concentration and reddened elements (<xref ref-type="fig" rid="F10">Figure 10</xref>).</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>
<bold>(A)</bold> Principal components analysis for the unburned (average) and the burned samples before and after the prescribed burn, respectively; the soil burn severity level of the samples are represented in different colors. <bold>(B)</bold> The right plot showed the correlation between soil variables, considered for the analysis, and the principal components. TOC, total organic carbon; RE, reddened elements; CE, charred elements; BD, bulk density; TN, total nitrogen. L&#x2a;: luminosity, a&#x2a;: redness to greenness.</p>
</caption>
<graphic xlink:href="sjss-13-11488-g010.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<sec id="s4-1">
<title>Changes in Soil Physical and Chemical Properties and Their Relationship With Micro-Scale Analyses</title>
<p>The effect of fire on soil physical-chemical properties has been described in several studies. Soil organic layer amount and composition can be affected (<xref ref-type="bibr" rid="B54">Nave et al., 2011</xref>; <xref ref-type="bibr" rid="B50">Merino et al., 2015</xref>; <xref ref-type="bibr" rid="B65">Sant&#xed;n et al., 2016</xref>). With respect to mineral soil, important changes in morphological, physical, and chemical properties can happen (<xref ref-type="bibr" rid="B55">Neary et al., 1999</xref>; <xref ref-type="bibr" rid="B48">Mataix-Solera et al., 2011</xref>), particularly in the uppermost 5&#xa0;cm, where the highest temperature is reached (<xref ref-type="bibr" rid="B24">DeBano et al., 1979</xref>; <xref ref-type="bibr" rid="B55">Neary et al., 1999</xref>; <xref ref-type="bibr" rid="B48">Mataix-Solera et al., 2011</xref>; <xref ref-type="bibr" rid="B11">Bad&#xed;a et al., 2017</xref>). All these perturbations depend on the heating and are reflected as SBS levels. In the case of low-intensity prescribed burns, the heating caused minimal adverse changes in mineral soils (<xref ref-type="bibr" rid="B26">Debano, 2000</xref>; <xref ref-type="bibr" rid="B48">Mataix-Solera et al., 2011</xref>). The present study&#x2019;s PCA analysis separates the unburned from the burned samples by burn severity (<xref ref-type="fig" rid="F10">Figure 10A</xref>), which agrees with the findings of <xref ref-type="bibr" rid="B75">Vega et al. (2013)</xref>. The burned samples generally showed a darker color (L&#x2a; value decrease), higher bulk density, higher pH values, and a higher percentage of charred and reddened elements than the unburned samples. Mainly, these properties explained 63% of the variance in the PCA analysis (<xref ref-type="fig" rid="F10">Figure 10A</xref>). In addition, we observed modifications in other soil properties, such as moisture, TOC, TN, and TP.</p>
<p>Changes in the mean values of the chromatic parameters (L&#x2a;, a&#x2a;, and b&#x2a;) indicate a darkening and a decrease in the redness and yellowness colors in the burned bulk samples (<xref ref-type="fig" rid="F4">Figure 4</xref>). These results coincide with those obtained by <xref ref-type="bibr" rid="B13">Bad&#xed;a and Mart&#xed; (2003a)</xref>, where both value and chroma decrease as temperature increases, suggesting a darkening of the soil color of the charred samples. On the contrary, in the experiment conducted by <xref ref-type="bibr" rid="B17">Cancelo-Gonz&#xe1;lez et al. (2014)</xref>, the color parameters increased with the temperature rise in soils with different moisture contents (0%, 25%, and 50%). On the one hand, our unburned samples showed a mean value of soil moisture around 27%, and after the prescribed burn, a slight reduction of moisture was detected due to the water loss by vaporization in the uppermost 5&#xa0;cm (<xref ref-type="bibr" rid="B11">Bad&#xed;a et al., 2017</xref>). On the other hand, <xref ref-type="bibr" rid="B17">Cancelo-Gonz&#xe1;lez et al. (2014)</xref> experiment was done in soils derived from granitic rocks, whose mineralogy differs from that of our study (intermediate extrusive igneous rocks). Another difference