<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.2 20190208//EN" "http://jats.nlm.nih.gov/publishing/1.2/JATS-journalpublishing1.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="1.2" xml:lang="en">
    <front>
        <journal-meta>
            <journal-id journal-id-type="pmc">F1000Research</journal-id>
            <journal-title-group>
                <journal-title>F1000Research</journal-title>
            </journal-title-group>
            <issn pub-type="epub">2046-1402</issn>
            <publisher>
                <publisher-name>F1000 Research Limited</publisher-name>
                <publisher-loc>London, UK</publisher-loc>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="doi">10.12688/f1000research.169385.1</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>Research Article</subject>
                </subj-group>
                <subj-group>
                    <subject>Articles</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>Evaluation of Sub-Base Material Using California Bearing Ratio and Triaxial Compression Tests: A Case Study of High Court Road Kabale, Uganda</article-title>
                <fn-group content-type="pub-status">
                    <fn>
                        <p>[version 1; peer review: awaiting peer review]</p>
                    </fn>
                </fn-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Lillian</surname>
                        <given-names>Nkwanzi</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Validation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Badawi Ahmed</surname>
                        <given-names>Suliman</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                    <xref ref-type="aff" rid="a2">2</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Krishnan</surname>
                        <given-names>Deepa</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Eldouma</surname>
                        <given-names>Ismail Bakheit</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Aliyu</surname>
                        <given-names>Sani</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>George</surname>
                        <given-names>Onep Samuel</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0009-0009-6721-1981</uri>
                    <xref ref-type="aff" rid="a4">4</xref>
                </contrib>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Eze</surname>
                        <given-names>Val Hyginus Udoka</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Funding Acquisition</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-6764-1721</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a5">5</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>Civil Engineering, Kampala International University - Western Campus, Bushenyi, Western Region, Uganda</aff>
                <aff id="a2">
                    <label>2</label>Civil Engineering, Alzaiem Alazhari University, Khartoum, Khartoum, Sudan</aff>
                <aff id="a3">
                    <label>3</label>Civil Engineering, University of Nyala, Nyala, Janub Darfur, Sudan</aff>
                <aff id="a4">
                    <label>4</label>Mechanicaln Engineering, Kampala International University - Western Campus, Bushenyi, Western Region, Uganda</aff>
                <aff id="a5">
                    <label>5</label>Electrical Telecommunication and Computer Engineering, Kampala International University - Western Campus, Bushenyi, Western Region, Uganda</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:udoka.eze@kiu.ac.ug">udoka.eze@kiu.ac.ug</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>18</day>
                <month>9</month>
                <year>2025</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2025</year>
            </pub-date>
            <volume>14</volume>
            <elocation-id>941</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>8</day>
                    <month>9</month>
                    <year>2025</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 Lillian N et al.</copyright-statement>
                <copyright-year>2025</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <self-uri content-type="pdf" xlink:href="https://f1000research.com/articles/14-941/pdf"/>
            <abstract>
                <p>This study evaluated the performance of the sub-base material of High Court Road, Kabale, Uganda, using the California Bearing Ratio and Triaxial Compression Tests. Optimizing sub-base material selection is expected to enhance road longevity, minimize maintenance costs, and ensure sustainable, value-for-money construction, ultimately improving infrastructure reliability and reducing long-term performance. Field samples were collected at one-meter depth and tested for California Bearing Ratio and shear strength parameters of cohesion, angle of internal friction, and stress-strain behavior of the soil under varying axial loads, to evaluate the overall suitability under estimated loading conditions. Laboratory tests indicate that the sub-base consists predominantly of fine-grained soil, classified as high-plasticity clay based on the Unified Soil Classification System. Compaction results show maximum dry densities between 16.05 kN/m
                    <sup>3</sup> and 18.03 kN/m
                    <sup>3</sup>, with Optimum Moisture Content between 18.9% and 23.3%. Shear strength parameters indicate cohesion values ranging from 67.5 kPa to 95.2 kPa, which fall below the recommended minimum of 100 kPa for stable sub-base performance. The angle of internal friction ranges from 9.00&#x00b0; to 19.71&#x00b0;, lower than the 26&#x00b0;&#x2013;29&#x00b0; range typically required for stability and high bearing capacity. The CBR values range from 2% to 13%, significantly below the recommended minimum of 30% for sub-base layers. This confirms that the current sub-base material has poor load-bearing capacity and is unsuitable for supporting expected traffic loads. To support the anticipated traffic load, the study recommends construction using a 450 mm thick sub-base material embedded in the 950 mm thick pavement, attaining a minimum of 98% compaction, stabilization using lime/cement, and reinforcement of the sub-base with geosynthetics. An alternative pavement design comprising a 225 mm sub-base, in a 725 mm thick pavement, is also recommended, particularly in instances where granular material and crushed stones are more readily available</p>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>Sub-base materials</kwd>
                <kwd>Triaxial Compressor test</kwd>
                <kwd>California bearing ratio</kwd>
                <kwd>Road infrastructure</kwd>
            </kwd-group>
            <funding-group>
                <funding-statement>The author(s) declared that no grants were involved in supporting this work.</funding-statement>
            </funding-group>
        </article-meta>
    </front>
    <body>
        <sec id="sec1" sec-type="intro">
            <title>1. Introduction</title>
            <p>Road infrastructure, both paved and unpaved, plays a critical role in facilitating mobility and driving economic activities by supporting vehicle loads under varying environmental and traffic conditions (
                <xref ref-type="bibr" rid="ref54">Rodrigue, 2024</xref>). The durability and structural integrity of road pavements depend significantly on the properties of their underlying layers, which include the subgrade, base course, and surface layer. Among these, the sub-base layer is especially vital as it distributes traffic loads, reduces stress on the subgrade, and mitigates environmental effects such as frost heave and swelling (
                <xref ref-type="bibr" rid="ref55">Rolt et al., 2022</xref>). To meet the required engineering standards, it is crucial to properly select, test, and compact sub-base materials. These measures enhance shear resistance, facilitate drainage, and improve overall pavement stability (
                <xref ref-type="bibr" rid="ref37">Imtiaz et al., 2020</xref>). The performance of road infrastructure is greatly influenced by the quality and characteristics of the sub-base materials used in construction. A well-constructed sub-base is crucial for load distribution, durability, and the overall stability of the pavement structure. It also minimizes early deterioration, reduces maintenance costs, and improves load-bearing capacity and shear resistance (
                <xref ref-type="bibr" rid="ref25">Chen et al., 2021</xref>; 
                <xref ref-type="bibr" rid="ref70">Garcia et al., 2024</xref>). Potholes, surface erosion, and reduced bearing capacity suggest that the sub-base material is inadequate in supporting traffic loads, highlighting the need for a comprehensive evaluation of its structural integrity and durability. Sub-base material evaluation has long been a cornerstone of road construction. The CBR test, developed by the California Division of Highways in the 1920s, has become the standard method for assessing the strength of soil and sub-base materials under simulated loading conditions (
                <xref ref-type="bibr" rid="ref45">Mendoza &amp; Caicedo, 2018</xref>). This test has been complemented by the Triaxial Compression, introduced in the 1930s, which offers a more detailed understanding of soil behavior under various stress conditions (
                <xref ref-type="bibr" rid="ref22">Boudia et al., 2021</xref>). Various tests, such as the Dynamic Cone Penetration (DCP) Test, Direct Shear Test, Unconfined Compressive Strength (UCS) Test, Vane Shear Test, and Plate Load Test, are also used to evaluate the load-bearing capacity and shear strength of sub-base materials (
                <xref ref-type="bibr" rid="ref42">Luteenegger, 2021</xref>; 
                <xref ref-type="bibr" rid="ref70">Garcia et al., 2024</xref>).</p>
