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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Sustain. Food Syst.</journal-id>
<journal-title>Frontiers in Sustainable Food Systems</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Sustain. Food Syst.</abbrev-journal-title>
<issn pub-type="epub">2571-581X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fsufs.2023.1241648</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Sustainable Food Systems</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The main agroecological structure, a methodology for the collective analysis of the Mediterranean agroecological landscape of San Clemente, Region del Maule, Chile</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes" equal-contrib="yes">
<name>
<surname>Salazar-Rojas</surname>
<given-names>Angel</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="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2211052/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Castro-Huerta</surname>
<given-names>Ricardo</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2534282/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Altieri</surname>
<given-names>Miguel</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1552783/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Laboratorio de Historia de los Agroecosistemas, Departamento de Geograf&#x00ED;a, Historia y Filosof&#x00ED;a, Universidad Pablo de Olavide</institution>, <addr-line>Sevilla</addr-line>, <country>Spain</country></aff>
<aff id="aff2"><sup>2</sup><institution>Instituto Agroecosistemas</institution>, <addr-line>Curic&#x00F3;</addr-line>, <country>Chile</country></aff>
<aff id="aff3"><sup>3</sup><institution>Facultad de Ciencias Agrarias y Forestales, Universidad Cat&#x00F3;lica del Maule</institution>, <addr-line>Curic&#x00F3;</addr-line>, <country>Chile</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Environmental Science, Policy, and Management, University of California Berkeley</institution>, <addr-line>Berkeley, CA</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: Massimo De Marchi, University of Padua, Italy</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: Ingrid Quintero, National University of Colombia, Colombia; Daniele Codato, University of Padua, Italy</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Angel Salazar-Rojas, <email>angel@agroecosistemas.cl</email></corresp>
<fn fn-type="equal" id="fn0001">
<p><sup>&#x2020;</sup>These authors have contributed equally to this work and share last authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>11</day>
<month>12</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>7</volume>
<elocation-id>1241648</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>06</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>11</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Salazar-Rojas, Castro-Huerta and Altieri.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Salazar-Rojas, Castro-Huerta and Altieri</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>The simplification of the landscape as a consequence of the decrease in biodiversity and the adoption of monoculture production systems has led to a significant decrease in the provision of ecosystem services in the territory. The conversion of agroecosystems requires the adoption of agroecological techniques, which aim to design the agroecosystem as an integrated part of a vegetation matrix of the landscape, interconnecting the different production systems with the agricultural landscape. In order to measure the degree of connectivity of agroecosystems with the landscape, we used the Main Agroecological Structure (MAS) method, which was applied to 36 small agroecosystems of vegetable, livestock and fruit producers, which generally presented a low degree of connectivity. This allows us to evaluate the potential of these systems for agroecological transition, since being present in a moderately complex agricultural landscape gives important advantages over a more simplified system, allowing these producers to dispense with the use of many energy subsidies. This evaluation allows a first approximation to the quantification of the landscape matrix and will allow a comparison between agroecosystems or an evaluation of the evolution of the MAS over time. It is necessary to complement the MAS by quantifying the ecosystem services that may be associated with it.</p>
</abstract>
<kwd-group>
<kwd>agriculture landscape</kwd>
<kwd>Mediterranean agroecosystem</kwd>
<kwd>agroecological transition</kwd>
<kwd>agroecological practices</kwd>
<kwd>ecosystem services</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="5"/>
<equation-count count="1"/>
<ref-count count="61"/>
<page-count count="9"/>
<word-count count="6459"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Agroecology and Ecosystem Services</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>The intensification of agricultural systems has led to the simplification of landscapes, resulting in significant losses of biodiversity and associated ecosystem services (<xref ref-type="bibr" rid="ref22">Gonthier et al., 2014</xref>; <xref ref-type="bibr" rid="ref10">Campbell et al., 2017</xref>; <xref ref-type="bibr" rid="ref29">IPBES, 2019</xref>; <xref ref-type="bibr" rid="ref52">S&#x00E1;nchez-Bayo and Wyckhuys, 2019</xref>). A homogeneous landscape, ecologically simplified in structure and composition, results from large agricultural areas dominated by a few crop species (<xref ref-type="bibr" rid="ref36">Margosian et al., 2009</xref>; <xref ref-type="bibr" rid="ref31">Jonsson et al., 2015</xref>; <xref ref-type="bibr" rid="ref19">Franzluebbers et al., 2020</xref>). The result has been the development of risk situations that exacerbate global food insecurity (<xref ref-type="bibr" rid="ref15">D&#x00ED;az-Hormaz&#x00E1;bal and Gonz&#x00E1;lez, 2016</xref>; <xref ref-type="bibr" rid="ref4">Barrios et al., 2020</xref>; <xref ref-type="bibr" rid="ref5">Bezner et al., 2021</xref>) because the poor provision of ecosystem services derived from the diminished biodiversity is subsidized through chemical inputs, which generate pollution to human and environmental health (<xref ref-type="bibr" rid="ref51">Sabzevari and Hofman, 2022</xref>), soil fertility (<xref ref-type="bibr" rid="ref9">B&#x00FC;nemann et al., 2018</xref>; <xref ref-type="bibr" rid="ref03">Tibbett et al., 2020</xref>) and worsen pest and disease problems (<xref ref-type="bibr" rid="ref2">Altieri and Nicholls, 2019</xref>).</p>