was that we evaluated the color in sieved and homogenized samples, while <xref ref-type="bibr" rid="B17">Cancelo-Gonz&#xe1;lez et al. (2014)</xref> measured the post-fire color on the undisturbed surface, which proved to be the best way for the evaluation. Nevertheless, the decrease in the L&#x2a; parameter coincided with the morphometric and micromorphological analyses of the burn soils, where a dark black layer on the topsoils was identified. The darker color measured on burn samples with the colorimetric method corresponded to the abundant charred elements from the organic layer and the upper Ah horizon. <xref ref-type="bibr" rid="B43">Ketterings and Bigham. (2000)</xref> showed that soil became darker after fires at low temperatures (&#x3c;250&#xb0;C) of short duration because charred organic materials are dominant in the soil. Also, <xref ref-type="bibr" rid="B17">Cancelo-Gonz&#xe1;lez et al. (2014)</xref> showed that organic matter content, temperature, and fire duration affected the color of burn soils. Concerning the reddened elements identified by micro-scale analyses of the samples with high SBS (<xref ref-type="fig" rid="F9">Figure 9A</xref>), the colorimetric measurements did not detect them because this reddening was punctual, and the colorimeter performed an average of soil bulk samples color.</p>
<p>The observed increase of bulk density with heating (<xref ref-type="fig" rid="F5">Figure 5</xref>) coincides with several studies where prescribed burn has been applied, independently of the kind of vegetation, brushes (<xref ref-type="bibr" rid="B36">Hubbert et al., 2006</xref>) or oak forest (<xref ref-type="bibr" rid="B59">Phillips et al., 2000</xref>), and for different soils heated under laboratory conditions (<xref ref-type="bibr" rid="B13">Bad&#xed;a and Mart&#xed;, 2003a</xref>). Morphometric and micromorphological results showed the collapse of soil aggregates and the ash presence into the voids (<xref ref-type="fig" rid="F9">Figures 9G, H</xref>), which can be other reasons to elevate the bulk density in the Ahuacap&#xe1;n Ejido. Likewise, <xref ref-type="bibr" rid="B13">Bad&#xed;a and Mart&#xed;. (2003a)</xref> also found a moderate diminution of aggregate stability at 250&#xb0;C, and <xref ref-type="bibr" rid="B2">Agbeshie et al. (2022)</xref> exhibited the breaking of organo-mineral aggregates and the clogging of porous by the ash-like causes of the bulk density increase. Moreover, this increase would indicate soil organic matter composition changes affecting the soil structure. Different studies have revealed carbohydrate decreases with heating, implying lower aggregate stability (<xref ref-type="bibr" rid="B29">Gregorich et al., 1996</xref>; <xref ref-type="bibr" rid="B41">Kavdir et al., 2005</xref>; <xref ref-type="bibr" rid="B51">Merino et al., 2018</xref>). Another process involved in structure stability is the loss of binders, such as fine roots, hyphae, and microorganisms (<xref ref-type="bibr" rid="B48">Mataix-Solera et al., 2011</xref>). Additionally, decreases in biological properties in the soil surface after controlled burn have been reported both in the lab (<xref ref-type="bibr" rid="B12">Bad&#xed;a and Mart&#xed;, 2003b</xref>) and in the field (<xref ref-type="bibr" rid="B7">Armas-Herrera et al., 2018</xref>; <xref ref-type="bibr" rid="B32">Girona-Garc&#xed;a et al., 2018</xref>; <xref ref-type="bibr" rid="B5">Alfaro-Leranoz et al., 2023</xref>).</p>
<p>We observed a decrease in TOC in the low SBS samples but an increase in the soils with a high-level SBS (<xref ref-type="fig" rid="F5">Figure 5</xref>). The critical consumption of organic carbon starts between 200&#xba;C and 250&#xb0;C and is completed approximately at 460&#xb0;C (<xref ref-type="bibr" rid="B31">Giovannini et al., 1988</xref>; <xref ref-type="bibr" rid="B75">Vega et al., 2013</xref>); however, when the temperature is higher than 500&#xb0;C, a total loss of organic matter occurs (<xref ref-type="bibr" rid="B70">Terefe et al., 2008</xref>). Likewise, <xref ref-type="bibr" rid="B13">Bad&#xed;a and