<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article">
 <front>
  <journal-meta>
   <journal-id journal-id-type="publisher-id">
    gep
   </journal-id>
   <journal-title-group>
    <journal-title>
     Journal of Geoscience and Environment Protection
    </journal-title>
   </journal-title-group>
   <issn pub-type="epub">
    2327-4336
   </issn>
   <issn publication-format="print">
    2327-4344
   </issn>
   <publisher>
    <publisher-name>
     Scientific Research Publishing
    </publisher-name>
   </publisher>
  </journal-meta>
  <article-meta>
   <article-id pub-id-type="doi">
    10.4236/gep.2025.135005
   </article-id>
   <article-id pub-id-type="publisher-id">
    gep-142616
   </article-id>
   <article-categories>
    <subj-group subj-group-type="heading">
     <subject>
      Articles
     </subject>
    </subj-group>
    <subj-group subj-group-type="Discipline-v2">
     <subject>
      Earth 
     </subject>
     <subject>
       Environmental Sciences
     </subject>
    </subj-group>
   </article-categories>
   <title-group>
    Effect of Site Size, Armed Group Presence, Conservation Model and Governance Mode on the Conservation Return on Investment across Selected Conservation Areas in the Grauer’s Gorilla (Gorilla beringei graueri) Range in Eastern Democratic Republic of the Congo
   </title-group>
   <contrib-group>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Urbain
      </surname>
      <given-names>
       Ngobobo
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref> 
     <xref ref-type="aff" rid="aff2"> 
      <sup>2</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Zo Hasina
      </surname>
      <given-names>
       Rabemananjara
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Bruno
      </surname>
      <given-names>
       Ramamonjisoa
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Augustin
      </surname>
      <given-names>
       Basabose
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff3"> 
      <sup>3</sup>
     </xref>
    </contrib>
   </contrib-group> 
   <aff id="aff1">
    <addr-line>
     aAntananarivo University, Antananarivo, Madagascar
    </addr-line> 
   </aff> 
   <aff id="aff2">
    <addr-line>
     aThe Dian Fossey Gorilla Fund, Goma, Democratic Republic of the Congo
    </addr-line> 
   </aff> 
   <aff id="aff3">
    <addr-line>
     aLwiro Natural Research Center, Lwiro, Democratic Republic of the Congo
    </addr-line> 
   </aff> 
   <pub-date pub-type="epub">
    <day>
     06
    </day> 
    <month>
     05
    </month>
    <year>
     2025
    </year>
   </pub-date> 
   <volume>
    13
   </volume> 
   <issue>
    05
   </issue>
   <fpage>
    60
   </fpage>
   <lpage>
    73
   </lpage>
   <history>
    <date date-type="received">
     <day>
      22,
     </day>
     <month>
      February
     </month>
     <year>
      2025
     </year>
    </date>
    <date date-type="published">
     <day>
      13,
     </day>
     <month>
      February
     </month>
     <year>
      2025
     </year> 
    </date> 
    <date date-type="accepted">
     <day>
      13,
     </day>
     <month>
      May
     </month>
     <year>
      2025
     </year> 
    </date>
   </history>
   <permissions>
    <copyright-statement>
     © Copyright 2014 by authors and Scientific Research Publishing Inc. 
    </copyright-statement>
    <copyright-year>
     2014
    </copyright-year>
    <license>
     <license-p>
      This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/
     </license-p>
    </license>
   </permissions>
   <abstract>
    The forests of the eastern Democratic Republic of the Congo are among the most biodiverse in the world. They are home to many endangered and endemic species, such as the Grauer’s gorilla (Gorilla beringei graueri). Governmentally protected areas (GPAs) in Grauer’s gorilla range face challenges to limit or halt poaching and bushmeat extraction, and it is unclear whether alternative community conservation models can overcome some of these challenges. Here, we examine how protected area (PA) size, conservation models (CM), mode of governance (GM), and the presence of armed groups relate to Return On Investment in land (ROIL) across selected PAs. As proxies of ROIL, we solicited information on the site coverage (area patrolled as a percentage of total surface area) and the level, extent, and trend of poaching or hunting from the [ecosystem or conservation] managers of 11 PA sites to Grauer’s gorillas, of which five were GPAs and six were community based protected areas (CPAs). We found substantial differences in apparent ROIL across PAs. CPA often had higher ROILs than GPA due to the former’s high site coverage, low levels, and decreasing trends in poaching or hunting, and a relatively low presence of armed groups. This suggests that community forests in Grauer’s gorilla range in eastern DRC may have the potential to help address and overcome some of the conservation management challenges currently facing the subspecies. However, follow-up studies are needed to explore the extent to which our findings can be attributed to factors such as the relatively smaller size of community forests, their specific geographical locations, differences in management models or ecosystem attributes (e.g., the presence of other fauna), or aspects related to the involvement of local communities.