<p>The FAO urgently calls for the agroecological transformation of agricultural systems (<xref ref-type="bibr" rid="ref18">FAO, 2018</xref>), as it will allow to increase the provision of ecosystem services to agriculture (<xref ref-type="bibr" rid="ref26">Harrison et al., 2014</xref>; <xref ref-type="bibr" rid="ref56">Tamburini et al., 2020</xref>) and ensure future food security (<xref ref-type="bibr" rid="ref7">Bommarco et al., 2013</xref>) through agroecosystem designs that consider all levels or scales (<xref ref-type="bibr" rid="ref11">Cappelli et al., 2022</xref>) for the integral development of the whole society (<xref ref-type="bibr" rid="ref60">Vanbergen et al., 2020</xref>). The conversion of agroecosystems to agroecological management depends in part on the type of landscape matrix that surrounds them, since farm transformation involves the positioning of the agroecosystem and its connectivity relationship with the different types of semi-natural habitats that surround it (<xref ref-type="bibr" rid="ref34">Le&#x00F3;n-Sicard et al., 2018</xref>). Understanding the spatial and functional organization of this matrix of near-natural elements in interaction with agricultural structure is essential for promoting patterns and mechanisms which foster biodiversity and the provision of multiple ecosystem services by agricultural landscapes (<xref ref-type="bibr" rid="ref46">Perfecto and Vandermeer, 2010</xref>; <xref ref-type="bibr" rid="ref37">Marull et al., 2016</xref>, <xref ref-type="bibr" rid="ref38">2019</xref>; <xref ref-type="bibr" rid="ref11">Cappelli et al., 2022</xref>).</p>
<p>Agroecology, through its methodological approach, initiates the analysis of agricultural sustainability from the farm scale [agroecosystem] (<xref ref-type="bibr" rid="ref25">Guzm&#x00E1;n and Gonz&#x00E1;lez de Molina, 2015</xref>), but it is necessary to scale this observation to spatial scales such as the landscape (<xref ref-type="bibr" rid="ref24">Guzm&#x00E1;n et al., 2018</xref>). The Main Agroecological Structure [MAS] of agroecosystems is an environmental index that includes ecosystem and cultural criteria, which allows visualizing some of the main relationships established between human groups [farmers] and their biophysical environment (<xref ref-type="bibr" rid="ref12">Cleves-Legu&#x00ED;zamo et al., 2017</xref>; <xref ref-type="bibr" rid="ref47">Quintero et al., 2022</xref>). MAS uses metrics of composition, configuration, and heterogeneity of landscapes surrounding agroecosystems (<xref ref-type="bibr" rid="ref34">Le&#x00F3;n-Sicard et al., 2018</xref>), deriving key information to be taken into account when designing agroecosystems in the context of agroecological transition (<xref ref-type="bibr" rid="ref50">Rudel, 2020</xref>; <xref ref-type="bibr" rid="ref60">Vanbergen et al., 2020</xref>).</p>
<p>In this study, we use the MAS to perceive how the agrarian landscape is currently constructed and configured in the Chilean Mediterranean, a region where about 2&#x2009;million people live in rural areas, occupying about 80% of the total land area (<xref ref-type="bibr" rid="ref17">FAO, 2017</xref>; <xref ref-type="bibr" rid="ref28">INE, 2017</xref>). This region of Chile has experienced profound geopolitical changes in the last four decades, which have reconfigured the landscape matrices in the region, as well as the agrarian structure and social relations (<xref ref-type="bibr" rid="ref32">Kay, 1996</xref>, <xref ref-type="bibr" rid="ref33">2002</xref>), disrupting local economies, fragmenting and homogenizing the landscape, and exposing thousands of people to social and environmental risks in rural and surrounding urban areas (<xref ref-type="bibr" rid="ref3">Armesto et al., 2010</xref>; <xref ref-type="bibr" rid="ref40">Nahuelhual et al., 2012</xref>; <xref ref-type="bibr" rid="ref61">Wratten et al., 2019</xref>).</p>
<p>In the face of growing evidence that agricultural sustainability at the agroecosystem scale largely depends on the management of the cultivated and uncultivated diversity of the surrounding landscape (<xref ref-type="bibr" rid="ref53">Scherr and Mcneely, 2008</xref>; <xref ref-type="bibr" rid="ref20">Garibaldi et al., 2016</xref>; <xref ref-type="bibr" rid="ref56">Tamburini et al., 2020</xref>; <xref ref-type="bibr" rid="ref21">Garibaldi et al., 2021</xref>), our hypothesis is that smallholder agroecosystems that use agroecological practices and are surrounded by a moderately heterogeneous matrix have better attributes to initiate the agroecological transition process at the community level. The objective of our study is to validate the MAS as a useful methodology for characterizing the landscape of the participating agroecosystems and how these are related to the application of agroecological practices, in a context of agroecological transition of a group of farmers in the Maule region, specifically the area near the commune of San Clemente, Chile.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec3">
<label>2.1</label>
<title>Study area</title>
<p>The Maule region is located within the Chilean Mediterranean (see <xref ref-type="fig" rid="fig1">Figure 1</xref>), and presents an area of 30296.1&#x2009;km2, which represents 4.0% of the national surface, has a population of about 1&#x2009;million inhabitants and a rich agrarian cultural diversity, where the rural population represents 33.6% of the regional total, about 330&#x2009;thousand inhabitants (<xref ref-type="bibr" rid="ref28">INE, 2017</xref>). It presents a warm and sub-humid climate of Mediterranean type, where there are four geomorphological zones: Andean Mountain range, intermediate depression, coastal mountain range and coastal plains. This allows the existence of native vegetation and the development of agricultural and forestry activities (<xref ref-type="bibr" rid="ref43">ODEPA, 2018</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Study area, in blue point agroecosystem, the green buffer is landscape assessment.</p>