            <p>The Kabale High Court Road, an unpaved road located in Kabale Municipality, Uganda, serves as a critical transport route for both passenger and commercial vehicles. This road provides access to several key locations, including the High Court of Kabale, Kabale University, university hostels, and other important district offices. The road has remained unpaved, serving as a gravel road that experiences significant traffic from students, staff, legal professionals, and the local community. However, over time, its deterioration has exceeded the normal expectations for gravel roads, which typically undergo periodic maintenance or rehabilitation every 3 to 5 years (
                <xref ref-type="bibr" rid="ref48">Ministry of Works and Transport Uganda, 2010b</xref>). According to Uganda&#x2019;s road design manual (
                <xref ref-type="bibr" rid="ref47">Ministry of Works and Transport, 2010a</xref>), sub-base materials used in road construction must meet specific criteria to ensure quality and durability. These criteria include a minimum California Bearing Ratio (CBR) of 30%, a maximum of 35% passing the 0.075 mm sieve for adequate drainage, compaction of at least 98% of the Maximum Dry Density based on the Proctor Test, and a Plasticity Index of less than 15% to minimize shrinkage and swelling. Adhering to these standards is crucial for selecting the right materials and ensuring the long-term performance and longevity of road infrastructure (
                <xref ref-type="bibr" rid="ref47">Ministry of Works and Transport Uganda, 2010a</xref>).</p>
            <p>The CBR and Triaxial Compression Tests are the primary methods employed in this study to assess the performance of sub-base materials. These tests have become standard practices in geotechnical engineering, providing reliable data for road design and construction (
                <xref ref-type="bibr" rid="ref28">Das, 2020</xref>). The CBR test measures the penetration resistance of a soil sample under controlled moisture conditions, reflecting its ability to support the load-bearing layers above (
                <xref ref-type="bibr" rid="ref3">AASHTO, 2022</xref>). The Triaxial Compression Test, which measures key parameters like cohesion and internal friction angle, assesses the stability and shear strength of materials under stress, offering insights into material failure characteristics (
                <xref ref-type="bibr" rid="ref34">He et al., 2024</xref>; 
                <xref ref-type="bibr" rid="ref64">Wang et al., 2019</xref>). These tests provide a comprehensive framework for evaluating the mechanical properties of materials and ensuring they meet necessary road construction standards. The High Court Road in Kabale has shown rapid deterioration, including potholes, cracks, surface erosion, and reduced load-bearing capacity (
                <xref ref-type="fig" rid="f1">
Figure 1</xref>). These issues indicate a problem with the sub-base material, necessitating an in-depth evaluation. By focusing on High Court Road, this research aims to determine the suitability of the existing sub-base material and suggest necessary improvements. The findings of this research will inform optimal sub-base material selection and construction practices, contributing to better road design and longevity. In addition to its crucial role in transportation, road infrastructure facilitates economic and social development by enhancing accessibility, boosting trade, supporting tourism, and improving safety. Paved and unpaved roads serve different purposes, with unpaved roads typically consisting of a subgrade, sub-base, and base layers. The sub-base layer in unpaved roads is particularly important for load-bearing and durability, making proper material selection and design essential (
                <xref ref-type="bibr" rid="ref59">Shtayat et al., 2020</xref>). These roads are more prone to erosion and deterioration, highlighting the importance of a robust sub-base for extending their lifespan. The sub-base, positioned between the subgrade and base course, functions as a load-bearing foundation that enhances stability, improves drainage and prevents excessive stress transmission to the subgrade (
                <xref ref-type="bibr" rid="ref71">Lillian, 2025</xref>).</p>
            <fig fig-type="figure" id="f1" orientation="portrait" position="float">
                <label>
Figure 1. </label>
                <caption>
                    <title>A deteriorated section of High Court Road Kabale.</title>
                </caption>
                <graphic id="gr1" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/186725/95ad067c-cffd-4105-8ed5-5db71a0bfb7a_figure1.gif"/>
            </fig>
            <p>The findings of this study could provide crucial data on the load-bearing capacity and shear resistance of sub-base materials, which will contribute to the optimization of road design and construction practices. The results will inform engineers of the ideal thickness and quality of sub-base layers, ensuring that pavement structures are durable, cost-effective, and resilient. By improving sub-base material selection, this research will support sustainable infrastructure development, minimize maintenance costs, and help ensure the long-term performance.</p>
        </sec>
        <sec id="sec2">
            <title>2. Materials and methods</title>
            <sec id="sec3">
                <title>2.1 Sample collection</title>
                <p>The study samples were collected from High Court Road in Kabale District, Uganda. This location was chosen due to its unpaved condition and relatively high traffic volume, which make it an ideal site for evaluating sub-base material performance. The coordinates of the site are Latitude: -1.27168 (S1&#x00b0;16&#x2032;18.04296&#x2033;) and Longitude: 29.98424 (E29&#x00b0;59&#x2032;3.24744&#x2033;), with the specific address marked as PXHM+PXF, Kabale, Uganda as depicted in 
                    <xref ref-type="fig" rid="f2">
Figure 2</xref>.</p>
                <fig fig-type="figure" id="f2" orientation="portrait" position="float">
                    <label>
Figure 2. </label>
                    <caption>
                        <title>Maps of Kabale High Court Road (Google Maps, 2025).</title>
                    </caption>
                    <graphic id="gr2" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/186725/95ad067c-cffd-4105-8ed5-5db71a0bfb7a_figure2.gif"/>
                </fig>
                <p>Soil samples were collected from a depth of 1.0 meter at selected points along High Court Road in Kabale. The sampling process employed both hand tools and sampling tubes to ensure the retrieval of representative sub-base materials. Disturbed samples were obtained through manual excavation, whereas undisturbed samples were carefully extracted using sampling tubes to maintain their in-situ structure. To ensure the reliability of subsequent laboratory analyses, each sample was immediately sealed, clearly labelled, and transported under controlled conditions. In the laboratory, samples were properly prepared for testing in accordance with standard procedures. Strict protocols for handling and packaging were observed throughout the process to avoid contamination and preserve the integrity of the samples. The excavated pit used for sample collection and the prepared samples ready for transportation are shown in 
                    <xref ref-type="fig" rid="f2">
Figure 2</xref>. The field test standards adopted during the investigation are summarized in 
                    <xref ref-type="table" rid="T1">
Table 1</xref>.</p>
                <table-wrap id="T1" orientation="portrait" position="float">
                    <label>
Table 1. </label>
                    <caption>
                        <title>Test standards for field tests.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Field test</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Test standard</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Unified Soil Classification</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ASTM D2487</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Guide for Field Logging in Subsurface Investigations</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ASTM D5434</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Guide for Site Characterization for Engineering Design and Construction</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ASTM D420</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Measuring groundwater level in a borehole</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ASTM D4750</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Guide for Soil Sampling in the Field</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ASTM D4700</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
                <p>Field investigations were carried out along a road corridor characterized by varied topography, including climbing, sloping, and relatively flat sections. Borehole investigations confirmed the absence of groundwater across all segments of the site, an important observation for understanding the soil&#x2019;s behavior under unsaturated conditions. The surface soils throughout the area were predominantly reddish-brown, indicating lateritic characteristics. No evidence of structural settlement, flood marks, or cracking was observed in adjacent buildings, suggesting a history of geotechnical stability. Furthermore, there were no drainage ditches, dumping yards, or visible signs of springs or swamps, all of which support the suitability and safety of the location for construction. Historical and observational assessments revealed no prior occurrences of landslides, shrinkage cracks, or flooding, further reinforcing the site&#x2019;s long-term stability. This comprehensive field assessment offers a standardized and reliable geotechnical profile of the site&#x2019;s climbing, sloping, and flat sections, providing critical insights that support informed decisions for future construction and infrastructure development. Five test pits were manually excavated to a depth of 1.0 meter along the alignment of the existing High Court Road to allow for the observation of subsurface stratification as shown in 
                    <xref ref-type="fig" rid="f3">
Figure 3</xref>. A. 