   </abstract>
   <kwd-group> 
    <kwd>
     Return on Investment
    </kwd> 
    <kwd>
      Community-Based Conservation
    </kwd> 
    <kwd>
      Fortress Style Conservation
    </kwd> 
    <kwd>
      Poaching
    </kwd> 
    <kwd>
      Bushmeat
    </kwd> 
    <kwd>
      Armed Conflict
    </kwd> 
    <kwd>
      Grauer’s Gorilla Range
    </kwd> 
    <kwd>
      Congo Forest
    </kwd>
   </kwd-group>
  </article-meta>
 </front>
 <body>
  <sec id="s1">
   <title>1. Introduction</title>
   <p>The loss of biodiversity worldwide has long been recognized as a prominent political and social concern (<xref ref-type="bibr" rid="scirp.142616-32">
     Lele et al., 2010
    </xref>). A key component of strategies to protect biodiversity has been Protected Areas (PAs), defined as “a clearly defined geographical area, recognized, dedicated and managed, through legal or other effective means, to ensure the long-term maintenance of natural features and the ecosystem services, cultural features and other elements of value to society, whether expressed or not, and the sustainable use of all resources, both natural and cultural, within that area, in harmony with the objectives and purposes of the protected area” (<xref ref-type="bibr" rid="scirp.142616-19">
     Dudley, 2008
    </xref>). However, there are different PA approaches defined by their objectives and management strategies. Many governments have historically engaged in formal, “fortress conservation model” means of biodiversity conservation, often also called a “fence and fine” approach, through the creation of PAs in which human visitation and resource exploitation are strictly prohibited (<xref ref-type="bibr" rid="scirp.142616-21">
     Ervin et al., 2010
    </xref>; <xref ref-type="bibr" rid="scirp.142616-18">
     Doumenge et al., 2015
    </xref>; <xref ref-type="bibr" rid="scirp.142616-31">
     Jones et al., 2018
    </xref>; <xref ref-type="bibr" rid="scirp.142616-41">
     Naidoo et al., 2019
    </xref>; <xref ref-type="bibr" rid="scirp.142616-22">
     Filho et al., 2020
    </xref>; <xref ref-type="bibr" rid="scirp.142616-20">
     Elleason et al., 2021
    </xref>; <xref ref-type="bibr" rid="scirp.142616-3">
     Appleton et al., 2022
    </xref>). However, despite these efforts, global biodiversity continues to deteriorate at an alarming rate (<xref ref-type="bibr" rid="scirp.142616-19">
     Dudley, 2008
    </xref>; <xref ref-type="bibr" rid="scirp.142616-29">
     Hockings et al., 2008
    </xref>; <xref ref-type="bibr" rid="scirp.142616-48">
     Poisson, 2009
    </xref>; <xref ref-type="bibr" rid="scirp.142616-9">
     Butchart et al., 2010
    </xref>; <xref ref-type="bibr" rid="scirp.142616-34">
     Leverington et al., 2010
    </xref>; <xref ref-type="bibr" rid="scirp.142616-45">
     Pimm et al., 2014
    </xref>). This has prompted the search for alternative conservation models and the need to explore more effective conservation strategies, possibly combining fortress conservation models with more community-driven approaches (<xref ref-type="bibr" rid="scirp.142616-42">
     Naughton-Treves, Holland, &amp; Brandon, 2005
    </xref>; <xref ref-type="bibr" rid="scirp.142616-43">
     Nepstad et al., 2006
    </xref>; <xref ref-type="bibr" rid="scirp.142616-6">
     Bray et al., 2008
    </xref>).</p>
   <p>The continued deterioration of biodiversity and ecosystems has prompted governments and their partners to agree to extend and varied PAs (<xref ref-type="bibr" rid="scirp.142616-57">
     Venter et al., 2014
    </xref>; <xref ref-type="bibr" rid="scirp.142616-16">
     Di Minin, 2015
    </xref>), resulting in an increase in the land and sea area covered by governmentally protected areas “GPA” (categories I to IV) and other effective conservation measures (OEMCs), such as community protected area “CPA” (<xref ref-type="bibr" rid="scirp.142616-3">
     Appleton et al., 2022
    </xref>). Unfortunately, the expansion of GPAs does not always ensure more effective control of poaching, bushmeat extraction, and other extractive activities, which often remain a significant problem (<xref ref-type="bibr" rid="scirp.142616-7">
     Bruner et al., 2001
    </xref>; <xref ref-type="bibr" rid="scirp.142616-37">
     Maxwell et al., 2020
    </xref>; <xref ref-type="bibr" rid="scirp.142616-25">
     Graham et al., 2021
    </xref>). These challenges are often driven by the limited financial and logistical capacity of many GPAs to provide effective ground patrol coverage (<xref ref-type="bibr" rid="scirp.142616-7">
     Bruner et al., 2001
    </xref>; <xref ref-type="bibr" rid="scirp.142616-33">
     Lerner et al., 2007
    </xref>; <xref ref-type="bibr" rid="scirp.142616-25">
     Graham et al., 2021
    </xref>), issues that are particularly relevant for large PAs (<xref ref-type="bibr" rid="scirp.142616-12">
     Chardonnet, 2019
    </xref>). High site coverage by patrols is crucial for enforcing conservation measures (e.g., hunting restrictions), as rangers on the ground serve as the primary deterrent that renders higher-level legal policies effective (<xref ref-type="bibr" rid="scirp.142616-40">
     Moore et al., 2018
    </xref>).</p>
   <p>The failure to ensure the effective conservation of GPAs is a reality in the forests of the eastern Democratic Republic of the Congo (DRC). These forests are among the most crucial areas for biodiversity in the world and a priority for conservation (<xref ref-type="bibr" rid="scirp.142616-13">
     Dagallier et al., 2020
    </xref>; <xref ref-type="bibr" rid="scirp.142616-26">
     Grantham et al., 2020
    </xref>; <xref ref-type="bibr" rid="scirp.142616-55">
     Singh et al., 2021
    </xref>; <xref ref-type="bibr" rid="scirp.142616-3">
     Appleton et al., 2022
    </xref>). For example, they are home to several endemic species, such as the Grauer’s gorilla (Gorilla beringei graueri), a critically endangered subspecies (<xref ref-type="bibr" rid="scirp.142616-46">
     Plumptre et al., 2021
    </xref>). Grauer’s gorillas face several threats, including poaching, habitat loss and degradation, civil war, and climate change (<xref ref-type="bibr" rid="scirp.142616-46">
     Plumptre et al., 2021
    </xref>). These threats are exacerbated by the fact that all GPAs that host Grauer’s gorillas experience management difficulties (<xref ref-type="bibr" rid="scirp.142616-46">