</caption>
<graphic xlink:href="fsufs-07-1241648-g001.tif"/>
</fig>
<p>The area known as the intermediate depression, also known as the Central Valley, has a characteristic Mediterranean climate with cold, wet winters and hot, dry summers. It is considered a priority region for the conservation of world biodiversity (<xref ref-type="bibr" rid="ref39">Myers et al., 2000</xref>) due to its high level of endemism and continuous habitat loss, as it is where most of the agricultural sector is located today. It is dominated by export crops, which occupy 90% of the land, out of a total of 811,480&#x2009;ha available, and are represented in percentage terms by forestry plantations (60.8%), fruit trees and vineyards (12.4%), cereals (9.1%) and fodder crops (5.7%). With a much smaller area are vegetables, legumes, tubers and home gardens, which reach 22,236&#x2009;ha planted, representing no more than 2.7% of the total regional area available (<xref ref-type="bibr" rid="ref43">ODEPA, 2018</xref>).</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Construction of MAS as an index of agrobiodiversity at the local scale</title>
<p>Satellite images [Sentinel 2] available for March 2022 (see list of images in the <xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>) were used to characterize the landscape by photointerpretation, and only for the identification of patches of native vegetation and water bodies present in the landscape, vector information corresponding to the CONAF vegetation cadastre (<xref ref-type="bibr" rid="ref13">CONAF, 2021</xref>) was used (<xref ref-type="table" rid="tab1">Table 1</xref>). Patch extent metrics and distances between patches and agroecosystems were processed and analyzed with Qgis and RStudio software using the sf, terra and rgdal libraries (<xref ref-type="bibr" rid="ref02">QGIS Development Team, 2021</xref>; <xref ref-type="bibr" rid="ref48">R Core Team, 2023</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Spatial information used, description and source.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Type of information</th>
<th align="left" valign="top">Description</th>
<th align="left" valign="top">Source</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Sentinel</td>
<td align="left" valign="top">Satellite information, raster type, with 10&#x2009;m spatial resolution, 7&#x2009;days temporal resolution and 13 bands spectral resolution.</td>
<td align="left" valign="top">European Space Agency (ESA)</td>
</tr>
<tr>
<td align="left" valign="top">Catastro Vegetacional</td>
<td align="left" valign="top">Vector information updated in 2016 and published in 2018, processed to have a minimum mapping unit of 0.5&#x2009;ha for land use forests and water bodies.</td>
<td align="left" valign="top">Corporaci&#x00F3;n Nacional Forestal (CONAF)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In order to characterize and analyze the relationship between the agroecosystems of the Maule region, specifically the area near the municipality of San Clemente and the surrounding landscape, the methodology proposed by <xref ref-type="bibr" rid="ref34">Le&#x00F3;n-Sicard et al. (2018)</xref>. Main Agroecological Structure [EAM], expressed in equation [1], is used to characterize the design of agroecosystems and their relationship with the surrounding landscape over time in an integrated manner. The Kruskal-Wallis test was used to assess significant differences between agroecosystem types.</p>
<disp-formula id="E1">
<label>(1)</label>
<mml:math id="M1">
<mml:mtable columnalign="left">
<mml:mtr>
<mml:mtd>
<mml:mi mathvariant="normal">M</mml:mi>
<mml:mi mathvariant="normal">A</mml:mi>
<mml:mi mathvariant="normal">S</mml:mi>
<mml:mo>=</mml:mo>
<mml:mi mathvariant="normal">CMELS</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi mathvariant="normal">E</mml:mi>
<mml:mi mathvariant="normal">E</mml:mi>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi mathvariant="normal">E</mml:mi>
<mml:mi mathvariant="normal">I</mml:mi>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi mathvariant="normal">D</mml:mi>
<mml:mi mathvariant="normal">E</mml:mi>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi mathvariant="normal">D</mml:mi>
<mml:mi mathvariant="normal">I</mml:mi>
<mml:mi mathvariant="normal">C</mml:mi>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mspace width="4.5em"/>
<mml:mo>+</mml:mo>
<mml:mi mathvariant="normal">LU</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi mathvariant="normal">W</mml:mi>
<mml:mi mathvariant="normal">M</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi mathvariant="normal">OP</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi mathvariant="normal">P</mml:mi>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mi mathvariant="normal">A</mml:mi>
<mml:mspace width="0.25em"/>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:math>
</disp-formula>
<p>This methodological tool allows us to look at the ecological, social and cultural links that exist between an agroecosystem and its environment [buffer zone], with an emphasis on water bodies, semi-natural areas and other non-productive uses. The buffer zone of [500&#x2009;m] was defined as an area within which, for example, insect movements (<xref ref-type="bibr" rid="ref49">Raymond et al., 2015</xref>) of interest to participating farmers and researchers could be distinguished. It was calculated using the agroecosystem perimeter and corresponds to a measure to normalize differences in total area between the types of agroecosystems studied (livestock, orchard, and horticulture). The index focuses on the quantitative and qualitative measurement of agrobiodiversity, particularly in terms of structure. The indicators used to construct the index are described in the <xref ref-type="table" rid="tab2">Table 2</xref>.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Metrics evaluated, description and methods.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Parameter</th>
<th align="left" valign="top">Description</th>
<th align="left" valign="top">Method</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Connection with the main ecological landscape structure [CMELS]</td>