                    <xref ref-type="table" rid="T2">
Table 2</xref> shows the locations of the test pits and their respective sampling points. The chosen depth was sufficient to capture the characteristics of the sub-base material, which is relatively thick along this road segment. Both disturbed and undisturbed soil samples were collected at alternating intervals from the Left-Hand Side (LHS), center, and Right-Hand Side (RHS) of the roadway. This sampling strategy ensured spatial representation across the road cross-section. Each sample was carefully extracted, packaged in airtight bags, clearly labelled, and sealed to preserve its physical and mechanical properties during transport. All samples were then delivered to the soil mechanics laboratory for further geotechnical testing and analysis.</p>
                <fig fig-type="figure" id="f3" orientation="portrait" position="float">
                    <label>
Figure 3. </label>
                    <caption>
                        <title>Excavated pits.</title>
                    </caption>
                    <graphic id="gr3" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/186725/95ad067c-cffd-4105-8ed5-5db71a0bfb7a_figure3.gif"/>
                </fig>
                <table-wrap id="T2" orientation="portrait" position="float">
                    <label>
Table 2. </label>
                    <caption>
                        <title>Test Pit locations.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="2" valign="top">Test pit identity</th>
                                <th align="left" colspan="2" rowspan="1" valign="top">GPS coordinates</th>
                                <th align="left" colspan="1" rowspan="2" valign="top">
Approximate calculated elevation, meters</th>
                                <th align="left" colspan="1" rowspan="2" valign="top">
Address</th>
                                <th align="left" colspan="1" rowspan="2" valign="top">
Pit position</th>
                            </tr>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Latitude</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Longitude</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">TP-1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">-1.25677
                                    <break/>S 1&#x00b0;15&#x2032;24.35544&#x2033;</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">30.00422
                                    <break/>E 30&#x00b0; 0&#x2032;15.1974&#x2033;</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1788</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">P2V3+HX7, Kabale, Uganda</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Right</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">TP-2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">-1.25594
                                    <break/>S 1&#x00b0;15&#x2032;21.38724&#x2033;</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">29.99249
                                    <break/>E 29&#x00b0; 59&#x2032;32.97084&#x2033;</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1862</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PXVR+MX7, Kabale, Uganda</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Left</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">TP-3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">-1.27168
                                    <break/>S 1&#x00b0;16&#x2032;18.04296&#x2033;</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">29.98424
                                    <break/>E 29&#x00b0; 59&#x2032;3.24744&#x2033;</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1856</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PXHM+PXF, Kabale, Uganda</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Center</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">TP-4</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">-1.26997
                                    <break/>S 1&#x00b0;16&#x2032;11.90028&#x2033;</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">29.98383
                                    <break/>E 29&#x00b0; 59&#x2032;1.77324&#x2033;</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1846</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PXHM+PXF, Kabale, Uganda</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Right</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">TP-5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">-1.26969
                                    <break/>S 1&#x00b0;16&#x2032;10.88364&#x2033;</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">29.98377
                                    <break/>E 29&#x00b0; 59&#x2032;1.56264&#x2033;</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1847</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PXHM+PXF, Kabale, Uganda</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Left</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
            </sec>
            <sec id="sec4">
                <title>2.2 Laboratory testing</title>
                <p>Laboratory testing was conducted to evaluate the engineering properties of the collected sub-base soil samples. All tests were performed in accordance with established ASTM standards to ensure consistency, accuracy, and reliability of results. The range of tests carried out included moisture content determination, particle size distribution, Atterberg limits, compaction tests, California Bearing Ratio (CBR), and Triaxial Shear Strength tests. These tests were selected to comprehensively assess the mechanical and strength characteristics of the sub-base materials. A summary of the laboratory tests conducted, along with their corresponding ASTM and AASHTO standards, is presented in 
                    <xref ref-type="table" rid="T3">
Table 3</xref>.</p>
                <table-wrap id="T3" orientation="portrait" position="float">
                    <label>
Table 3. </label>
                    <caption>
                        <title>Test standards for the laboratory tests.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Laboratory test</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Test standard</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Moisture Content</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ASTM D2216-19</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Liquid Limits (LL)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <xref ref-type="bibr" rid="ref58">Shoban &amp; Das (2018)</xref>, Principles of Geotechnical Engineering</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Plastic Limit (PL) and Plasticity Index (PI)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ASTM D4318-17e1</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Particle Size Distribution and Soil Classifications</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ASTM D6913/6913M-17, ASTM D7928, AASHTO</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Moisture Density Relationship</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ASTM D698-12(2021)
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">California Bearing Ratio (CBR)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ASTM D1883-21</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Triaxial Compression Strength Test</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ASTM D4767-11(2020), ASTM D2850</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
                <p>

                    <bold>2.2.1 Assessment of sub-base material effectiveness</bold>
                </p>
                <p>To evaluate the sub-base material&#x2019;s contribution to the structural integrity of the road, a comprehensive methodology was adopted. This methodology integrated traffic loading calculations, subgrade evaluation, and climate adaptation factors to determine the overall effectiveness of the material in supporting the road structure over time.</p>
                <p>

                    <bold>2.2.1.1 Pavement design</bold>
                </p>
                <p>The pavement design was primarily based on traffic loading, which was quantified using Equivalent Single Axle Loads (ESALs). The Average Annual Daily Traffic (AADT) and Load Equivalency Factor (LEF), derived from local traffic data, were employed to calculate the cumulative ESAL over a 20-year design period. The ESAL (W18) was computed using 
                    <xref ref-type="disp-formula" rid="e1">Equation (1)</xref> and 
                    <xref ref-type="disp-formula" rid="e2">(2)</xref>.