     Plumptre et al., 2021
    </xref>) due to financial and logistical (personnel and equipment) constraints (<xref ref-type="bibr" rid="scirp.142616-2">
     Anthony et al., 2015
    </xref>; <xref ref-type="bibr" rid="scirp.142616-56">
     Trigg &amp; Tshimanga, 2020
    </xref>) and security issues resulting from recurrent wars and political instability (<xref ref-type="bibr" rid="scirp.142616-36">
     Mathys, 2017
    </xref>). These constraints, and additional difficulties regarding the inaccessibility of these forests, make it difficult for rangers and management personnel to patrol the full extent of GPAs (<xref ref-type="bibr" rid="scirp.142616-7">
     Bruner et al., 2001
    </xref>; <xref ref-type="bibr" rid="scirp.142616-25">
     Graham et al., 2021
    </xref>; <xref ref-type="bibr" rid="scirp.142616-11">
     Challender &amp; MacMillan, 2014
    </xref>; <xref ref-type="bibr" rid="scirp.142616-44">
     Persson, Rauset, &amp; Chapron, 2015
    </xref>). Alternative models of community forestry and community-based conservation concessions may overcome some of these issues, as they may require fewer patrolling resources due to higher community support for and adherence to conservation measures (<xref ref-type="bibr" rid="scirp.142616-14">
     Dawson et al., 2021
    </xref>; <xref ref-type="bibr" rid="scirp.142616-20">
     Elleason et al., 2021
    </xref>). This is particularly relevant for Grauer’s gorillas in DRC, as around 74% of their range is outside formal PAs (<xref ref-type="bibr" rid="scirp.142616-47">
     Plumptre et al., 2015
    </xref>; <xref ref-type="bibr" rid="scirp.142616-13">
     Dagallier et al., 2020
    </xref>; <xref ref-type="bibr" rid="scirp.142616-46">
     Plumptre et al., 2021
    </xref>).</p>
   <p>The conservation potential of community-led initiatives could add protection outside existing PAs (<xref ref-type="bibr" rid="scirp.142616-52">
     Shackleton et al., 2002
    </xref>), though the effectiveness of these models is a subject of debate (<xref ref-type="bibr" rid="scirp.142616-15">
     De Albuquerque &amp; De Oliveira, 2007
    </xref>; <xref ref-type="bibr" rid="scirp.142616-4">
     Armenteras, Rodríguez, &amp; Retana, 2009
    </xref>) and can be assessed using several criteria and indicators (<xref ref-type="bibr" rid="scirp.142616-34">
     Leverington et al., 2010
    </xref>). Here, we opted to compare proxies for a Return On Investment in Land (ROIL) between governmental (fortress) and community-based conservation areas, areas that further varied in surface area (size) and the presence of armed groups. We selected a proxy of patrol cover, the site coverage rate (SCR), to determine the relative capacity at given sites to actively patrol the forests and remove or deter threats (e.g., snares). We further gathered and compared data on poaching/hunting levels and temporal trends therein, under the assumption that range patrol coverage has a direct positive effect on the reduction of poaching activities (<xref ref-type="bibr" rid="scirp.142616-28">
     Hilborn et al., 2006
    </xref>).</p>
   <p>We explored the link between the characteristics of conservation areas (conservation model type, area size, presence of armed groups) and proxies of ROIL (SCR and poaching/hunting levels/trends) without setting a priori hypotheses, given inconsistent evidence in the literature. For example, regarding support for various “best practices” for conserving wildlife and forests, there are suggestions by some that community-based initiatives, which often also include social goals such as poverty alleviation in addition to conservation goals, are insufficient by themselves (<xref ref-type="bibr" rid="scirp.142616-27">
     Hackel, 1999
    </xref>; <xref ref-type="bibr" rid="scirp.142616-50">
     Sanderson &amp; Redford, 2004
    </xref>), while others find support for community-based conservation or a combination of models (<xref ref-type="bibr" rid="scirp.142616-59">
     Wilshusen et al., 2002
    </xref>; see <xref ref-type="bibr" rid="scirp.142616-30">
     Horwich &amp; Lyon, 2007
    </xref> for an overview of this discussion; <xref ref-type="bibr" rid="scirp.142616-53">
     Shahabuddin &amp; Rao, 2010
    </xref>). The optimal size of PAs is also a point of contention, with large PAs being effective in ensuring habitat connectivity and conservation of undisturbed habitats (<xref ref-type="bibr" rid="scirp.142616-23">
     Gaston et al., 2008
    </xref>; <xref ref-type="bibr" rid="scirp.142616-10">
     Cantú-Salazar &amp; Gaston, 2010
    </xref>; <xref ref-type="bibr" rid="scirp.142616-17">
     Di Minin et al., 2013
    </xref>; <xref ref-type="bibr" rid="scirp.142616-58">
     Watson et al., 2014
    </xref>; <xref ref-type="bibr" rid="scirp.142616-51">
     Saura et al., 2017
    </xref>), while small sites may have a disproportional contribution through their ability to reduce landscape fragmentation (<xref ref-type="bibr" rid="scirp.142616-5">
     Armsworth et al., 2018
    </xref>). Finally, we did predict that the presence of armed groups would reduce the ROIL, given issues with, for example, illegal resource exploitation that may follow armed conflict or the mere presence of armed groups (<xref ref-type="bibr" rid="scirp.142616-24">
     Glew &amp; Hudson, 2007
    </xref>).</p>
   <p>Our analyses, though preliminary, may give conservation practitioners information to design the most effective approach to protect Grauer’s gorillas and their native ecosystems, making clear choices for conservation models that ensure effective protective coverage (<xref ref-type="bibr" rid="scirp.142616-8">
     Butchart, Di Marco, &amp; Watson, 2016
    </xref>; <xref ref-type="bibr" rid="scirp.142616-5">
     Armsworth et al., 2018
    </xref>).</p>
  </sec><sec id="s2">
   <title>2. Methodology</title>
   <sec id="s2_1">
    <title>2.1. Study Area</title>
    <p>
     <xref ref-type="bibr" rid="scirp.142616-"></xref>We collected data on 11 sites in the Grauer’s gorilla range in eastern DRC (<xref ref-type="fig" rid="fig1">
      Figure 1
