﻿<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta>
      <journal-id journal-id-type="nlm-ta">Carbon Footprints</journal-id>
      <journal-id journal-id-type="publisher-id">CF</journal-id>
      <journal-title-group>
        <journal-title>Carbon Footprints</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2831-932X</issn>
      <publisher>
        <publisher-name>OAE Publishing Inc.</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.20517/cf.2026.90</article-id>
      <article-categories>
        <subj-group>
          <subject>Review</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Deep carbon in agricultural soils: considerations for its treatment in soil carbon studies</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Locke</surname>
            <given-names>Maxwell</given-names>
          </name>
          <contrib-id contrib-id-type="orcid">https://orcid.org/0009-0002-8851-9933</contrib-id>
        </contrib>
        <contrib contrib-type="author" corresp="yes">
          <name>
            <surname>Unc</surname>
            <given-names>Adrian</given-names>
          </name>
          <xref ref-type="corresp" rid="cor1" />
          <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-7265-9758</contrib-id>
        </contrib>
      </contrib-group>
      <aff id="I">School of Science and the Environment, Memorial University of Newfoundland, Corner Brook A2H 5G4, Canada.</aff>
      <author-notes>
        <corresp id="cor1">Correspondence to: Prof. Adrian Unc, School of Science and the Environment, Memorial University of Newfoundland, Corner Brook A2H 5G4, Canada. E-mail: <email>aunc@mun.ca</email></corresp>
        <fn fn-type="other">
          <p>
            <bold>Received:</bold> 19 Jun 2026 |  <bold>First Decision:</bold> 13 Jul 2026 |  <bold>Revised:</bold> 13 Aug 2026 |  <bold>Accepted:</bold> 14 Aug 2026 |  <bold>Published:</bold> 20 Aug 2026</p>
        </fn>
        <fn fn-type="other">
          <p>
            <bold>Academic Editor:</bold> Dafeng Hui |  <bold>Copy Editor:</bold> Ping Zhang |  <bold>Production Editor:</bold> Ping Zhang</p>
        </fn>
      </author-notes>
	  <pub-date pub-type="ppub">
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>20</day>
        <month>8</month>
        <year>2026</year>
      </pub-date>
      <volume>5</volume>
	  <issue>3</issue>
      <elocation-id>46</elocation-id>
      <permissions>
        <copyright-statement>© The Author(s) 2026.</copyright-statement>
        <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
          <license-p>© The Author(s) 2026. <bold>Open Access</bold> This article is licensed under a Creative Commons Attribution 4.0 International License (<uri xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</uri>), which permits unrestricted use, sharing, adaptation, distribution and reproduction in any medium or format, for any purpose, even commercially, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.</license-p>
        </license>
      </permissions>
      <abstract>
        <p>Carbon reaches deep soil via roots, dissolved and colloidal transport, preferential flow, bioturbation, and soil mixing. Droughts may promote deep rooting but also suppress microbial activity. At depth, carbon persistence and vulnerability are regulated by interacting constraints that differ fundamentally from those operating near the surface. Hence, its study must acknowledge the unique carbon inputs and environmental constraints. This review offers a perspective on the utility and potential shortcomings of current approaches to studying deep soil organic carbon (dSOC) in the context of sources, transport pathways, stabilization and vulnerability across depth and their interactions with pedogenic horizonation, climate and environmental change. Evidence suggests that dSOC functions as a distinct component of the soil carbon cycle rather than a slow-cycling reflection of surface SOC. Persistence of dSOC cannot be solely explained by the chemical recalcitrance of SOC. Instead, dSOC stability is a composite of the hydrological, gaseous, mineralogical and biological constraints controlling microbial functions and access to SOC. Importantly, these are more accurately described as horizon-dependent rather than strictly depth-dependent. Although the particulate/mineral-associated organic matter framework remains useful, its interpretation may become ambiguous in deep soils. Hence, a mechanistic understanding of dSOC persistence requires coupling changes to C inputs, transfer pathways, mineral interactions, hydrological connectivity and biological constraints across pedogenic horizons. As soil horizon-dependent heterogeneity governs the persistence of chemically labile C compounds, horizon-aware sampling and testing would avoid misrepresenting mechanisms controlling dSOC. Incubation and warming studies imposing ecologically implausible conditions may measure short-term microbial physiological stress responses rather than climate-relevant SOC vulnerability.</p>