Mart&#xed;. (2003a)</xref> found a coefficient of correlation of R &#x3d; &#x2212;0.84 (<italic>p</italic> &#x3c; 0.01) between the SOM and heat, due to a significant decrease of the organic matter with temperature increase at 250&#xb0;C and almost the completed consumption at 500&#xb0;C. Therefore, no conclusive trend could be distinguished with the TOC, probably because of mixed effects: the unfinished combustion process of the organic matter and the integration of charred materials into the first centimeter of the mineral soil (<xref ref-type="bibr" rid="B68">Soto and D&#xed;az-Fierros, 1993</xref>; <xref ref-type="bibr" rid="B72">&#xda;beda et al., 2005</xref>; <xref ref-type="bibr" rid="B1">Afif and Oliveira, 2006</xref>; <xref ref-type="bibr" rid="B66">Scharenbroch et al., 2012</xref>). Thus, it is possible that the light increases in TOC in the area showing high SBS were due to the presence of charcoal, as the high C/N ratios suggest it. This is supported by the important percentage of charred organic fragments integrated into the mineral topsoil detected in thin sections from the high SBS (<xref ref-type="fig" rid="F6">Figures 6D, E</xref>).</p>
<p>Regarding another chemical property, the slight rise in pH registered after the prescribed burn is described by the whole oxidation of organic matter producing ash with high Ca, Mg, K, and carbonate content (<xref ref-type="bibr" rid="B73">Ulery et al., 1993</xref>; <xref ref-type="bibr" rid="B9">Arocena and Opio, 2003</xref>; <xref ref-type="bibr" rid="B20">Certini, 2005</xref>), as well as by the formation of Fe-hydroxides (<xref ref-type="bibr" rid="B67">Schwertmann and Fisher, 1973</xref>). Under the microscope, calcite crystals were detected in high-level SBS (<xref ref-type="fig" rid="F9">Figures 9F&#x2013;H</xref>). Higher pH values in burned samples are often reported (e.g., <xref ref-type="bibr" rid="B4">Alca&#xf1;iz et al., 2018</xref>).</p>
<p>Little change in TN concentrations was noted after the prescribed burn (<xref ref-type="fig" rid="F5">Figure 5</xref>). Similarly, <xref ref-type="bibr" rid="B9">Arocena and Opio. (2003)</xref> found no important modifications in the TN; the authors considered that TN loss was mainly restricted to the forest floor, or TN losses were compensated by atmospheric N deposition. However, this last possibility can be considered in the long term. Another explanation for this slight change in TN is that the maximum temperature on the soil surface of the prescribed burn was not enough to allow the organic nitrogen volatilization from the soil (<xref ref-type="bibr" rid="B55">Neary et al., 1999</xref>), and only a minor portion of the nitrogen was thermally mineralized and integrated into the soil from the forest floor as NH<sub>4</sub>
<sup>&#x2b;</sup> (<xref ref-type="bibr" rid="B23">Dannenmann et al., 2011</xref>; <xref ref-type="bibr" rid="B15">Bird et al., 2015</xref>). On the other hand, <xref ref-type="bibr" rid="B13">Bad&#xed;a and Mart&#xed;. (2003a)</xref> found a significant (R &#x3d; &#x2212;0.70; <italic>p</italic> &#x3c; 0.01) reduction of TN at 500&#xb0;C for two different soils under laboratory conditions. According to a review of several studies (<xref ref-type="bibr" rid="B4">Alca&#xf1;iz et al., 2018</xref>), the behavior of TN after burning remains unclear. Due to the insignificant TN variations, the mean values of the C/N ratio showed the same trend as TOC concentration, with a reduction of the C/N ratio from the unburned to the burned samples at low SBS and an increment for the burned samples at high SBS.</p>