                    <disp-formula id="e1">

                        <mml:math display="block">
                            <mml:msub>
                                <mml:mi>w</mml:mi>
                                <mml:mn>18</mml:mn>
                            </mml:msub>
                            <mml:mo>=</mml:mo>
                            <mml:mn>365</mml:mn>
                            <mml:mo>&#x00d7;</mml:mo>
                            <mml:mi mathvariant="italic">LEF</mml:mi>
                            <mml:mo>&#x00d7;</mml:mo>
                            <mml:mi>G</mml:mi>
                            <mml:mo>&#x00d7;</mml:mo>
                            <mml:mi mathvariant="italic">DD</mml:mi>
                            <mml:mo>&#x00d7;</mml:mo>
                            <mml:mi mathvariant="italic">DL</mml:mi>
                        </mml:math>

                        <label>(1)</label>
</disp-formula>

                    <disp-formula id="e2">

                        <mml:math display="block">
                            <mml:mi>G</mml:mi>
                            <mml:mo>=</mml:mo>
                            <mml:mfrac>
                                <mml:mrow>
                                    <mml:mo>(</mml:mo>
                                    <mml:mrow>
                                        <mml:mn>1</mml:mn>
                                        <mml:mo>+</mml:mo>
                                        <mml:mi>r</mml:mi>
                                    </mml:mrow>
                                    <mml:msup>
                                        <mml:mo>)</mml:mo>
                                        <mml:mi>t</mml:mi>
                                    </mml:msup>
                                    <mml:mo>&#x2212;</mml:mo>
                                    <mml:mn>1</mml:mn>
                                </mml:mrow>
                                <mml:mi>r</mml:mi>
                            </mml:mfrac>
                        </mml:math>

                        <label>(2)</label>
</disp-formula>
                </p>
                <p>Where: AADT is the Average Annual Daily Traffic, LEF is the Load Equivalency Factor, G is the traffic growth factor t is the analysis period (20 years), r is the annual growth rate (%).</p>
            </sec>
        </sec>
        <sec id="sec5" sec-type="results|discussions">
            <title>3. Results and discussions</title>
            <sec id="sec6">
                <title>3.1 The index test results</title>
                <p>The results of particle size distribution and Atterberg limit tests are presented in 
                    <xref ref-type="fig" rid="f4">
Figure 4</xref> and 
                    <xref ref-type="table" rid="T4">
Table 4</xref>, which summarizes the soil index properties and soil classification.</p>
                <fig fig-type="figure" id="f4" orientation="portrait" position="float">
                    <label>
Figure 4. </label>
                    <caption>
                        <title>Particle size distribution chart.</title>
                    </caption>
                    <graphic id="gr4" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/186725/95ad067c-cffd-4105-8ed5-5db71a0bfb7a_figure4.gif"/>
                </fig>
                <table-wrap id="T4" orientation="portrait" position="float">
                    <label>
Table 4. </label>
                    <caption>
                        <title>Summary of soil index properties and classification.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="3" valign="top">Client&#x2019;s Ref. No.</th>
                                <th align="left" colspan="1" rowspan="3" valign="top">Depth (m)</th>
                                <th align="left" colspan="1" rowspan="3" valign="top">Soil description</th>
                                <th align="left" colspan="8" rowspan="1" valign="top">Soil index properties</th>
                                <th align="left" colspan="1" rowspan="1" valign="top"/>
                                <th align="left" colspan="1" rowspan="1" valign="top"/>
                            </tr>
                            <tr>
                                <th align="left" colspan="3" rowspan="1" valign="top">Percent passing sieve</th>
                                <th align="left" colspan="1" rowspan="2" valign="top">GM</th>
                                <th align="left" colspan="4" rowspan="1" valign="top">Plasticity</th>
                                <th align="left" colspan="1" rowspan="2" valign="top">AASHTO Class</th>
                                <th align="left" colspan="1" rowspan="2" valign="top">
Group Index(GI)</th>
                            </tr>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Gravel 
(75.0-2.00 mm)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Sand (2.00-0.075 mm)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Silt and Clay &lt;0.075 mm</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">LL</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">PL</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">PI</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">LS</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">PT01</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Sandy CLAYS of High Plasticity</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">16.9</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">82.6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.22</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">42.0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">21.5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">20.5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">10.5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">A-7-6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">17.08</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">PT02</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Sandy CLAYS of Low Plasticity</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">25.5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">74.2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.32</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">35.3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">17.7</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">17.5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">9.0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">A-6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">11.37</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">PT03</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Sandy CLAYS of High Plasticity</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">17.5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">81.9</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.23</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">41.7</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">22.6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">19.0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">11.3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">A-7-6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">15.81</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">PT04</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Sandy CLAYS of High Plasticity</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">11.8</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">87.9</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.15</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">43.0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">22.2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">20.8</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">10.7</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">A-7-6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">19.24</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">PT05</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Sandy CLAYS of High Plasticity</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">14.8</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">84.6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.19</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">42.1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">21.1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">20.9</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">10.9</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">A-7-6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">18.04</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
                <p>The particle size distribution curve presented in 
                    <xref ref-type="fig" rid="f4">
Figure 4</xref> reveals that the soils are predominantly sandy clays with considerable plasticity. Over 70% of the fine particles (silt and clay fractions) pass through the 0.075 mm sieve, indicating a high proportion of fines. According to the AASHTO classification system (
                    <xref ref-type="bibr" rid="ref2">AASHTO, 2021</xref>), soils with more than 35% passing the 0.075 mm sieve are categorized as clayey. Based on this criterion, the majority of the soil samples fall within the A-7-6 classification group, which corresponds to highly plastic clayey soils. Complementary classification using the Unified Soil Classification System (USCS) classifies the soils as CH&#x2014;high plasticity clays. These soils are typically characterized by low permeability, high compressibility, and significant shrink-swell potential in response to moisture variations. The Atterberg Limits and gradation test results corroborate this classification. As shown in 
                    <xref ref-type="table" rid="T4">
Table 4</xref>, the soils exhibited a Plasticity Index (PI) greater than 10% and a Liquid Limit (LL) slightly above 40%, consistent with the characteristics of high-plasticity clays.</p>
                <sec id="sec7">
                    <title>3.1.1 Group index results</title>
                    <p>The Group Index (GI) is a key parameter in evaluating the quality of sub-base materials, as it reflects the combined influence of grain size distribution, plasticity characteristics, and overall soil composition. In this study, GI values range from 11.37 to 19.24, as shown in 
                        <xref ref-type="table" rid="T4">
Table 4</xref>, indicating a high content of fine-grained, plastic soils. According to the American Association of State Highway and Transportation Officials (
                        <xref ref-type="bibr" rid="ref1">AASHTO, 2020</xref>), GI values greater than 10 denote poor-quality subgrade materials that are generally unsuitable for pavement construction without some form of modification or stabilization. These GI values suggest that the sub-base materials are likely to exhibit low shear strength, poor drainage characteristics, and a high susceptibility to moisture-induced deformations, all of which can compromise pavement durability. Specifically, the presence of high clay and silt fractions leads to low California Bearing Ratio (CBR) values, high compressibility under load, and a greater tendency for plastic deformation. The observed characteristics align with findings by 
                        <xref ref-type="bibr" rid="ref63">Wang et al. (2022)</xref> and 
                        <xref ref-type="bibr" rid="ref62">Ullah et al. (2022)</xref>, who emphasized that soils with elevated fines content and high GI are prone to excessive settlement, reduced resilient modulus under cyclic loading, and heightened moisture sensitivity.</p>
                    <p>Additionally, these soils often require higher optimum moisture content and exhibit lower maximum dry density due to the high water-retention capacity of clayey fines, which impedes effective particle rearrangement during compaction. 