<td align="left" valign="top">Assesses the distance [m] of the farm in relation to the nearby fragments of natural vegetation, mainly forest covers and bodies of water.</td>
<td align="left" valign="top">GIS/focus group</td>
</tr>
<tr>
<td align="left" valign="top">Extension of external connectors [EEC]</td>
<td align="left" valign="top">Evaluates the percentage of the linear extension of live fences located in the perimeter of the farms.</td>
<td align="left" valign="top">GIS/focus group</td>
</tr>
<tr>
<td align="left" valign="top">Extension of internal connectors [(EIC)]</td>
<td align="left" valign="top">Evaluates the percentage of the linear extension of the rows of vegetation but internally.</td>
<td align="left" valign="top">GIS/focus group</td>
</tr>
<tr>
<td align="left" valign="top">Diversification of external connectors [DEC]</td>
<td align="left" valign="top">Evaluates the diversity of live fences or hedges located in the perimeter of the major agroecosystem.</td>
<td align="left" valign="top">GIS/<break/>Interview/<break/>focus group</td>
</tr>
<tr>
<td align="left" valign="top">Diversification of internal connectors [DIC]</td>
<td align="left" valign="top">Evaluates the diversification of internal live fences.</td>
<td align="left" valign="top">GIS/<break/>Interview/<break/>focus group</td>
</tr>
<tr>
<td align="left" valign="top">Use and Soil Conservation [USC]</td>
<td align="left" valign="top">This parameter evaluates the distribution percentage of different covers within the farm and the conservation of the soil (evidences of erosion).</td>
<td align="left" valign="top">GIS/<break/>Interview/<break/>focus group</td>
</tr>
<tr>
<td align="left" valign="top">Management of Weeds [MW]</td>
<td align="left" valign="top">Evaluates the management practices and systems of weeds.</td>
<td align="left" valign="top">Interview/focus group</td>
</tr>
<tr>
<td align="left" valign="top">Other management Practices [OP]</td>
<td align="left" valign="top">Is an indicator that expresses the type of production system (ecological, conventional or in transition) of each farm</td>
<td align="left" valign="top">Interview/focus group</td>
</tr>
<tr>
<td align="left" valign="top">Perception-Awareness [PA]</td>
<td align="left" valign="top">Evaluates the degree of conceptual clarity and awareness of producers regarding agrobiodiversity.</td>
<td align="left" valign="top">Interview/focus group</td>
</tr>
<tr>
<td align="left" valign="top">Level of Capacity for Action [CA]</td>
<td align="left" valign="top">Evaluates the capacities and possibilities of farmers to establish, maintain or improve their MAS</td>
<td align="left" valign="top">Interview/focus group</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Data collection</title>
<p>Qualitative and quantitative methods were combined to analyze the biophysical and agroecological conditions present in each agroecosystem. The following tools were used for data collection.</p>
<sec id="sec6">
<label>2.3.1</label>
<title>Workshop</title>
<p>Two extended workshops were held with a total of 65 farmers from the Maule region, specifically the area near the commune of San Clemente. This workshop defined the main problems and strengths of the group and some possible collective strategies for agroecological transition.</p>
</sec>
<sec id="sec7">
<label>2.3.2</label>
<title>Focus group</title>
<p>Four group workshops were held with a balanced sample of the main crops present in the municipality. In the workshops, the variables and evaluation criteria of the main agroecological structure of the agroecosystems were diagnosed in a participatory way. For each agroecosystem and its buffer zone, a map was produced where the farmer identified the different types of soil, areas of native vegetation, water bodies and connections present (more details in the <xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>).</p>
</sec>
<sec id="sec8">
<label>2.3.3</label>
<title>Surveys and semi-structured interviews</title>
<p>Surveys were conducted in each of the agroecosystems studied (<italic>N</italic>&#x2009;=&#x2009;36), using a questionnaire consisting of closed multiple-choice questions and some open-ended questions (<xref ref-type="bibr" rid="ref14">C&#x00F3;rdoba et al., 2020</xref>). This allowed a greater degree of flexibility and depth in obtaining information (more details in the <xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>).</p>
</sec>
</sec>
</sec>
<sec sec-type="results" id="sec9">
<label>3</label>
<title>Results</title>
<sec id="sec10">
<label>3.1</label>
<title>Issues for the agroecological transition of agroecosystems</title>
<p>The workshops initially identified some of the problems that the group of participating farmers identified as priorities in their agroecosystem, see <xref ref-type="table" rid="tab3">Table 3</xref>, including the lack of support for agroecological transition from the state and its agencies, technical difficulties such as pest, disease, and weed control, low yields, and low sales prices. The increase in external inputs and the general devaluation of traditional knowledge of the farmers were some of the most frequent observations made in the workshops held.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Weighting of the main problems according to farmers.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Issues</th>
<th align="center" valign="top">Relative frequency</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Lack of support from the state and its institutions for the development of more distribution and marketing channels for family agriculture with a focus on agroecological production.</td>
<td align="center" valign="top">18%</td>
</tr>
<tr>
<td align="left" valign="top">Monocultures under greenhouses, pests, diseases and competition from weeds.</td>
<td align="center" valign="top">17%</td>
</tr>
<tr>
<td align="left" valign="top">Devaluation of peasant knowledge, lack of practical technical knowledge to implement the agro-ecological transition of peasant family agriculture.</td>
<td align="center" valign="top">16%</td>
</tr>
<tr>
<td align="left" valign="top">Very low yields and selling prices</td>