<p>The increase in the TP content after the prescribed burn (<xref ref-type="fig" rid="F5">Figure 5</xref>) coincides with the results reported by other studies (<xref ref-type="bibr" rid="B77">Wienhold and Klemmedson, 1992</xref>; <xref ref-type="bibr" rid="B72">&#xda;beda et al., 2005</xref>; <xref ref-type="bibr" rid="B1">Afif and Oliveira, 2006</xref>; <xref ref-type="bibr" rid="B51">Merino et al., 2018</xref>). Besides, the available P (Olsen extractable P) showed a significant increase by heating (<italic>R</italic> &#x3d; 0.48; <italic>p</italic> &#x3d; 0.01) in lab conditions (<xref ref-type="bibr" rid="B13">Bad&#xed;a and Mart&#xed;, 2003a</xref>). This TP enrichment is mainly favored by the mineralization of organic matter (<xref ref-type="bibr" rid="B30">Garc&#xed;a-Oliva et al., 2018</xref>), together with the increase in pH, due to the liberation of basic cations during the organic matter combustion and the ash production (<xref ref-type="bibr" rid="B73">Ulery et al., 1993</xref>; <xref ref-type="bibr" rid="B42">Kennard and Gholz, 2001</xref>; <xref ref-type="bibr" rid="B9">Arocena and Opio, 2003</xref>; <xref ref-type="bibr" rid="B20">Certini, 2005</xref>).</p>
</sec>
<sec id="s4-2">
<title>Soil Burn Severity Index and Soil Micro-Scale Changes Due to Prescribed Burn</title>
<p>As mentioned before, one of the properties affected by fire is the soil structure. However, changes are not completely visible to the naked eye; consequently, the different SBS degrees are not identified. Micromorphological characterization is a complementary tool to evaluate the effect of the prescribed burns, as shown by <xref ref-type="bibr" rid="B10">Bad&#xed;a et al. (2020)</xref>. The classification proposed by <xref ref-type="bibr" rid="B75">Vega et al. (2013)</xref> considers a macromorphological analysis, where the SBS 1 is associated with partial changes of the organic layer, while the mineral horizon remains unaltered. Our microscopic observations document some charred elements and burned features in the organic and mineral horizons (charred aggregates, partially charred plant tissues, burned roots, wood, and spikes). Although part of these charred materials can be formed during the present burn, it is important to notice that some features might also originated in previous fires (<xref ref-type="fig" rid="F6">Figure 6B</xref>), as they were also identified in the unburned samples (<xref ref-type="fig" rid="F6">Figure 6A</xref>). However, charcoals from prior fire events are easier to identify with micromorphological methods because they are more rounded than the fresh ones due to mechanical breaking during time (<xref ref-type="bibr" rid="B61">Ponomarenko, 1997</xref>; <xref ref-type="bibr" rid="B60">Ponomarenko and Anderson, 2001</xref>). <xref ref-type="bibr" rid="B35">Hobley et al. (2017)</xref> documented that charcoal fragments are quickly integrated into the soil profile after a fire event and can persist in the soil environment for a long time. In many archaeological sites, burnt features, identified at micro-scale, are well preserved, providing information about human impact on the ecosystem (<xref ref-type="bibr" rid="B45">Mallol et al., 2007</xref>; <xref ref-type="bibr" rid="B38">Huisman et al., 2019</xref>).</p>
<p>Similarly, in the SBS 2 <xref ref-type="bibr" rid="B75">Vega et al. (2013)</xref> index, the mineral soil is also undisturbed. However, the thin sections showed that the soil was covered by a 1&#xa0;cm-thick black organic layer (<xref ref-type="fig" rid="F3">Figures 3B</xref>, <xref ref-type="fig" rid="F6">6C</xref>). Under the microscope, we observed a loss of the structure while charred aggregates are fractured and partially or completed disaggregated, in the first centimeter of the mineral soil (<xref ref-type="fig" rid="F8">Figures 8E&#x2013;G</xref>). This observation might explain the increase of the soil bulk density (<xref ref-type="fig" rid="F4">Figure 4E</xref>). <xref ref-type="bibr" rid="B34">Greene et al. (1990)</xref> showed that frequent prescribed burnings can break down aggregates surface. These results have been also confirmed by <xref ref-type="bibr" rid="B9">Arocena and Opio. (2003)</xref>, who demonstrated the presence of cracks on soil aggregates through SEM-EDS observations. They interpreted these cracks as a thermal shock related to the temperature growth. Other studies, however, have not found immediate effects on mineral topsoil aggregates after the low-intensity sand rapid prescribed burn in shrubland in Central Pyrenees, Spain (<xref ref-type="bibr" rid="B10">Bad&#xed;a