     </xref>). Among the 11 sites, five are GPAs of the fortress conservation model and six are CPAs of the community-based conservation model. Of the five GPAs of the fortress, two are directly managed by the state through the Institut Congolais Conservation Nature (ICCN), such as Maiko National Park (PNM) and Itombwe Natural Reserve (INR), two others are managed by conservation organizations through a public-private partnership (PPP) governance mode, including Virunga National Park (PNVi) and Kahuzi Biega National Park (KBNP), and the last one is managed by the communities through another type of partnership between local communities and the Congolese state, the Kisimba Ikobo Primates Reserve (RPKI). Among the six CPAs, five are directly managed by the communities themselves, including the Oku Community Reserve (RCO), Usala Gorilla Reserve (RGU), Utunda and Wassa Gorilla Reserve (REGOUWA), Muhuzi-Buhinda Gorilla Reserve (RGMB), and Lubutu Gorilla Reserve (REGOLU), and the last one, Nkuba Conservation Area (NCA), is managed through a partnership between local communities and a non-governmental conservation organization and designated as a separate management entity (SEM) governance mode (<xref ref-type="fig" rid="fig1">
      Figure 1
     </xref>).</p>
    <fig id="fig1" position="float">
     <label>Figure 1</label>
     <caption>
      <title>Figure 1. The study area is in the east of the Democratic Republic of the Congo. The green polygons represent the protected areas under the authority of the ICCN, including RNI, PNKB, PNM, PNVi, RGT, and RPKi. The dark red polygons represent community forests located under the fortress (RGMB, RGU, RCO, REGOUWA, UCOFOBI/REGOLU, and NCA).</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2173296-rId17.jpeg?20250609102532" />
    </fig>
   </sec>
   <sec id="s2_2">
    <title>2.2. Data Collection</title>
    <p>
     <xref ref-type="bibr" rid="scirp.142616-"></xref>In 2023, we solicited, via a questionnaire in French, data from 11 PA managers, in the case of all six CPAs, and chief park wardens for the five GPAs. The questionnaire was mixed with questions that allowed open-ended responses, and others were multiple-choice questions (see questionnaire in the appendix). We requested that respondents report the size (km<sup>2</sup>) of the site (a) and the area of the site covered or controlled by the rangers through patrols (b), from which we estimated the site coverage rate as b/a*100. We also solicited data on the level, extent, and trends of poaching/hunting, as well as information on deforestation, wildlife trends, and the presence of armed groups; we classified these responses according to preset categories as described below.</p>
    <p>Survey respondents were asked to categorize the level of poaching/hunting as being 1) very low (poses few or no obvious threats and negative impacts on the values and integrity of the site are likely to be minor), 2) low (poses some obvious threats and localized, but reversible negative impacts are anticipated), 3) high (poses a medium but obvious threat to the site, which may have localized negative impacts on the values and integrity of the site, but which may be reversible) or 4) very high (threats to the site are very high and current and/or predicted future impacts are likely to result in the irreversible loss of the majority of the values and integrity of the site). Where site managers could not provide such information, we classified the situation as 5) data deficient.</p>
    <p>Survey respondents were asked to estimate the extent of poaching/hunting as occurring 1) everywhere (affecting more than 50% of the surface area), 2) widespread (15% - 50%), 3) dispersed (5% - 15%), or 4) localized (less than 5%). If the distribution of these threats was unknown, we classified this as 5) unknown or 6) not applicable when there was no poaching/hunting.</p>
    <p>For the trend of poaching and hunting, survey respondents were asked to indicate whether these threats were positive (increasing), negative (decreasing), or stable over time. Survey respondents were also asked to classify trends in the abundance of wildlife, specifically medium-to-large-sized mammals.</p>
    <p>All data for this study were collected from CPA managers and chief park wardens from fortress GPAs of the Grauer’s gorilla range. In addition, other resource persons who have worked in conservation in the area and people who know the GG range, gorillas, GPA, and CPA management were also consulted. The information gathered from other resource people was cross-referenced with that from GPA and CPA managers to give us a clearer understanding of the context, or to fill in any missing information.</p>
   </sec>
   <sec id="s2_3">
    <title>2.3. Data Analysis</title>
    <p>Considering the small size of our sample (n = 11) and large number of varying factors (e.g., conservation model, governance mode, area size, poaching activities, armed group) that could be considered in this study, we focused our analyses primarily on descriptive interpretation of the results rather than quantitative statistical analyses. Nevertheless, we surveyed almost most GPAs of the GG range (n = 5) and almost an equal number of CPA to balance the two categories of conservation models studied. In spatial terms, the sample area covers 41,989.65 km<sup>2</sup> out of 52,000 km<sup>2</sup> (<xref ref-type="bibr" rid="scirp.142616-39">
      Mehlman et al., 2008
     </xref>) which represents 80.75% of the entire study area.</p>
   </sec>
  </sec><sec id="s3">
   <title>3. Results</title>
   <p>We found that sites varied across parameters (<xref ref-type="table" rid="table1">
     Table 1
    </xref>).</p>
   <table-wrap id="table1">
    <label>
     <xref ref-type="table" rid="table1">
      Table 1
     </xref></label>
    <caption>
     <title>
      <xref ref-type="bibr" rid="scirp.142616-"></xref>Table 1. List of sites surveyed with their conservation model, management entity, total site area (TSA), Patrol covered area in the site (PCA), site coverage/control rate (SCR), presence of armed groups (PAG), percentage area occupied by armed groups (AOAG), Average percentage area occupied by armed groups (AAOAG), threat (poaching/hunting) level, range, and trend; and status of wildlife.</title>
    </caption>
    <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
     <tr> 
      <td class="custom-bottom-td acenter" width="13.06%"><p style="text-align:center">Site<sup>1</sup></p></td> 
      <td class="custom-bottom-td acenter" width="10.74%"><p style="text-align:center">Model</p></td> 
      <td class="custom-bottom-td acenter" width="11.18%"><p style="text-align:center">Management entity<sup>2</sup></p></td> 