<td align="center" valign="top">15%</td>
</tr>
<tr>
<td align="left" valign="top">High cost of agricultural inputs (fertilizer, feed, pesticides)</td>
<td align="center" valign="top">14%</td>
</tr>
<tr>
<td align="left" valign="top">Climate change, drought and freeze damage</td>
<td align="center" valign="top">13%</td>
</tr>
<tr>
<td align="left" valign="top">Lack of associativity among farmers in the same field or area.</td>
<td align="center" valign="top">4%</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec11">
<label>3.2</label>
<title>The main agroecological structure of the Mediterranean agroecosystems</title>
<p>The results show that, in general, the Mediterranean agroecosystems studied cover an average area of 1.96&#x2009;&#x00B1;&#x2009;0.1&#x2009;ha, with a low presence of native vegetation patches and water bodies within the agroecosystems and in the surrounding landscape, reaching no more than 4.0&#x2009;&#x00B1;&#x2009;0.2% of the total area studied covered by native forest and 0.3&#x2009;&#x00B1;&#x2009;0.05% of the total area with water bodies. Most of the native vegetation types present are of the renoval type of sclerophyll forest, with formations dominated by <italic>Cryptocarya alba</italic> (Chilean peumo), <italic>Quillaja saponaria Mol</italic>. (Quillay) and [<italic>Lithrea caustica Mol.</italic> (Liter) species]. The connection between the agroecosystems and the few surrounding patches of native vegetation or water bodies present was low or zero, as can be seen from the average distance between the patches and the center of each agroecosystem [DFFCF DBWCF], where only for horticulture patches of water bodies and native vegetation were found.</p>
<p>In general, distances between native vegetation patches and water bodies were smaller in vegetable agroecosystems, but the presence of patches in the buffer zone was significantly higher in livestock systems. Mean distances between native vegetation patches were low for all three agroecosystem types, with a mean of 31.4&#x2009;&#x00B1;&#x2009;1.8&#x2009;m. The distance between water body patches was 17.8&#x2009;&#x00B1;&#x2009;5.6 and the distance from the center of the agroecosystems to the water body patches was 37.3&#x2009;&#x00B1;&#x2009;28.4 (see <xref ref-type="table" rid="tab4">Table 4</xref>).</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Results metrics evaluated (mean&#x2009;&#x00B1;&#x2009;error deviation).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="left" valign="top">Livestock (<italic>n</italic>&#x2009;=&#x2009;14)</th>
<th align="left" valign="top">Orchards (<italic>n</italic>&#x2009;=&#x2009;5)</th>
<th align="left" valign="top">Horticulture (<italic>n</italic>&#x2009;=&#x2009;17)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Area (ha)</td>
<td align="char" valign="middle" char="&#x00B1;">3.17 &#x00B1; 1.3</td>
<td align="char" valign="middle" char="&#x00B1;">1.88 &#x00B1; 1.1</td>
<td align="char" valign="middle" char="&#x00B1;">0.86 &#x00B1; 0.3</td>
</tr>
<tr>
<td align="left" valign="middle">Parameter</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Parch of Forests (%)</td>
<td align="char" valign="middle" char="&#x00B1;">8.9 &#x00B1; 3.5</td>
<td align="char" valign="middle" char="&#x00B1;">2.3 &#x00B1; 1.4</td>
<td align="char" valign="middle" char="&#x00B1;">0.9 &#x00B1; 0.5</td>
</tr>
<tr>
<td align="left" valign="middle">Parch bodies of w&#x00E1;ter (%)</td>
<td align="char" valign="middle" char="&#x00B1;">&#x2013;</td>
<td align="char" valign="middle" char="&#x00B1;">&#x2013;</td>
<td align="char" valign="middle" char="&#x00B1;">0.7 &#x00B1; 0.2</td>
</tr>
<tr>
<td align="left" valign="middle">CMELS</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">
<list list-type="bullet">
<list-item>
<p><italic>Distance between forest fragments (m)</italic></p>
</list-item>
</list>
</td>
<td align="char" valign="middle" char="&#x00B1;">42.5 &#x00B1; 19.1</td>
<td align="char" valign="middle" char="&#x00B1;">43.3 &#x00B1; 36.1</td>
<td align="char" valign="middle" char="&#x00B1;">18.8 &#x00B1; 13.7</td>
</tr>
<tr>
<td align="left" valign="middle">
<list list-type="bullet">
<list-item>
<p><italic>Distance of forest fragments to the center of the farm (m)</italic></p>
</list-item>
</list>
</td>
<td align="char" valign="middle" char="&#x00B1;">137.8 &#x00B1; 45.5</td>
<td align="char" valign="middle" char="&#x00B1;">234.6 &#x00B1; 95.7</td>
<td align="char" valign="middle" char="&#x00B1;">128.3 &#x00B1; 50.2</td>
</tr>
<tr>
<td align="left" valign="middle">
<list list-type="bullet">
<list-item>
<p><italic>Distance between bodies of water (m)</italic></p>
</list-item>
</list>
</td>
<td align="char" valign="middle" char="&#x00B1;">&#x2013;</td>
<td align="char" valign="middle" char="&#x00B1;">&#x2013;</td>
<td align="char" valign="middle" char="&#x00B1;">17.8 &#x00B1; 5.6</td>
</tr>
<tr>
<td align="left" valign="middle">
<list list-type="bullet">
<list-item>
<p><italic>Distance of bodies of water to the center of the farm (m)</italic></p>
</list-item>
</list>
</td>
<td align="char" valign="middle" char="&#x00B1;">&#x2013;</td>
<td align="char" valign="middle" char="&#x00B1;">&#x2013;</td>
<td align="char" valign="middle" char="&#x00B1;">37.3 &#x00B1; 28.4</td>
</tr>
<tr>
<td align="left" valign="middle">EEC</td>
<td align="left" valign="middle">[Discontinuous perimeter-Moderately continuous perimeter]</td>
<td align="left" valign="middle">[Strongly discontinuous perimeter-Discontinuous perimeter]</td>
<td align="left" valign="middle">[Discontinuous perimeter-Moderately continuous perimeter]</td>
</tr>
<tr>
<td align="left" valign="middle">EIC</td>
<td align="left" valign="middle">[Very low connectivity-Low connectivity]</td>
<td align="left" valign="middle">[Low connectivity]</td>
<td align="left" valign="middle">[Very low connectivity-Low connectivity]</td>
</tr>
<tr>
<td align="left" valign="middle">DEC</td>
<td align="left" valign="middle">[Little diversified perimeter-Slightly diversified perimeter]</td>
<td align="left" valign="middle">[Little diversified perimeter-Slightly diversified perimeter]</td>
<td align="left" valign="middle">[Little diversified perimeter]</td>
</tr>
<tr>
<td align="left" valign="middle">DIC</td>