et al., 2020</xref>). In agreement to our findings, <xref ref-type="bibr" rid="B25">DeBano et al. (1998)</xref> and <xref ref-type="bibr" rid="B48">Mataix-Solera et al. (2011)</xref> mentioned that even low-intensity fires can affect soil structure and aggregate stability due to the combustion and/or transformation of the organic matter compounds that binds soil aggregates; this generates a loss of soil structure, a porosity reduction, and a bulk density increase (<xref ref-type="bibr" rid="B27">DeBano, 1981</xref>). Moreover, <xref ref-type="bibr" rid="B11">Bad&#xed;a et al. (2017)</xref> revealed that controlled burning only affects the physical and chemical properties of the first centimeter of dry soils. Another explanation for the loss of aggregate stability after prescribed burnings, without significant loss of organic matter, was exposed by <xref ref-type="bibr" rid="B3">Albalasmeh et al. (2013)</xref> and <xref ref-type="bibr" rid="B21">Chief et al. (2012)</xref>, who found that steam pressure can break down aggregates at temperatures of 150&#xba;C and 175&#xb0;C in soils with high initial moisture. Nevertheless, it is important to mention when the fire temperature rises, an increment in the ped stability is noted because of the low contents of clay and Fe oxides in the soils (<xref ref-type="bibr" rid="B71">Thomaz, 2021</xref>). With these findings, we can complement the SBS <xref ref-type="bibr" rid="B75">Vega et al. (2013)</xref> index adding a slight perturbation of the first centimeter of the mineral soil at level 2.</p>
<p>For the SBS level 4, the micromorphological and morphometric descriptions agree with the general properties proposed by <xref ref-type="bibr" rid="B75">Vega et al. (2013)</xref>, where the organic layer was completely consumed and transformed into a thick ash layer. The fire also affected the uppermost mineral soil structure and the surface fine roots and seeds (<xref ref-type="fig" rid="F3">Figures 3C</xref>, <xref ref-type="fig" rid="F6">6D</xref>, <xref ref-type="fig" rid="F9">9A&#x2013;D</xref>). The ash layer resulted from the oxidation of vegetal materials beyond charring during the fire, where the calcium oxalate was transformed into calcium carbonate by loss of TOC (<xref ref-type="bibr" rid="B18">Canti and Brochier, 2017</xref>). Calcite crystals were identified in the thin section of the SBS level 4 (<xref ref-type="fig" rid="F9">Figure 9D</xref>). Reddened aggregates were also detected under the microscope. However, they were not recognized in the SBS index of <xref ref-type="bibr" rid="B75">Vega et al. (2013)</xref> because it is hard to identify them at a macroscopic scale. Our micro-scale study demonstrated that these mineralogical transformations expressed by reddened aggregates could start even before SBS level 5.</p>
<p>Regarding the <xref ref-type="bibr" rid="B75">Vega et al. (2013)</xref> index for the SBS 5, the micro-scale analyses showed that the soil organic layer was absent because it was completely consumed (<xref ref-type="fig" rid="F6">Figure 6E</xref>). This characteristic can result from a higher temperature during the prescribed burn in this specific zone. The forest floor may have reached a temperature of around 460&#xb0;C, in which the organic carbon consumption is completed (<xref ref-type="bibr" rid="B31">Giovannini et al., 1988</xref>), or the organic layer was absent in this area before de fire. In our study, the micromorphological and morphometric results showed that the aggregates and soil structure were slightly affected in the first 2&#xa0;cm of the mineral soil (<xref ref-type="fig" rid="F6">Figure 6E</xref>). Additionally, soil organic matter was charred and some aggregates were reddened in the surface soil (<xref ref-type="fig" rid="F6">Figure 6E</xref>). The incipient soil reddening is a consequence of Fe oxides transformation due to heating; however, a continuous reddened layer covered by ash is expected only for severe fires and for SBS level 5 (<xref ref-type="bibr" rid="B76">Wells et al., 1979</xref>; <xref ref-type="bibr" rid="B74">Ulery and Graham, 1993</xref>; <xref ref-type="bibr" rid="B43">Ketterings and Bigham, 2000</xref>; <xref ref-type="bibr" rid="B75">Vega et al., 2013</xref>).