      <td class="custom-bottom-td acenter" width="6.68%"><p style="text-align:center">TSA (km<sup>2</sup>)</p></td> 
      <td class="custom-bottom-td acenter" width="5.81%"><p style="text-align:center">PCA (km<sup>2</sup>)</p></td> 
      <td class="custom-bottom-td acenter" width="4.79%"><p style="text-align:center">SCR (%)</p></td> 
      <td class="custom-bottom-td acenter" width="4.79%"><p style="text-align:center">PAG</p></td> 
      <td class="custom-bottom-td acenter" width="6.09%"><p style="text-align:center">AOAG</p></td> 
      <td class="custom-bottom-td acenter" width="6.24%"><p style="text-align:center">AOAG</p></td> 
      <td class="custom-bottom-td acenter" width="6.68%"><p style="text-align:center">Threat level</p></td> 
      <td class="custom-bottom-td acenter" width="8.71%"><p style="text-align:center">Threat area</p></td> 
      <td class="custom-bottom-td acenter" width="7.69%"><p style="text-align:center">Threat trends</p></td> 
      <td class="custom-bottom-td acenter" width="7.55%"><p style="text-align:center">Wildlife status</p></td> 
     </tr> 
     <tr> 
      <td class="custom-top-td acenter" width="13.06%"><p style="text-align:center">PNKB</p></td> 
      <td class="custom-top-td acenter" width="10.74%"><p style="text-align:center">Fortress-GPA</p></td> 
      <td class="custom-top-td acenter" width="11.18%"><p style="text-align:center">PPP</p></td> 
      <td class="custom-top-td acenter" width="6.68%"><p style="text-align:center">6000</p></td> 
      <td class="custom-top-td acenter" width="5.81%"><p style="text-align:center">3360</p></td> 
      <td class="custom-top-td acenter" width="4.79%"><p style="text-align:center">56.0</p></td> 
      <td class="custom-top-td acenter" width="4.79%"><p style="text-align:center">Yes</p></td> 
      <td class="custom-top-td acenter" width="6.09%"><p style="text-align:center">1 - 10</p></td> 
      <td class="custom-top-td acenter" width="6.24%"><p style="text-align:center">5.5</p></td> 
      <td class="custom-top-td acenter" width="6.68%"><p style="text-align:center">High</p></td> 
      <td class="custom-top-td acenter" width="8.71%"><p style="text-align:center">Dispersed</p></td> 
      <td class="custom-top-td acenter" width="7.69%"><p style="text-align:center">Increase</p></td> 
      <td class="custom-top-td acenter" width="7.55%"><p style="text-align:center">Stable</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="13.06%"><p style="text-align:center">PNVi</p></td> 
      <td class="acenter" width="10.74%"><p style="text-align:center">Fortress-GPA</p></td> 
      <td class="acenter" width="11.18%"><p style="text-align:center">PPP</p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">8000</p></td> 
      <td class="acenter" width="5.81%"><p style="text-align:center">4050</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">50.6</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">Yes</p></td> 
      <td class="acenter" width="6.09%"><p style="text-align:center">11 - 20</p></td> 
      <td class="acenter" width="6.24%"><p style="text-align:center">15.5</p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">High</p></td> 
      <td class="acenter" width="8.71%"><p style="text-align:center">Dispersed</p></td> 
      <td class="acenter" width="7.69%"><p style="text-align:center">Increase</p></td> 
      <td class="acenter" width="7.55%"><p style="text-align:center">Decrease</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="13.06%"><p style="text-align:center">PNM</p></td> 
      <td class="acenter" width="10.74%"><p style="text-align:center">Fortress-GPA</p></td> 
      <td class="acenter" width="11.18%"><p style="text-align:center">ICCN</p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">10,870</p></td> 
      <td class="acenter" width="5.81%"><p style="text-align:center">1847</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">17.0</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">Yes</p></td> 
      <td class="acenter" width="6.09%"><p style="text-align:center">41 - 50</p></td> 
      <td class="acenter" width="6.24%"><p style="text-align:center">45.5</p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">Very High</p></td> 
      <td class="acenter" width="8.71%"><p style="text-align:center">Dispersed</p></td> 
      <td class="acenter" width="7.69%"><p style="text-align:center">Increase</p></td> 
      <td class="acenter" width="7.55%"><p style="text-align:center">Increase</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="13.06%"><p style="text-align:center">RNI</p></td> 
      <td class="acenter" width="10.74%"><p style="text-align:center">Fortress-GPA</p></td> 
      <td class="acenter" width="11.18%"><p style="text-align:center">ICCN</p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">5732</p></td> 
      <td class="acenter" width="5.81%"><p style="text-align:center">1089</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">19.0</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">Yes</p></td> 
      <td class="acenter" width="6.09%"><p style="text-align:center">1 - 10</p></td> 
      <td class="acenter" width="6.24%"><p style="text-align:center">5.5</p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">Very High</p></td> 
      <td class="acenter" width="8.71%"><p style="text-align:center">Dispersed</p></td> 
      <td class="acenter" width="7.69%"><p style="text-align:center">Increase</p></td> 
      <td class="acenter" width="7.55%"><p style="text-align:center">Decrease</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="13.06%"><p style="text-align:center">RPKI</p></td> 
      <td class="acenter" width="10.74%"><p style="text-align:center">Fortress-GPA</p></td> 
      <td class="acenter" width="11.18%"><p style="text-align:center">CG/ICCN</p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">1370</p></td> 
      <td class="acenter" width="5.81%"><p style="text-align:center">900</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">65.7</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">Yes</p></td> 
      <td class="acenter" width="6.09%"><p style="text-align:center">11 - 20</p></td> 
      <td class="acenter" width="6.24%"><p style="text-align:center">15.5</p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">Very High</p></td> 
      <td class="acenter" width="8.71%"><p style="text-align:center">Dispersed</p></td> 