<td align="left" valign="middle">[Little diversified perimeter-Slightly diversified perimeter]</td>
<td align="left" valign="middle">[Little diversified perimeter-Slightly diversified perimeter]</td>
<td align="left" valign="middle">[Little diversified perimeter-Slightly diversified perimeter]</td>
</tr>
<tr>
<td align="left" valign="middle">USC</td>
<td align="left" valign="middle">Polycultures and agrosilvopastoral systems are present in a medium percentage of the covers</td>
<td align="left" valign="middle">Polycultures and agrosilvopastoral systems are present in a low percentage of the covers</td>
<td align="left" valign="middle">Polycultures and agrosilvopastoral systems are present in a medium percentage of the covers</td>
</tr>
<tr>
<td align="left" valign="middle">WM</td>
<td align="left" valign="middle">Weeds are not managed</td>
<td align="left" valign="middle">Weeds are not managed</td>
<td align="left" valign="middle">[Weeds are not managed]</td>
</tr>
<tr>
<td align="left" valign="middle">OP</td>
<td align="left" valign="middle">[Conventional management practices]</td>
<td align="left" valign="middle">[Management practices in the reconversion process]</td>
<td align="left" valign="middle">[Management practices in the reconversion process]</td>
</tr>
<tr>
<td align="left" valign="middle">PA</td>
<td align="left" valign="middle">Low or no degree of environmental awareness and knowledge of the role of biodiversity</td>
<td align="left" valign="middle">High degree of environmental awareness&#x2014;low or medium knowledge of the role of biodiversity</td>
<td align="left" valign="middle">High degree of environmental awareness&#x2014;low or medium knowledge of the role of biodiversity</td>
</tr>
<tr>
<td align="left" valign="middle">CA</td>
<td align="left" valign="middle">High possibilities of action</td>
<td align="left" valign="middle">Medium possibilities of action.</td>
<td align="left" valign="middle">High possibilities of action</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The MAS of the evaluated agroecosystems can be considered as slightly developed, with a calculated mean of 52.6&#x2009;&#x00B1;&#x2009;0.27. Livestock agroecosystems received the highest and lowest scores for the main agroecological structure, i.e., agroecosystems with important proportions of native forest and water bodies in the buffer zone, which were also connected by vegetation edges, and others that did not have any of these types of patches were characterized. As there were no statistical differences between the types of agroecosystems assessed (Kruskal-Wallis, <italic>p</italic>&#x2009;=&#x2009;0.14), the distribution of observations can be seen in <xref ref-type="fig" rid="fig2">Figure 2</xref>. The mean was calculated for livestock (53.4&#x2009;&#x00B1;&#x2009;3.2), orchards (55.7&#x2009;&#x00B1;&#x2009;2.9) and horticulture (49.5&#x2009;&#x00B1;&#x2009;1.8) (More details in the <xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Boxplot by type of agroecosystems evaluated.</p>
</caption>
<graphic xlink:href="fsufs-07-1241648-g002.tif"/>
</fig>
</sec>
<sec id="sec12">
<label>3.3</label>
<title>Agroecological practices and their contribution to the collective construction of the landscape</title>
<p>The research process allowed us, through the application of the MAS methodology, to know in detail the management that each farmer carries out in his agroecosystem. A set of 11 practices was identified (see <xref ref-type="table" rid="tab5">Table 5</xref>), recognized for their positive contribution to key ecological functions for Mediterranean agricultural systems, soil fertility, natural regulation of pest organisms and weed control. At least 50% of the agroecosystems studied use spatial and temporal diversification as a strategy to maintain soil fertility. These strategies include at least 3 agroecological practices, crop rotation [85.3%], crop diversification in the agroecosystem [73.5%] and integration of the animal component [67.6%], whether it is sheep, cattle or poultry production systems.</p>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>Practices used by type of agroecosystem.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">Livestock (<italic>n</italic>&#x2009;=&#x2009;14)</th>
<th align="center" valign="top">Orchards (<italic>n</italic>&#x2009;=&#x2009;5)</th>
<th align="center" valign="top">Horticulture (<italic>n</italic>&#x2009;=&#x2009;17)</th>
<th align="center" valign="top">(<italic>N</italic>&#x2009;=&#x2009;36)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" char="." colspan="5">Managements</td>
</tr>
<tr>
<td align="left" valign="top">Animal Breeding</td>
<td align="center" valign="top">71%</td>
<td align="center" valign="top">40%</td>
<td align="center" valign="top">73%</td>
<td align="char" valign="top" char=".">67.6%</td>
</tr>
<tr>
<td align="left" valign="top">No/natural fertilizers</td>
<td align="center" valign="top">36%</td>
<td align="center" valign="top">60%</td>
<td align="center" valign="top">20%</td>
<td align="char" valign="top" char=".">32.3%</td>
</tr>
<tr>
<td align="left" valign="top">Crop rotation</td>
<td align="center" valign="top">71%</td>
<td align="center" valign="top">80%</td>
<td align="center" valign="top">100%</td>
<td align="char" valign="top" char=".">85.3%</td>
</tr>
<tr>
<td align="left" valign="top">Crop diversification</td>
<td align="center" valign="top">57%</td>
<td align="center" valign="top">20%</td>
<td align="center" valign="top">93%</td>
<td align="char" valign="top" char=".">73.5%</td>
</tr>
<tr>
<td align="left" valign="top">Fallow</td>
<td align="center" valign="top">43%</td>
<td align="center" valign="top">20%</td>
<td align="center" valign="top">40%</td>
<td align="char" valign="top" char=".">38.2%</td>
</tr>
<tr>
<td align="left" valign="top">Light tillage</td>
<td align="center" valign="top">36%</td>
<td align="center" valign="top">40%</td>
<td align="center" valign="top">47%</td>
<td align="char" valign="top" char=".">44.1%</td>
</tr>
<tr>
<td align="left" valign="top">Crop association</td>
<td align="center" valign="top">64%</td>
<td align="center" valign="top">40%</td>
<td align="center" valign="top">80%</td>
<td align="char" valign="top" char=".">70.6%</td>