</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>The physical-chemical characteristics of burned samples showed clear differences with unburned samples. After the prescribed burn, soils exhibited a darker color with a decrease in redness and yellowness, a slight reduction in soil moisture, an increase in bulk density, higher pH values, an inconclusive trend for TOC content, insignificant variation of TN, and an increase in TP content. Besides these changes in the physical and chemical properties, already well documented in other studies, micromorphological and morphometrical characteristics are useful techniques for revealing how deep the effect of prescribed burning reached into the soil and for complementing the diagnosis of post-fire soil physical alterations that SBS assessment cannot identify due to the evaluation scale.</p>
<p>Some of our results agree with to the SBS <xref ref-type="bibr" rid="B75">Vega et al. (2013)</xref> classification, particularly for the organic layer. However, the microscale analyses of mineral soil revealed that even from the SBS 2, the first centimeter of soil structure was affected by a prescribed burn. This might be attributed to changes in soil organic matter content and composition and to the thermal shock and steam pressure suffered by the aggregates due to temperature increase. Despite these features, some living seeds and fine roots could be distinguished, indicating a potential for plant and microorganism regeneration. Additionally, the Fe oxides transformations that reddened soil aggregates can start even before the soil gets the SBS 5. For high SBS levels, the micro-scale analyses revealed that the prescribed burn affected the first 2&#xa0;cm of soil depth, disrupting soil structure, porous clogging with ash, and the reddening of soil aggregates. These effects resulted in higher bulk density and changes in surface soil porosity.</p>
<p>Land managers must consider these soil alterations at low and high SBS after applying prescribed burns to avoid post-fire erosion of the first-centimeters mineral soil. The actions to protect the soil must be applied following the prescribed burn and before the first rain, especially in the bare soil areas where aggregates disrupted by the fire can be susceptible to dispersion and erosion by the rain splash and runoff. Therefore, the SBS assessment can include an additional section about the microscopic characteristics of burn soils. Likewise, a micro-scale characterization of different SBS levels for wildfires could be interesting because it can reveal soil perturbation that we cannot see directly on the field.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusion of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>BC-V conceived the general idea and led the project. SQ-G and BC-V designed the sampling and took the samples. BC-V and MR-R performed the soil physicochemical analysis. MR-R prepare the thin sections. SM-R carried out the morphometric and micromorphological examination. SM-R and BC-V performed the statistical analysis. ES-R supervised the project. AM, BC-V, and ES-R contributed to the analysis of the results and the discussion section. SM-R wrote the manuscript with support of BC-V, ES-R, AM, and SQ-G. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<ack>
<p>We appreciate the financial support provided by the projects: UDG-PTC-1356, PAPIIT&#x2014;UNAM (IA209716) and PAPIIT&#x2014;UNAM (IN103617). We thank to the Ahuacap&#xe1;n Ejido, MSc. Rodrigo Vel&#xe1;zquez, Miss Faviola Castillo, MSc. Ofelia Beltr&#xe1;n Paz, MSc. Jaime D&#xed;az, Dr. Sergey Sedov, Dr. Yazm&#xed;n Rivera, MSc. Oscar Balcazar, Eng. Erick L&#xf3;pez and Ms. Silvia Mart&#xed;nez for the support provided in the different stages of this research. We also appreciate the contributions of the reviewer to improve the manuscript.</p>
</ack>
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