      </abstract>
      <kwd-group>
        <kwd>Soil horizons</kwd>
        <kwd>pedon</kwd>
        <kwd>transfer</kwd>
        <kwd>soil structure</kwd>
        <kwd>regimes</kwd>
        <kwd>carbon</kwd>
        <kwd>depth</kwd>
        <kwd>agriculture</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec1">
      <title>INTRODUCTION</title>
      <p>Soil organic carbon (SOC) is the largest terrestrial carbon pool, exceeding the combined carbon stored in vegetation and the atmosphere<sup>[<xref ref-type="bibr" rid="B1">1</xref>]</sup>. Agricultural soils have lost substantial SOC under long-term land use and intensive management, creating a large SOC debt<sup>[<xref ref-type="bibr" rid="B2">2</xref>]</sup>. Rebuilding this carbon stock through sequestration is widely viewed as an effective climate-change mitigation opportunity<sup>[<xref ref-type="bibr" rid="B3">3</xref>-<xref ref-type="bibr" rid="B6">6</xref>]</sup>, particularly if added carbon can persist over timescales relevant to mitigation.</p>
      <p>However, increasing SOC storage does not automatically constitute C sequestration<sup>[<xref ref-type="bibr" rid="B7">7</xref>]</sup>. The term “sequestration” should be reserved for SOC increases resulting from net atmosphere to soil C flow that are durable, additional and climate-relevant, rather than for any short-term increase in SOC stocks<sup>[<xref ref-type="bibr" rid="B8">8</xref>]</sup>. This distinction is especially important in deeper layers where slower apparent turnover, older radiocarbon ages and greater mineral-associated storage capacity<sup>[<xref ref-type="bibr" rid="B9">9</xref>,<xref ref-type="bibr" rid="B10">10</xref>]</sup> have led to growing interest in subsoil C as a sequestration target. These attributes, when combined with higher C variability in deeper layers<sup>[<xref ref-type="bibr" rid="B11">11</xref>]</sup> risk misrepresenting SOC storage change.</p>
      <p>Most agricultural SOC studies focus on the upper 0-30 cm, despite deeper layers storing more than half of global SOC stocks<sup>[<xref ref-type="bibr" rid="B12">12</xref>-<xref ref-type="bibr" rid="B14">14</xref>]</sup>. This shallow focus risks underestimating SOC stocks and misrepresenting management effects when carbon is redistributed with depth<sup>[<xref ref-type="bibr" rid="B15">15</xref>]</sup>. For example, extensive literature indicates that apparent SOC gains under no-till in surface layers may partly reflect vertical redistribution rather than whole-profile increased sequestration<sup>[<xref ref-type="bibr" rid="B16">16</xref>]</sup>. While deep SOC (dSOC) research has expanded, studies focusing on agricultural systems are less represented [Supplementary Materials], supporting the need for agricultural perspectives that integrate soil physics, hydrology, pedology, microbial ecology and C-fraction frameworks.</p>
      <p>Several reviews have addressed dSOC formation, cycling, response to global change and management strategies for enhancing subsoil C storage<sup>[<xref ref-type="bibr" rid="B9">9</xref>,<xref ref-type="bibr" rid="B17">17</xref>-<xref ref-type="bibr" rid="B22">22</xref>]</sup>. Rather than repeat that content, in this review we aim to identify and discuss overlooked considerations while offering recommendations that should guide future dSOC studies on the potential impacts of agriculture and climate change.</p>
      <sec id="sec1-1">
        <title>Roots dominate vertical carbon inputs and depth distribution</title>
        <p>Carbon inputs originate from photosynthetically fixed C that reaches soil either as aboveground litter or as belowground root-derived C. The relative importance of these pathways varies among vegetation types and environmental conditions. Root-to-shoot ratios are strongly influenced by potential water deficit, with greater deficits generally increasing belowground allocation<sup>[<xref ref-type="bibr" rid="B23">23</xref>]</sup>. Absolute root-to-shoot ratios also vary by plant functional type, tending to be larger in grasslands, lower in shrublands and lowest in forests<sup>[<xref ref-type="bibr" rid="B24">24</xref>]</sup>.</p>