</tr>
<tr>
<td align="left" valign="top">Aromatic plants</td>
<td align="center" valign="top">42%</td>
<td align="center" valign="top">60%</td>
<td align="center" valign="top">67%</td>
<td align="char" valign="top" char=".">55.8%</td>
</tr>
<tr>
<td align="left" valign="top">Nest-boxes for insects</td>
<td align="center" valign="top">7%</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top">7%</td>
<td align="char" valign="top" char=".">5.9%</td>
</tr>
<tr>
<td align="left" valign="top">No/natural pesticides</td>
<td align="center" valign="top">43%</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top">13%</td>
<td align="char" valign="top" char=".">23.5%</td>
</tr>
<tr>
<td align="left" valign="top">No/natural herbicides</td>
<td align="center" valign="top">29%</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top">7%</td>
<td align="char" valign="top" char=".">14.7%</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Natural pest regulation is another key element in agroecosystems with Mediterranean, in the group no strategies developed to optimize this ecological process were identified, however, at least 50% of farmers use, crop association [70.6%] and the inclusion of aromatic plants [55.8%]. It is important to highlight the use of chemical products in an important group of agroecosystems [76%] to replace the ecological processes of soil fertility and natural pest regulation.</p>
</sec>
</sec>
<sec sec-type="discussion" id="sec13">
<label>4</label>
<title>Discussion</title>
<sec id="sec14">
<label>4.1</label>
<title>Contributions to the use of MAS in practice and methodological adaptations</title>
<p>In this study, the methodology proposed by <xref ref-type="bibr" rid="ref34">Le&#x00F3;n-Sicard et al. (2018)</xref> was used, as at the time of the fieldwork, the update of the methodology carried out in 2022 had not yet been officially published. The work of <xref ref-type="bibr" rid="ref47">Quintero et al. (2022)</xref> promotes an equitable weighting, through the aggregation or balanced summation of each of the parameters involved in the construction of the MAS, which included the metrics of composition, configuration, heterogeneity, and landscape management practices used in each agroecosystem (<xref ref-type="bibr" rid="ref16">Fahrig et al., 2011</xref>). Given the apparent link between management practices and ES provision (<xref ref-type="bibr" rid="ref45">Palomo-Campesino et al., 2018</xref>, <xref ref-type="bibr" rid="ref44">2022</xref>), it is crucial to identify which agroecosystems have the potential to contribute to ES provision and which do not, as illustrated in <xref ref-type="fig" rid="fig3">Figure 3</xref> and highlighted by <xref ref-type="bibr" rid="ref55">Sirami et al. (2019)</xref>. The MAS values recorded ranged from 35 to 79, indicating a gradient between the agroecosystems studied, with one group with a poorly developed agroecological structure and considerable cultural potential, and another group with an agroecological structure in a moderately developed state, with management differences observed between the agroecosystems studied and a high degree of isolation from the ecological structure of the surrounding landscape.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Geospatial location and assesment MAS of Mediterranean agroecosystems in the Region del Maule, Chile.</p>
</caption>
<graphic xlink:href="fsufs-07-1241648-g003.tif"/>
</fig>
<p>The use of maps and other GIS tools allowed for a participatory characterization of the landscape surrounding the agroecosystems studied, working together with farmers to identify strengths and weaknesses at the landscape scale. In this context, the MAS methodology allows aspects of landscape composition and configuration to be observed in an integrated manner, allowing for the standardization and local refinement of the landscape metrics used (<xref ref-type="bibr" rid="ref35">Liere et al., 2017</xref>). Including the perspective of the farmers&#x2019; group (PA) on what they perceive as environmental degradation and biodiversity loss, which was little developed at the beginning of the workshops conducted. On the other hand, farmers also recognize an important individual and collective capacity for action (CA) that could significantly improve what is done in their production units.</p>
<p>Particularly in this region, the agriculture landscapes show a high homogeneity from an agricultural point of view, dominated in the last 20&#x2009;years by the increase of forest plantations and agricultural export crops (<xref ref-type="bibr" rid="ref15">D&#x00ED;az-Hormaz&#x00E1;bal and Gonz&#x00E1;lez, 2016</xref>; <xref ref-type="bibr" rid="ref57">Tapia and Morais, 2020</xref>). It is therefore not surprising that the valorization of the extension (EEC; EIC) and diversification (DEC and DIC) of the external and internal connectors of the agroecosystems are mostly low, since these agroecosystems do not have an established agroecological design, which is reflected in external connectors at the periphery that are abandoned and in some cases non-existent, internal connectors with low or no connectivity between the different areas within the agroecosystem, and in both cases, external and internal connectors, with a low diversity of tree and shrub plant species present. In this territory, agroecosystems play an important role in the conservation of organisms in an important global biodiversity hotspot (<xref ref-type="bibr" rid="ref27">Henr&#x00ED;quez-Piskulich et al., 2021</xref>).</p>
<p>A transversal characteristic of the agroecosystems studied is the integration of the animal component, which in practice is observed as different land uses (USC) in the agroecosystem, where these agrosilvopastoral subsystems are included, using an average area of less than 50% of each farm studied. Management of Weeds (MW) is mostly conventional, where mechanical control and the use of herbicides for weed control predominate. In general, the agroecosystems are characterized by conventional management, which includes at least 5 practices that, if properly applied, could serve as a basis for conversion to agroecological systems.</p>