                        <xref ref-type="bibr" rid="ref65">Yang et al. (2025)</xref> noted similar effects in clay-rich sub-base materials, highlighting the challenge of achieving adequate compaction without proper moisture and material control. To address these challenges, the use of stabilizing agents such as lime, cement, or fly ash is recommended. Research by 
                        <xref ref-type="bibr" rid="ref10">Arias-Jaramillo et al. (2023)</xref> has demonstrated that these additives significantly reduce plasticity, increase CBR values, and enhance the overall mechanical integrity of sub-base layers.</p>
                </sec>
            </sec>
            <sec id="sec8">
                <title>3.2 Grading Modulus (GM)</title>
                <p>The grading modulus (GM) values presented in 
                    <xref ref-type="table" rid="T4">
Table 4</xref> range from 0.15 to 0.32, indicating that the tested soils are poorly graded and predominantly fine-grained. These low GM values reflect a narrow and uniform particle size distribution, with a significant proportion of particles passing through the finer sieve sizes. Such a distribution suggests limited variability in grain sizes, resulting in inadequate interlocking between particles. Poorly graded soils those with grading modulus values below 1.5 or above 3.5 are characterized by either a predominance of similar-sized particles or a lack of intermediate-size fractions. This leads to poor compaction behavior, low shear strength, and increased permeability, making them less suitable for load-bearing sub-base applications. In contrast, well-graded soils, with GM values between 2.5 and 3.5, possess a more balanced particle size distribution that facilitates better compaction, lower void ratios, and improved mechanical stability.</p>
                <p>These findings are consistent with previous research by 
                    <xref ref-type="bibr" rid="ref8">Alzara et al. (2024)</xref>, who observed that low GM values often correlate with compaction difficulties and reduced engineering performance. Additionally, the classification criteria align with the work of 
                    <xref ref-type="bibr" rid="ref27">Das (2019)</xref>, who emphasized the importance of grading characteristics in determining soil suitability for geotechnical applications. Therefore, the low GM values observed in this study highlight the need for soil improvement measures, such as blending or stabilization, to enhance the sub-base performance of the road materials.</p>
            </sec>
            <sec id="sec9">
                <title>3.3 Soil compaction, California Bearing Ratio (CBR), and triaxial compression tests results</title>
                <p>
                    <xref ref-type="table" rid="T5">
Table 5</xref> provides a summary of soil compaction, CBR, triaxial compression, and natural moisture content test results.</p>
                <table-wrap id="T5" orientation="portrait" position="float">
                    <label>
Table 5. </label>
                    <caption>
                        <title>Summary of soil compaction, CBR, triaxial compression, and NMC tests.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="2" valign="top">Client&#x2019;s Ref. No.</th>
                                <th align="left" colspan="1" rowspan="2" valign="top">Depth (m)</th>
                                <th align="left" colspan="1" rowspan="2" valign="top">MDD KN/m3</th>
                                <th align="left" colspan="1" rowspan="2" valign="top">OMC %</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">NMC</th>
                                <th align="left" colspan="3" rowspan="1" valign="top">3-Point 4 Days-Soaked CBR Test</th>
                                <th align="left" colspan="2" rowspan="1" valign="top">TRIAXIAL COMPRESSION</th>
                            </tr>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">%</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">93%</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">95%</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">98%</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
c(kPa)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
&#x03c6;&#x00b0;</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">PT01</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">16</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">21.9</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">15.3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">7</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">13</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">68.6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">9.93</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">PT02</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">17</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">18.9</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">14.5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">76.7</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">13.41</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">PT03</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">18</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">19.5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">15.4</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">95.2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">19.71</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">PT04</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">16</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">22.0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">15.6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">7</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">12</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">67.6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">9.00</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">PT05</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">16</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">23.3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">14.6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">4</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">67.5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">10.59</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
                <p>

                    <bold>3.3.1 Soil compaction results</bold>
                </p>
                <p>The moisture-density relationship which obtained from soil compaction test was illustrated in 
                    <xref ref-type="fig" rid="f5">
Figure 5</xref>. The summary of results presented in 
                    <xref ref-type="table" rid="T5">
Table 5</xref> showed that the maximum dry densities range from 16.05 kN/m
                    <sup>3</sup> to 18.03 kN/m
                    <sup>3</sup>, with corresponding Optimum Moisture Content (OMC) values between 18.9% and 23.3%. These values are consistent with soils that possess a significant proportion of fine particles.</p>
                <fig fig-type="figure" id="f5" orientation="portrait" position="float">
                    <label>
Figure 5. </label>
                    <caption>
                        <title>Moisture density relationship.</title>
                    </caption>
                    <graphic id="gr5" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/186725/95ad067c-cffd-4105-8ed5-5db71a0bfb7a_figure5.gif"/>
                </fig>
                <p>The relatively high OMC values indicate that the soils require substantial water to achieve maximum dry density. This is typical of fine-grained soils, where moisture serves to reduce inter-particle friction, enabling soil particles to realign and pack more densely under compactive effort. The natural moisture content of the soils presented in 
                    <xref ref-type="table" rid="T5">
Table 5</xref>, ranging from 14.5% to 15.6%, is below the OMC, suggesting the necessity of moisture addition during field compaction. Proper moisture conditioning enhances workability, reduces cohesion, and lowers the energy required for compaction, ultimately resulting in a denser, more stable, and durable sub-base layer. Based on AASHTO classification, the soils fall within the A-6 and A-7 groups, indicating high plasticity and significant moisture sensitivity. In the ASTM Unified Soil Classification System (ASTM D2487), the soils are classified as either CL (lean clay) or CH (high-plasticity clay), depending on the specific Atterberg limit values. These classifications are associated with soils that have a large specific surface area and a strong affinity for water. This result showed that such soils typically retain more water and require additional moisture during compaction to achieve their target densities, which are in line with the findings of 
                    <xref ref-type="bibr" rid="ref72">Wu et al. (2025)</xref>.</p>
                <p>

                    <bold>3.3.2 California Bearing Ratio (CBR)</bold>
                </p>
                <p>The results of the California Bearing Ratio (CBR) tests, as illustrated in 
                    <xref ref-type="table" rid="T5">
Table 5</xref>, show that the CBR values for the analysed soil samples range between 2% and 13%, depending on the level of compaction applied. These findings clearly demonstrate the positive correlation between increased compaction effort (at 93%, 95%, and 98% relative compaction levels) and soil strength, with higher compaction yielding correspondingly higher CBR values. Despite this improvement, the obtained CBR values fall significantly below the minimum recommended threshold for sub-base materials. According to 
                    <xref ref-type="bibr" rid="ref55">Rolt et al. (2022)</xref>, a CBR value greater than 30% is generally required for sub-base layers in roads subjected to medium to heavy traffic loading. The low CBR values observed suggest that, in their natural condition, the soils under investigation exhibit insufficient strength and are highly susceptible to deformation under applied loads. 