      <td class="acenter" width="7.69%"><p style="text-align:center">Decrease</p></td> 
      <td class="acenter" width="7.55%"><p style="text-align:center">Stable</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="13.06%"><p style="text-align:center">Mean</p></td> 
      <td class="acenter" width="10.74%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="11.18%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">6394.4</p></td> 
      <td class="acenter" width="5.81%"><p style="text-align:center">2249.2</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">41.6</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="6.09%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="6.24%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="8.71%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="7.69%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="7.55%"><p style="text-align:center"></p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="13.06%"><p style="text-align:center">NCA</p></td> 
      <td class="acenter" width="10.74%"><p style="text-align:center">CBC-CPA</p></td> 
      <td class="acenter" width="11.18%"><p style="text-align:center">SME</p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">2457.9</p></td> 
      <td class="acenter" width="5.81%"><p style="text-align:center">2222</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">90.4</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">No</p></td> 
      <td class="acenter" width="6.09%"><p style="text-align:center">NA</p></td> 
      <td class="acenter" width="6.24%"><p style="text-align:center">0.0</p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">Low</p></td> 
      <td class="acenter" width="8.71%"><p style="text-align:center">Dispersed</p></td> 
      <td class="acenter" width="7.69%"><p style="text-align:center">Decrease</p></td> 
      <td class="acenter" width="7.55%"><p style="text-align:center">Increase</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="13.06%"><p style="text-align:center">RCO</p></td> 
      <td class="acenter" width="10.74%"><p style="text-align:center">CBC-CPA</p></td> 
      <td class="acenter" width="11.18%"><p style="text-align:center">CG</p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">4410</p></td> 
      <td class="acenter" width="5.81%"><p style="text-align:center">870</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">19.7</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">No</p></td> 
      <td class="acenter" width="6.09%"><p style="text-align:center">NA</p></td> 
      <td class="acenter" width="6.24%"><p style="text-align:center">0.0</p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">High</p></td> 
      <td class="acenter" width="8.71%"><p style="text-align:center">Dispersed</p></td> 
      <td class="acenter" width="7.69%"><p style="text-align:center">Decrease</p></td> 
      <td class="acenter" width="7.55%"><p style="text-align:center">Increase</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="13.06%"><p style="text-align:center">RGMB</p></td> 
      <td class="acenter" width="10.74%"><p style="text-align:center">CBC-CPA</p></td> 
      <td class="acenter" width="11.18%"><p style="text-align:center">CG</p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">870</p></td> 
      <td class="acenter" width="5.81%"><p style="text-align:center">423</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">48.6</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">Yes</p></td> 
      <td class="acenter" width="6.09%"><p style="text-align:center">21 - 30</p></td> 
      <td class="acenter" width="6.24%"><p style="text-align:center">25.5</p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">High</p></td> 
      <td class="acenter" width="8.71%"><p style="text-align:center">Dispersed</p></td> 
      <td class="acenter" width="7.69%"><p style="text-align:center">Decrease</p></td> 
      <td class="acenter" width="7.55%"><p style="text-align:center">Decrease</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="13.06%"><p style="text-align:center">REGOUWA</p></td> 
      <td class="acenter" width="10.74%"><p style="text-align:center">CBC-CPA</p></td> 
      <td class="acenter" width="11.18%"><p style="text-align:center">CG</p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">110</p></td> 
      <td class="acenter" width="5.81%"><p style="text-align:center">60</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">54.6</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">Yes</p></td> 
      <td class="acenter" width="6.09%"><p style="text-align:center">11 - 20</p></td> 
      <td class="acenter" width="6.24%"><p style="text-align:center">15.5</p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">No data</p></td> 
      <td class="acenter" width="8.71%"><p style="text-align:center">Dispersed</p></td> 
      <td class="acenter" width="7.69%"><p style="text-align:center">Stable</p></td> 
      <td class="acenter" width="7.55%"><p style="text-align:center">Stable</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="13.06%"><p style="text-align:center">RGU</p></td> 
      <td class="acenter" width="10.74%"><p style="text-align:center">CBC-CPA</p></td> 
      <td class="acenter" width="11.18%"><p style="text-align:center">CG</p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">1179.75</p></td> 
      <td class="acenter" width="5.81%"><p style="text-align:center">389</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">33.0</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">Yes</p></td> 
      <td class="acenter" width="6.09%"><p style="text-align:center">1 - 10</p></td> 
      <td class="acenter" width="6.24%"><p style="text-align:center">5.5</p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">High</p></td> 
      <td class="acenter" width="8.71%"><p style="text-align:center">Dispersed</p></td> 
      <td class="acenter" width="7.69%"><p style="text-align:center">Decrease</p></td> 
      <td class="acenter" width="7.55%"><p style="text-align:center">Stable</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="13.06%"><p style="text-align:center">UCOFOBI/REGOLU</p></td> 
      <td class="acenter" width="10.74%"><p style="text-align:center">CBC-CPA</p></td> 
      <td class="acenter" width="11.18%"><p style="text-align:center">GCE</p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">990</p></td> 