        <p>Roots exert a disproportionate effect on soil organic matter (SOM) formation<sup>[<xref ref-type="bibr" rid="B25">25</xref>]</sup> through growth, exudation, fragmentation and turnover. Root distribution is therefore a major determinant of vertical C allocation<sup>[<xref ref-type="bibr" rid="B12">12</xref>]</sup>. In wetter and colder systems, C inputs are often concentrated near the surface. In warmer or drier systems, roots may penetrate deeper into the vadose zone, promoting deeper C deposition and rhizosphere-driven microbial activity. Under drought conditions, roots redistribute preferentially into deeper horizons, increasing overlap with retention zones and microbial activity, thereby enhancing the potential for subsoil C stabilization [<xref ref-type="fig" rid="fig1">Figure 1A</xref>]. This pattern is also relevant to annual crops. For example, drought can increase maize root biomass and rooting depth, potentially contributing to climate-change adaptation and deeper C inputs<sup>[<xref ref-type="bibr" rid="B26">26</xref>]</sup>. Water deficit may therefore favor proportionally deeper C deposition, but its effects are context-dependent.</p>
        <fig id="fig1" position="float" width="450">
          <label>Figure 1</label>
          <caption>
            <p>Illustration of transport and processing of carbon to soil depth: texture and horizonation. (A) Soil profiles partition into a preferential flow domain (red shading) and a retention domain (blue shading), which regulate dissolved organic carbon (DOC) mobility, microbial processing, and root activity; (B) Hydraulically mediated carbon distribution and processing at horizon textural boundary transitions for (b1) coarse-over-fine (sand → clay) systems and (b2) fine-over-coarse (clay → sand) systems. Across both panels, horizon transitions are represented as continuous, while variably diverging, gradients rather than discrete boundaries, emphasizing their role as biogeochemical zones where hydrologic, biological, and geochemical processes converge to regulate carbon persistence<sup>[<xref ref-type="bibr" rid="B44">44</xref>]</sup>. MAOM: Mineral-associated organic matter.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="cf6090.fig.1.jpg" />
        </fig>
        <p>Short-term drought can sometimes be tolerated without yield loss in perennial grasses<sup>[<xref ref-type="bibr" rid="B27">27</xref>]</sup>, and the effect of wetting or drying on rooting depth depends on the initial wetness or aridity of the system<sup>[<xref ref-type="bibr" rid="B28">28</xref>]</sup>. The yield sensitivity to drought is non-linear and depends on the interplay between drought length, timing and temperature<sup>[<xref ref-type="bibr" rid="B29">29</xref>]</sup>. This can lead to reduced but variable available litter to be deposited on or tilled into the superficial soil layers.</p>
        <p>The balance between gross primary productivity and microbial decomposition ultimately governs net SOC accumulation. Systems with high productivity, such as tropical biomes, or with very low decomposition rates, such as tundra, can accumulate large SOC stocks. By contrast, croplands often combine variable productivity with relatively high decomposition rates, limiting long-term SOC accumulation.</p>
      </sec>
      <sec id="sec1-2">
        <title>Transport of soluble and suspended SOC</title>
        <p>Besides through roots, SOC reaches deep soil horizons through several interacting pathways including:</p>
        <p>• Downward movement of dissolved organic matter through matrix flow and preferential flow paths;</p>
        <p>• Transport of colloidal organic carbon;</p>
        <p>• Bioturbation;</p>
        <p>• Redistribution caused by tillage, deep plowing or other management operations.</p>
        <p>As nature’s solvent, water enables advective and diffusive transport<sup>[<xref ref-type="bibr" rid="B30">30</xref>]</sup> of soluble C (i.e., dissolved organic carbon; DOC) and suspended colloidal (1-1,000 nm) particles<sup>[<xref ref-type="bibr" rid="B31">31</xref>]</sup>, including microbial cells. The magnitude and depth of this transport depend on infiltration rate and timing, soil structure, pore architecture, extant water potential and hysteretic behavior, mineralogy and the properties of the soil solution, which ultimately impacts C availability along gradients of these factors [<xref ref-type="fig" rid="fig1">Figure 1A</xref>].</p>
        <p>Dissolved organic matter (DOM) moving along infiltration pathways undergoes repeated adsorption, microbial processing and desorption. During this process, plant-derived compounds deposited in upper layers can displace, or be progressively transformed into, smaller microbially derived compounds with depth, contributing to vertical chemical gradients in SOM composition and radiocarbon age<sup>[<xref ref-type="bibr" rid="B32">32</xref>,<xref ref-type="bibr" rid="B33">33</xref>]</sup>. Thus, structurally complex aromatic compounds often dominate upper layers, whereas more processed, microbially derived compounds may become relatively more important in deeper layers<sup>[<xref ref-type="bibr" rid="B34">34</xref>,<xref ref-type="bibr" rid="B35">35</xref>]</sup>.</p>