                    <xref ref-type="bibr" rid="ref28">Das (2020)</xref> also noted that optimizing moisture content and utilizing advanced compaction techniques can substantially improve the effectiveness of soil densification, thereby enhancing the soil&#x2019;s bearing capacity and structural resilience. Consequently, these findings underscore the necessity of implementing soil stabilization or modification measures such as the incorporation of chemical stabilizers, mechanical reinforcement, or blending with higher-quality materials to enhance the strength, durability, and overall performance of the sub-base for road construction applications.</p>
                <p>

                    <bold>3.3.3 Triaxial compression test results</bold>
                </p>
                <p>The triaxial compression test results on sub-base soil samples, collected from depths of 0.5 to 1.0 meters, provide critical insights into the shear strength parameters necessary for evaluating roadbed stability. As shown in 
                    <xref ref-type="table" rid="T5">
Table 5</xref>, the measured cohesion (c) values ranged from 67.5 kPa to 95.2 kPa, reflecting notable variability in the internal bonding of soil particles, which directly influences their resistance to shear strength. The angle of internal friction (&#x03c6;) varied between 9.00&#x00b0; and 19.71&#x00b0;, with higher values indicating improved resistance to sliding under repeated loading conditions. Axial strain values at failure presented in 
                    <xref ref-type="fig" rid="f6">
Figure 6</xref> ranged from 0.60% to 1.80%, suggesting that the materials possess moderate stiffness and can accommodate deformation under traffic loads without undergoing immediate failure. The results indicate that soils exhibiting lower cohesion and friction angles are more vulnerable to shear failure, particularly under increased loading conditions. This highlights the necessity for stabilization measures to enhance their structural performance&#x2014;consistent with findings by 
                    <xref ref-type="bibr" rid="ref39">Kafle et al. (2024)</xref> and 
                    <xref ref-type="bibr" rid="ref40">Kang et al. (2022)</xref>. Observed failure modes, such as barrelling deformation, are characteristic of plastic soil behavior preceding ultimate failure. Moreover, the Mohr-Coulomb failure envelope clearly illustrates the increased susceptibility of soils with lower friction angles to shear-induced deformation, reinforcing the recommendation for soil modification to ensure long-term stability.</p>
                <fig fig-type="figure" id="f6" orientation="portrait" position="float">
                    <label>
Figure 6. </label>
                    <caption>
                        <title>Deviator stress vs axial strain graph for pits.</title>
                    </caption>
                    <graphic id="gr6" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/186725/95ad067c-cffd-4105-8ed5-5db71a0bfb7a_figure6.gif"/>
                </fig>
                <p>The stress-strain behavior under confining pressures of 50 kPa, 100 kPa, and 150 kPa presented in 
                    <xref ref-type="fig" rid="f6">
Figure 6</xref> exhibited a typical pattern: an initial linear increase in deviator stress with strain, representing elastic behavior, followed by peak stress and a gradual decrease as the soil undergoes softening and plastic flow. This transition from strain hardening to softening corresponds with shear band formation, a common failure mechanism in granular soils under axial loading. These patterns corroborate the findings of 
                    <xref ref-type="bibr" rid="ref41">Li et al. (2024)</xref>. Furthermore, the effect of increased confining pressure was evident in delaying the onset of failure, in agreement with observations made by 
                    <xref ref-type="bibr" rid="ref36">Huang et al. (2021)</xref> and 
                    <xref ref-type="bibr" rid="ref68">Zhang &amp; Sun (2023)</xref>. Additionally, recent studies (e.g., 
                    <xref ref-type="bibr" rid="ref66">Yang et al., 2024</xref>) have shown that repeated freeze&#x2013;thaw cycles significantly degrade soil mechanical properties, with cohesion decreasing by up to 56.66% after 10 cycles at &#x2212;20 &#x00b0;C. Such deterioration underscores the need to consider environmental impacts when designing sub-base layers, especially in regions susceptible to seasonal freezing. For soils with inadequate shear strength parameters, stabilization techniques such as cement or lime treatment are strongly recommended to enhance load-bearing capacity and durability. Sub-base materials must possess adequate strength and stiffness to effectively distribute traffic-induced stresses and minimize permanent deformation under repeated loading. To improve the engineering performance of marginal soils for sub-base applications, chemical stabilization techniques such as the incorporation of cement, lime, or fly ash are widely adopted. These additives promote pozzolanic reactions that enhance the soil&#x2019;s microstructure, thereby increasing unconfined compressive strength (UCS) and improving durability against moisture-induced degradation (
                    <xref ref-type="bibr" rid="ref50">Mostafa A. E. A. et al., 2024</xref>). Additionally, optimizing compaction parameters particularly by applying higher compactive effort and maintaining optimum moisture content has been shown to significantly improve density, strength, and load-bearing capacity of treated sub-base layers (
                    <xref ref-type="bibr" rid="ref8">Alzara M. et al., 2024</xref>).</p>
            </sec>
            <sec id="sec10">
                <title>3.4 Effectiveness of the Sub-base material in contributing to the structural integrity and longevity of the road</title>
                <p>The sub-base layer plays a crucial role in ensuring the structural integrity and durability of pavement systems by distributing traffic loads, reducing stress transmitted to the subgrade, and minimizing differential settlement and moisture infiltration. To assess the effectiveness of the selected sub-base material, the estimated traffic loading was calculated based on the cumulative number of Equivalent single-axle loads (ESALs) as presented in 
                    <xref ref-type="disp-formula" rid="e1">Eq. 1</xref>. By incorporating traffic data parameters specifically, the Load Equivalency Factor (LEF) values from 
                    <xref ref-type="table" rid="T6">
Table 6</xref>, along with the Directional Distribution Factor (DD) and the Lane Distribution Factor (DL) obtained from 
                    <xref ref-type="table" rid="T7">
Table 7</xref>, the cumulative ESALs were determined. The result of this computation yielded a total traffic load of 0.444 &#x00d7; 10
                    <sup>6</sup> ESALs.</p>
                <table-wrap id="T6" orientation="portrait" position="float">
                    <label>
Table 6. </label>
                    <caption>
                        <title>Data used for calculating Load Equivalency Factor (LEF).</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Truck category</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Load factor (ESALs per Truck)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Number of trucks (Both Directions)</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">2-Axle Trucks</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">200</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
                <table-wrap id="T7" orientation="portrait" position="float">
                    <label>
Table 7. </label>
                    <caption>
                        <title>Lane distribution factors (Adapted from 
                            <xref ref-type="bibr" rid="ref1">AASHTO, 2020</xref>).</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Number of lanes (Per Direction)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Percent of 18-kip ESALs in design lane</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">100%</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">80&#x2013;100%</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">60&#x2013;80%</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">4</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">50&#x2013;75%</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
                <p>This cumulative ESAL value as shown in 
                    <xref ref-type="table" rid="T6">
Table 6</xref> serves as a baseline for evaluating whether the strength and stiffness properties of the sub-base material are adequate for the anticipated service life of the pavement. The material&#x2019;s performance, particularly its resistance to deformation and moisture-induced weakening, directly influences the road&#x2019;s longevity. Laboratory tests such as the California Bearing Ratio (CBR) and triaxial compression, along with in-situ density measurements, provide insight into the sub-base&#x2019;s ability to sustain the projected load levels with minimal deterioration.</p>
                <p>
                    <xref ref-type="table" rid="T7">
Table 7</xref> provides guidance for determining the percentage of the total 18-kip Equivalent Single Axle Loads (ESALs) expected to be carried by the design lane, based on the number of lanes in each direction. This factor is critical in distributing the cumulative ESALs appropriately among lanes to ensure an accurate representation of the design traffic load on the critical (design) lane. Given the calculated cumulative traffic loading of 0.444 &#x00d7; 10
                    <sup>6</sup> ESALs, and applying the appropriate Lane Distribution Factor from 