      <td class="acenter" width="5.81%"><p style="text-align:center">656</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">66.3</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">No</p></td> 
      <td class="acenter" width="6.09%"><p style="text-align:center">NA</p></td> 
      <td class="acenter" width="6.24%"><p style="text-align:center">0.0</p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">No data</p></td> 
      <td class="acenter" width="8.71%"><p style="text-align:center">Dispersed</p></td> 
      <td class="acenter" width="7.69%"><p style="text-align:center">Decrease</p></td> 
      <td class="acenter" width="7.55%"><p style="text-align:center">Stable</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="13.06%"><p style="text-align:center">Mean</p></td> 
      <td class="acenter" width="10.74%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="11.18%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">1669.6</p></td> 
      <td class="acenter" width="5.81%"><p style="text-align:center">770.0</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">52.1</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="6.09%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="6.24%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="8.71%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="7.69%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="7.55%"><p style="text-align:center"></p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="13.06%"><p style="text-align:center">Overall</p></td> 
      <td class="acenter" width="10.74%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="11.18%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center">3817.2</p></td> 
      <td class="acenter" width="5.81%"><p style="text-align:center">1442.4</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center">47.4</p></td> 
      <td class="acenter" width="4.79%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="6.09%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="6.24%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="6.68%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="8.71%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="7.69%"><p style="text-align:center"></p></td> 
      <td class="acenter" width="7.55%"><p style="text-align:center"></p></td> 
     </tr> 
    </table>
   </table-wrap>
   <p>Sites: RNI, Itombwe Nature Reserve; PNM, Maiko National Park; NKB, Kahuzi Biega National Park; PNVi, Virunga National Park; NCA, Nkuba Conservation Area; RGU, Usala Gorilla Reserve; RCO, Oku Community Reserve; REGOUWA, UtundaWassa Gorilla Reserve; RPKi, Kisimba Ikobo Primates Reserve; UCOFOBI/REGOLU, Lubutu Gorilla Reserve. Model: Fortress, CBC: Community based conservation; GPA: Governmentally Protected Area, CPA: Community based Protected Area; PPP, Public-Private Partnership; ICCN, Institut Congolais pour la Conservation de la Nature; SEM; Separate Management Entity; CG, Community Governance.</p>
   <p>First, we found that specific sites appear to have substantially lower or higher coverage rates than expected for their size, as shown by the visual representation of the (linear) relationship between site size and coverage rate (<xref ref-type="fig" rid="fig2">
     Figure 2
    </xref>). Notably, NCA, a community conservation model, has a relatively high coverage rate for its size, while sites such as RNI (a site managed by the government) and RGU (a community-managed area) have relatively low coverage rates.</p>
   <p>Second, we found that all sites face poaching or hunting at high to very high levels except for the NCA, where this threat was deemed to exist at a “low” level.</p>
   <p>Third, whereas these threats were of a dispersed nature at all sites, they were reportedly increasing in prevalence at three out of four GPAs (all but the RPKI where there was a decrease) and decreased at all but one (REGOUWA, where this trend was stable) CPAs. Wildlife increased at some sites and decreased at other sites, without apparent consistency across sites of different characteristics. An exception to this pattern was the reported increase or stability in wildlife at all three sites where no armed groups were in the forest.</p>
   <fig id="fig2" position="float">
    <label>Figure 2</label>
    <caption>
     <title>
      <xref ref-type="bibr" rid="scirp.142616-"></xref>For reference only, we provide a visual of the linear relationship (solid blue line and associated confidence interval in grey), although low sample size inhibited the effective use of statistical analyses.Figure 2. Approximation of the relationship between site coverage rate and site size. This figure is generated from the simple linear regression model. It shows the relationship between site coverage rate and site size. This figure shows the distribution of protected areas according to their surface area and site coverage rate. The hatched area represents the prediction field for the distribution of coverage rate as a function of surface area. RGU, RCO, RNI are below the predicted rate, while NCA is above the predicted rate.</title>
    </caption>
    <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2173296-rId18.jpeg?20250609102533" />
   </fig>
   <p>Fourth, armed groups were reportedly present at 72.73% of the sites. Half of the sites (50%) in the CPAs were characterized by armed groups, whereas 27% of these forests did not have armed groups present. Armed groups reportedly were found at all GPAs sites.</p>
  </sec><sec id="s4">
   <title>4. Discussion</title>
   <p>Site coverage rate is low in the Grauer’s gorilla range, with park management entities being able to patrol, on average, less than half of their area. However, higher coverage seems to be achieved in some protected areas. The three sites with the highest coverage rates (NCA, RPKI, UCOFOBI/REGOMOKI) are all predominantly managed by, or in close partnership with, communities. We also found indications that community-based conservation areas performed better in reducing threats from poaching/hunting, and wildlife abundance seemed to be less negatively affected by the presence of armed groups, though there is variation between sites. Whether these differences across sites stem from the differences in governance and community involvement, or rather a result of other contributing factors, remains a topic for further study.</p>