<p>The use of landscape metrics for the construction of MAS, through methodological tools such as the creation of collective maps, makes it easier for farmers to understand the importance of the internal and external connectivity of the biodiversity of each agroecosystem with the agricultural matrix that surrounds it (<xref ref-type="bibr" rid="ref01">Cattaneo et al., 2018</xref>). In addition, these tools allow researchers and other stakeholders to visualize some of the most common and necessary technical issues that need to be addressed in each context.</p>
</sec>
<sec id="sec15">
<label>4.2</label>
<title>Perspectives for future research at local level</title>
<p>In order to promote the agroecological transition and expand the scale of agroecological experience (<xref ref-type="bibr" rid="ref23">Gonz&#x00E1;lez de Molina et al., 2017</xref>), it is important to work with farmers through the use of practical, horizontal evaluation methods that take into account different scales, from the agroecosystem (<xref ref-type="bibr" rid="ref42">Nicholls et al., 2020</xref>; <xref ref-type="bibr" rid="ref56">Tamburini et al., 2020</xref>) to the landscape (<xref ref-type="bibr" rid="ref34">Le&#x00F3;n-Sicard et al., 2018</xref>; <xref ref-type="bibr" rid="ref60">Vanbergen et al., 2020</xref>), which allow a better understanding of the impact of management on the agroecological landscape of all actors involved in this research, a complex and non-linear process that requires attention.</p>
<p>To achieve agroecological landscapes, it is crucial to understand the biodiversity patterns, biological interactions, and mechanisms of the natural ecosystems present in the territory (<xref ref-type="bibr" rid="ref8">Brauman et al., 2020</xref>; <xref ref-type="bibr" rid="ref30">Jeanneret et al., 2021</xref>), and to engage farmers in a bottom-up, context-specific approach to improve services at the landscape scale (<xref ref-type="bibr" rid="ref4">Barrios et al., 2020</xref>; <xref ref-type="bibr" rid="ref8">Brauman et al., 2020</xref>). In addition, it would be important to assess at the local scale the contribution that the portions of native vegetation cover [native forest or scrub] in the landscape adjacent to the agroecosystems included in this study could make to the provision of ecosystem services, such as natural regulation of pests and diseases at the landscape scale (<xref ref-type="bibr" rid="ref61">Wratten et al., 2019</xref>). Considering that only a proportional 20% of the total area devoted to non-agricultural land could significantly improve the impact on local biodiversity and ES provision, reducing dependence on agricultural inputs by up to 50% (<xref ref-type="bibr" rid="ref21">Garibaldi et al., 2021</xref>).</p>
<p>The MAS methodology is a useful collective planning tool in the process of socio-ecological transition, allowing the involvement of different actors of the territory (<xref ref-type="bibr" rid="ref47">Quintero et al., 2022</xref>). Since participatory and quantitative methods are used in a combined way, accurate and relevant assessments of agroecological transitions can be made (<xref ref-type="bibr" rid="ref58">Teixeira et al., 2018</xref>). This also allows a future work plan in terms of planning, seeking an integral connection of the environment of each agroecosystem, which can even be replicated and extended to peri-urban and urban production systems (<xref ref-type="bibr" rid="ref59">Vaarst et al., 2018</xref>). In addition, successful cases of farmers were identified to become beacons that stimulate and guide the adoption of agroecological practices and principles in local communities of the area, where the recovery of traditional agricultural systems and their management, which have historically offered promising models of sustainability and resilience, can be observed (<xref ref-type="bibr" rid="ref41">Nicholls and Altieri, 2018</xref>).</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec16">
<label>5</label>
<title>Conclusion</title>
<p>This study allowed us to characterize the main agroecological structure of the agroecosystems of the Maule region, specifically the area near the commune of San Clemente. The MAS methodology was useful to understand the partial complexity of the agroecosystems and their surrounding landscapes, which are generally in a slightly developed state. This evaluation is an important first input for a second level of research, whose objective is to answer if indeed the agricultural systems surrounded by a complex landscape matrix and that correctly apply agroecological practices present a better provision of ecosystem services in their properties. And where the MAS plays a valuable role in facilitating a complex learning process between the different actors of the territory.</p>
</sec>
<sec sec-type="data-availability" id="sec17">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="sec18">
<title>Author contributions</title>
<p>AS-R conceived and designed the experiments, analyzed the data, wrote the manuscript, prepared the figures and tables, and authored or reviewed drafts of the paper, approved the final draft. RC-H conceived and designed the experiments, authored or reviewed drafts of the paper, approved the final draft. MA conceived and designed the experiments, authored or reviewed drafts of the paper, approved the final draft. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<ack>
<p>We are grateful to the Local Development Program (PRODESAL-SAN CLEMENTE), Municipality of San Clemente.</p>
</ack>
<sec sec-type="COI-statement" id="sec19">
<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>
<sec id="sec100" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="sec20">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fsufs.2023.1241648/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fsufs.2023.1241648/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.DOCX" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table_2.XLSX" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Presentation_1.PPTX" id="SM3" mimetype="application/vnd.openxmlformats-officedocument.presentationml.presentation" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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