                    <xref ref-type="table" rid="T7">
Table 7</xref>, the pavement falls within Traffic Class T2. According to standard traffic classification criteria (e.g., AASHTO or equivalent national road design standards), Traffic Class T2 typically corresponds to a cumulative traffic load range of 0.3&#x2013;0.7 &#x00d7; 10
                    <sup>6</sup> ESALs over the design life of the pavement. This classification is essential for selecting appropriate structural layer thicknesses and materials. It indicates that the road is subject to moderate traffic loading, and the sub-base material must be sufficiently stable and durable to withstand the expected service conditions without undergoing significant deformation or loss of bearing capacity.</p>
                <p>
                    <xref ref-type="table" rid="T8">
Table 8</xref> defines traffic loading categories based on the cumulative number of Equivalent Standard Axles (ESAs or ESALs) expected over the design life of the pavement. Based on the cumulative traffic loading calculated as 0.444 &#x00d7; 10
                    <sup>6</sup> ESALs, the pavement falls within Traffic Class T2, which corresponds to a moderate traffic category ranging from 0.3 to 0.7 million ESAs. This classification is critical for selecting suitable pavement layer types and thicknesses, especially when dealing with weak subgrade conditions. The soaked California Bearing Ratio (CBR) value of the subgrade soil was found to be 2%, which indicates very poor subgrade strength. According to established pavement design standards (e.g., AASHTO and TRL guidelines), a CBR value below 5% is generally considered inadequate for supporting pavement layers directly and necessitates the use of substantial sub-base and base layers or subgrade improvement techniques such as chemical stabilization or geosynthetic reinforcement.</p>
                <table-wrap id="T8" orientation="portrait" position="float">
                    <label>
Table 8. </label>
                    <caption>
                        <title>Traffic classification and subgrade strength assessment (Adapted from 
                            <xref ref-type="bibr" rid="ref71">Lillian, 2025</xref>).</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Traffic class</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Traffic range (Million ESAs)</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">T1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&lt;0.3</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">T2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.3 &#x2013; 0.7</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">T3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.7 &#x2013; 1.5</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">T4</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.5 &#x2013; 3</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">T5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3 &#x2013; 6</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">T6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">6 &#x2013; 10</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">T7</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">10 &#x2013; 17</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">T8</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">17 &#x2013; 30</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
                <p>This combination of moderate traffic loading (T2) and very weak subgrade strength (CBR = 2%) highlights the importance of using high-quality, well-compacted sub-base materials and possibly incorporating stabilization measures to enhance the pavement&#x2019;s structural capacity and long-term performance.</p>
                <p>
                    <xref ref-type="table" rid="T9">
Table 9</xref> categorizes subgrade soils based on their California Bearing Ratio (CBR) values: Based on this classification, the soaked CBR value of 2% places the subgrade within Class S1, which denotes very weak subgrade conditions. This classification implies that the subgrade has minimal load-bearing capacity and is highly susceptible to deformation under traffic loads and moisture variation. Therefore, it necessitates appropriate subgrade treatment and reinforcement to ensure adequate pavement performance and structural integrity throughout its service life. To accommodate the calculated traffic loading of 0.444 &#x00d7; 10
                    <sup>6</sup> ESALs (Traffic Class T2) and to address the weak subgrade, the 
                    <xref ref-type="bibr" rid="ref1">AASHTO (2020)</xref> design adopted the W1 &#x2013; Granular Base/Granular Sub-base Design Guide. This guideline was specifically selected due to its relevance for wet climate conditions, which are prevalent in the project area.</p>
                <table-wrap id="T9" orientation="portrait" position="float">
                    <label>
Table 9. </label>
                    <caption>
                        <title>Subgrade classification and design justification (Adapted from 
                            <xref ref-type="bibr" rid="ref71">Lillian, 2025</xref>).</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Subgrade class</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
CBR value (%) Range</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">S1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&lt;3%</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">S2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3&#x2013;4%</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">S3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">5&#x2013;7%</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">S4</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">8&#x2013;14%</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">S5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">15&#x2013;30%</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">S6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&gt;30%</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
                <p>The W1 design approach integrates comprehensive measures to address moisture-related challenges such as subgrade swelling, saturation, and strength reduction, issues likely to intensify due to climate change-induced hydrological variability. To mitigate these risks, carefully selected granular materials are employed in conjunction with optimized compaction techniques and effective drainage strategies. This combination enhances load distribution, minimizes moisture retention, and preserves pavement integrity under elevated moisture conditions, thereby supporting the road&#x2019;s long-term durability and functional performance in adverse environmental settings.</p>
                <p>
                    <xref ref-type="fig" rid="f7">
Figure 7</xref> illustrates the current state of the existing roadway, highlighting the need for structural intervention. 
                    <xref ref-type="fig" rid="f8">
Figure 8</xref> presents the proposed W1 design, engineered to accommodate the anticipated traffic loads throughout the pavement&#x2019;s projected service life. As a cost-effective alternative, 
                    <xref ref-type="fig" rid="f9">
Figure 9</xref> showcases a design incorporating a 225 mm granular layer. This reduced-thickness option maintains performance and serviceability, particularly in areas where granular or crushed stone materials are readily available, without significantly compromising structural integrity or longevity. The pavement&#x2019;s classification within Traffic Class T2 aligns with findings from comparable studies in regions characterized by moderate traffic volumes. According to 
                    <xref ref-type="bibr" rid="ref55">Rolt et al. (2022)</xref> and the U.S. 
                    <xref ref-type="bibr" rid="ref29">Department of Transportation (2021)</xref>, pavements subjected to ESALs ranging from 0.3 to 0.7 million typically necessitate structural reinforcement to ensure enduring performance under repetitive loading conditions.</p>
                <fig fig-type="figure" id="f7" orientation="portrait" position="float">
                    <label>
Figure 7. </label>
                    <caption>
                        <title>Existing roadway.</title>
                    </caption>
                    <graphic id="gr7" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/186725/95ad067c-cffd-4105-8ed5-5db71a0bfb7a_figure7.gif"/>
                </fig>
                <fig fig-type="figure" id="f8" orientation="portrait" position="float">
                    <label>
Figure 8. </label>
                    <caption>
                        <title>Designed pavement section in existing subbase soils.</title>
                    </caption>
                    <graphic id="gr8" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/186725/95ad067c-cffd-4105-8ed5-5db71a0bfb7a_figure8.gif"/>
                </fig>
                <fig fig-type="figure" id="f9" orientation="portrait" position="float">
                    <label>
Figure 9. </label>
                    <caption>
                        <title>Designed pavement section in granular sub-base.</title>
                    </caption>
                    <graphic id="gr9" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/186725/95ad067c-cffd-4105-8ed5-5db71a0bfb7a_figure9.gif"/>
                </fig>
                <p>A California Bearing Ratio (CBR) of 2% classifies the subgrade as an S1 type, which is highly susceptible to moisture-induced deformation. This observation is supported by 