   <p>Community-based conservation areas seem, at first sight, to be more effective than governmentally governed sites. However, the community-based areas included in this study were also generally smaller than their governmentally protected counterparts, and we also found indications that coverage rates declined with an increase in the extent of PAs. This is in line with earlier findings that large areas can be disproportionately affected by human impacts such as poaching/hunting and deforestation (<xref ref-type="bibr" rid="scirp.142616-35">
     Lonn et al., 2018
    </xref>), and that an increase in area can negatively affect the capacity to patrol a site in the field (<xref ref-type="bibr" rid="scirp.142616-38">
     Mcclanahan et al., 2008
    </xref>; <xref ref-type="bibr" rid="scirp.142616-21">
     Ervin et al., 2010
    </xref>; <xref ref-type="bibr" rid="scirp.142616-1">
     Allan et al., 2015
    </xref>). With a limited number of sites to compare, we were unable to statistically separate these two factors that potentially influence conservation effectiveness, though we can derive a few preliminary conclusions.</p>
   <p>First, it seems clear that some of the fortress-style governmentally managed PAs are underperforming regarding conservation effectiveness. Partially, this may stem from the fact that they are very large areas that may be challenging to effectively patrol on foot, given the dense forested landscapes, from a few centrally placed control centers or headquarters. The designation of large sites may align with the logic behind some of the guidelines for category II national parks, which specify that these areas must be sufficiently large to maintain ecological functions and processes (<xref ref-type="bibr" rid="scirp.142616-19">
     Dudley, 2008
    </xref>). Yet, the smaller sizes of community forests, plus a possible higher level of adherence to conservation measures by community members, may make the latter more manageable. This is consistent with the notion that large sites are disproportionately difficult to manage (<xref ref-type="bibr" rid="scirp.142616-12">
     Chardonnet, 2019
    </xref>).</p>
   <p>Second, the presence of armed groups may be a substantial contributing factor to the effectiveness of PAs in the Grauer’s gorilla range (<xref ref-type="bibr" rid="scirp.142616-49">
     Roz &amp; Carr, 1994
    </xref>). The presence of armed groups, along with associated insecurity, hinders patrols in parts of protected areas, rendering these areas effectively “paper parks” (<xref ref-type="bibr" rid="scirp.142616-12">
     Chardonnet, 2019
    </xref>). This is the case, for example, in Virunga National Park, where a significant portion has remained unpatrolled due to the presence of various armed groups (<xref ref-type="bibr" rid="scirp.142616-46">
     Plumptre et al., 2015
    </xref>). The same holds for Kahuzi-Biega National Park, which regularly experiences incursions and occupation by various, occasionally armed, groups, and which seemingly lacks the community support to halt deforestation and habitat conversion to agricultural fields (<xref ref-type="bibr" rid="scirp.142616-60">
     Yamagiwa, 2003
    </xref>; <xref ref-type="bibr" rid="scirp.142616-54">
     Simpson &amp; Pellegrini, 2023
    </xref>).</p>
   <p>The presence of armed group seems to affect the GPAs more than CPAs of ForesCom model. The resilience of the CPA in the community forests can result from involvement of the local communities, and the local communities’ ownership of the forest and their collaboration with the CPAs’ managers. In contrast, local communities have on various occasions shown hostility to the GPAs where they were previously evicted and denied access (<xref ref-type="bibr" rid="scirp.142616-29">
     Hockings et al., 2008
    </xref>).</p>
   <p>Site logistics represent another factor. Given the poor state of the road infrastructure and the lack of other access routes in Grauer’s gorilla range, large sites covering more than 3000 km<sup>2</sup> often have a high number of ranger patrol posts or stations located in very remote, isolated, and disconnected areas far from their headquarters. This may make them easier prey for armed groups. This is the case, for example, in the low-altitude sector of the PNKB (<xref ref-type="bibr" rid="scirp.142616-60">
     Yamagiwa, 2003
    </xref>; <xref ref-type="bibr" rid="scirp.142616-54">
     Simpson &amp; Pellegrini, 2023
    </xref>). However, smaller sites with patrol stations located closer to their headquarters facilitate communication and enable site managers to organize patrols and respond more quickly. Also, some CPAs benefit from good relations with local communities, who maintain access to their forests and act as informants to site managers in the event of any suspicious presence on the site, even in remote areas. Therefore, combining small sizes with community support can facilitate effective control and management of the site in combating poaching, hunting, and other forms of anthropogenic pressures (Kristen, Paul and Bijay, 2019), while contributing to the fight against global landscape fragmentation by connecting existing blocks of PAs (<xref ref-type="bibr" rid="scirp.142616-5">
     Armsworth et al., 2018
    </xref>). We found substantial differences in apparent conservation ROIL across PAs, although further research is needed to identify and disentangle the contributing factors. For now, it seems promising to invest in a mixed model approach for conservation in eastern DRC, where community-based conservation models may supplement efforts that follow more formal, government-led, approaches to PA management.</p>
  </sec><sec id="s5">
   <title>Authors’ Contributions</title>
  </sec><sec id="s6">
   <title>Acknowledgements</title>
   <p>We thank the site managers of the Institut Congolais pour la Conservation de la Nature (ICCN) and community forest managers for authorizing and responding to the questionnaire. We also thank the Dian Fossey Gorilla Fund and local communities who helped with data collection. Special thanks to Vainqueur Bulambo for Python data analysis and training.</p>
  </sec><sec id="s7">
   <title>Declaration of Publication Ethics</title>
   <p>We have respected all ethical standards related to a scientific publication.</p>
  </sec>
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