                    <xref ref-type="bibr" rid="ref11">Arshad et al. (2021)</xref>, who emphasized the need for stabilization, such as cement treatment, for subgrades with low CBR values to improve bearing capacity. Similarly, 
                    <xref ref-type="bibr" rid="ref43">Majumder and Venkatraman (2022)</xref> demonstrated that hydrated lime treatment can significantly enhance the strength and stiffness of weak subgrade soils. The consistently wet climatic conditions of the Kabale region further underscore the importance of employing a robust sub-base to counteract the detrimental effects of moisture fluctuations on subgrade performance.</p>
                <p>This study adopts a climate-resilient pavement design framework by referencing wet-climate pavement design catalogues, as advocated by 
                    <xref ref-type="bibr" rid="ref57">Sharifi et al. (2019)</xref>, to improve structural resilience under varying moisture regimes. Furthermore, traffic loading assumptions are aligned with 
                    <xref ref-type="bibr" rid="ref1">AASHTO&#x2019;s (2020)</xref> lane distribution factors, assigning 100% ESAL loading to single-lane roadways and proportionally distributed loading for multi-lane configurations, thereby ensuring an accurate representation of in-service traffic conditions</p>
            </sec>
            <sec id="sec11">
                <title>3.5 Pavement design specifications with Geogrid/Reinforcement for 0.444 &#x00d7; 10
                    <sup>6</sup> ESALs</title>
                <p>The pavement structure has been designed to accommodate a cumulative loading of 0.444 million Equivalent Single Axle Loads (ESALs), incorporating geosynthetic reinforcement for enhanced performance and longevity. The surfacing layer comprises a 50 mm thick dense-graded asphalt concrete. This surface material is designed with a penetration grade binder of either 60/70 or 80/100 and a bitumen content ranging from 4.5% to 6% by weight of the total mix. Proper compaction of this layer is ensured at 95% of the maximum dry density (MDD) to achieve optimal performance in terms of resistance to cracking, rutting, and weather-induced degradation.</p>
                <p>Beneath the surfacing is a 150 mm thick base layer constructed using crushed stone or crushed gravel. This layer is expected to possess a soaked California Bearing Ratio (CBR) of at least 80% and a Unconfined Compressive Strength (UCS) of no less than 200 kPa. Its primary function is to distribute traffic-induced loads efficiently and minimize structural deformations. The sub-base layer, with a thickness of 225 mm, is also composed of crushed stone or gravel and must meet a minimum soaked CBR of 30% and a UCS of 150 kPa. This layer serves to further distribute loads and provide foundational support to the upper pavement structure.</p>
                <p>To enhance structural integrity and reduce material usage, geosynthetic reinforcement is incorporated. Two main options are recommended: geogrids and geocells. Geogrids are strategically placed at the interface of the sub-base and subgrade to improve load transfer efficiency and restrict lateral movement of materials. Their use can result in a thickness reduction of approximately 25&#x2013;30% while maintaining structural performance. Alternatively, geocells may be placed within the sub-base layer and filled with aggregate, offering stabilization and control of lateral displacement, thereby significantly reducing the potential for rutting.</p>
                <p>The imported subgrade material consists of well-graded granular soils such as crushed stone, gravel, or stabilized soil with minimal fines, ensuring that the silt and clay content does not exceed 12%. This 300 mm thick layer must achieve a minimum soaked CBR of 15%, with unsoaked values of at least 10% prior to stabilization. To limit deformation under moist conditions, the plasticity index (PI) should not exceed 6%. Compaction of the subgrade is targeted at a minimum of 95% MDD, with a desired CBR range of 5&#x2013;7% and a UCS threshold exceeding 75&#x2013;100 kPa, ideally achieving at least 150 kPa for improved subgrade stability and performance.</p>
            </sec>
        </sec>
        <sec id="sec12">
            <title>4. Conclusions and recommendations</title>
            <p>This study critically evaluated the structural performance of sub-base materials used in the construction of High Court Road in Kabale, Uganda, utilizing California Bearing Ratio (CBR) and triaxial compression tests to assess their suitability under projected traffic loads of 0.444 &#x00d7; 10
                <sup>6</sup> ESALs over a 20-year design life. The findings reveal that the existing sub-base materials, predominantly fine-grained with over 70% passing the 0.075 mm sieve, are classified as sandy clays of high plasticity according to AASHTO standards. This soil type exhibits considerable moisture sensitivity, as reflected in its high Plasticity Index (PI) values (17.5&#x2013;20.9), Liquid Limits (LL) of 35.3%&#x2013;43.0%, and Plastic Limits (PL) of 17.7%&#x2013;22.6%. These characteristics point to significant volumetric instability, requiring urgent attention to ensure structural reliability. Compaction tests showed that the materials have relatively low Maximum Dry Densities (16.05&#x2013;18.03 kN/m
                <sup>3</sup>) and high Optimum Moisture Contents (18.9%&#x2013;23.3%), indicating soft soil behavior that compromises load-bearing capacity and compaction efficiency. Critically, the CBR values ranged between 2% and 13%, falling substantially below the recommended minimum of 30% for sub-base materials in high-traffic pavements. This low bearing capacity underscores the inadequacy of the current sub-base in supporting the anticipated load. Further analysis of shear strength parameters showed cohesion values ranging from 67.5 kPa to 95.2 kPa and angles of internal friction between 9.00&#x00b0; and 19.71&#x00b0;. These are below the minimum acceptable thresholds of 100 kPa for cohesion and 26.20&#x00b0; for shear resistance as recommended by 
                <xref ref-type="bibr" rid="ref73">Xu et al. (2021)</xref> and 
                <xref ref-type="bibr" rid="ref33">Giwangkara et al. (2020)</xref>, indicating a high risk of shear failure and deformation under traffic-induced stress. The current sub-base structure, particularly with a CBR of 2%, is insufficient for sustaining long-term pavement integrity and requires significant reinforcement. To address these deficiencies, the study recommends stabilization of the sub-base using lime or cement to enhance shear strength and reduce plasticity. Improved compaction practices and moisture control during construction will further improve the material&#x2019;s load-bearing performance. Incorporating geosynthetics such as geogrids and geocells can improve load distribution, reduce settlement, and allow for material thickness optimization. Additionally, implementing effective drainage systems will help manage water infiltration, reducing the risk of structural weakening. Routine maintenance, including periodic re-grading and timely repairs, will help maintain functionality and extend the service life of the pavement. Finally, this study underscores the pivotal role of properly engineered sub-base materials in ensuring the durability and performance of road infrastructure. By providing empirical data and practical recommendations, the research offers a pathway toward more resilient, cost-effective, and sustainable road construction in Kabale and similar regions. Implementing these strategies is essential to prevent premature pavement failures and support the transition to higher-quality, long-lasting transportation networks.</p>
        </sec>
    </body>
    <back>
        <sec id="sec15" sec-type="data-availability">
            <title>Data availability statement</title>
            <p>The authors declare that all datasets generated and analyzed in this study are openly available. The dataset includes the raw and processed values underlying reported means, standard deviations, regression outputs, and correlation coefficients, as well as laboratory and field data used to generate all figures and tables presented in the manuscript. Specifically, it contains soil index properties, particle size distributions, Atterberg limits, compaction results, California Bearing Ratio (CBR) test data, and triaxial compression test outputs, in addition to numerical points extracted from images and full sets of design parameters and output tables (
                <xref ref-type="table" rid="T1">
Tables 1</xref>&#x2013;
                <xref ref-type="table" rid="T9">9</xref>). These resources are accessible through 
                <ext-link ext-link-type="uri" xlink:href="https://zenodo.org/records/17019710">https://zenodo.org/records/17019710</ext-link> (
                <xref ref-type="bibr" rid="ref69">Nkwanzi et al., 2025</xref>), at the persistent DOI 
                <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5281/zenodo.17019710">https://doi.org/10.5281/zenodo.17019710</ext-link> (
                <xref ref-type="bibr" rid="ref69">Nkwanzi et al., 2025</xref>), which hosts both the raw laboratory files and the processed datasets required to reproduce the study&#x2019;s findings. All data are shared under the 
                <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International License</ext-link> (CC-BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</p>
        </sec>
        <ack>
            <title>Acknowledgements</title>
            <p>The authors would like to express their gratitude to the Kampala International University, School of Engineering and Applied Science for the support provided while carrying out this research.</p>
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