        <p>In coarse-textured soils, rapid piston and finger flows lead to weak coupling between DOC transport and microbial activity, promoting carbon export, CO<sub>2</sub> losses, and lower mineral stabilization of organic matter<sup>[<xref ref-type="bibr" rid="B32">32</xref>,<xref ref-type="bibr" rid="B36">36</xref>]</sup>. In fine-textured soils (clay), slower, matrix-dominated flow enhances DOC retention and promotes microbial processing zones, resulting in carbon stabilization via mineral associations<sup>[<xref ref-type="bibr" rid="B37">37</xref>-<xref ref-type="bibr" rid="B39">39</xref>]</sup>. Intermediate textures (silt) exhibit partial coupling between transport and processing [<xref ref-type="fig" rid="fig1">Figure 1A</xref>].</p>
        <p>Colloidal organic matter may also contribute substantially to dSOC transfer, although its formation, mobility, reactivity and functional role in dSOC storage remain less well understood. Colloids can transport organic matter, clay minerals, Fe and Al oxides, enzymes and microbial cells. This means that preferential flow paths may not only transport C but also deliver microbial cells and extracellular enzymes to deeper microsites contributing to the deep soil communities and functions<sup>[<xref ref-type="bibr" rid="B40">40</xref>]</sup>. Significant deep transfer of larger colloids and suspended particulates (&gt; 0.45 µm and up to 75 µm) may occur during pronounced infiltration events across different soil structures and land use types, but its contribution is often neglected<sup>[<xref ref-type="bibr" rid="B41">41</xref>]</sup>.</p>
        <p>Preferential flow through macropores<sup>[<xref ref-type="bibr" rid="B42">42</xref>]</sup> is especially important in structured soils [<xref ref-type="fig" rid="fig1">Figure 1A</xref>]. Large, continuous pores and cracks, such as those found in some fine-textured and shrink-swell clay soils, can promote rapid but spatially uneven transport of dissolved and colloidal organic matter. This may generate deep hotspots with elevated C availability and turnover<sup>[<xref ref-type="bibr" rid="B43">43</xref>]</sup>, whose quality might differ, as it largely bypasses close mineral-surface interactions during matrix flow. However, the biological expression of these hotspots depends on whether temperature, water activity and oxygen availability support microbial activity.</p>
      </sec>
    </sec>
    <sec id="sec2">
      <title>SOC STABILITY: CHEMISTRY, MINERAL PROTECTION AND ENVIRONMENTAL LIMITATION</title>
      <p>Historically, SOM persistence was often attributed to inherent chemical recalcitrance, especially in humic fractions. This view has been challenged by the recognition that all SOM is potentially subject to microbial processing, and that persistence often reflects environmental and physicochemical protection rather than intrinsic molecular resistance<sup>[<xref ref-type="bibr" rid="B39">39</xref>,<xref ref-type="bibr" rid="B44">44</xref>]</sup>.</p>
      <p>Current frameworks emphasize physical inaccessibility and mineral protection<sup>[<xref ref-type="bibr" rid="B45">45</xref>]</sup>, particularly through the distinction between particulate organic matter (POM) and mineral-associated organic matter (MAOM)<sup>[<xref ref-type="bibr" rid="B46">46</xref>]</sup>. These fractions differ in residence time and sensitivity to disturbance, but their functional interpretation remains imperfect. POM may, under some conditions, contribute to long-term storage<sup>[<xref ref-type="bibr" rid="B47">47</xref>]</sup>, whereas some MAOM can also cycle relatively rapidly<sup>[<xref ref-type="bibr" rid="B48">48</xref>]</sup>.</p>
      <p>This ambiguity is amplified in deep soils. Compounds that are biochemically labile may be functionally persistent because they are mineral-associated, spatially inaccessible, oxygen limited or present under conditions of low water activity and low microbial activity. Conversely, operationally defined MAOM may not always represent slow-cycling C, especially if changing hydrology or redox conditions alter organo-mineral associations.</p>
      <p>The permanence of deep MAOM therefore depends on mineralogy, pH, redox status, ionic strength, microbial community structure and water-flow dynamics. Acidic solutions may promote dissociation of C from low-charge minerals such as silica oxides, while favoring ligand-exchange complexation of aromatic DOC with Fe and Al oxides, as seen in Podzols<sup>[<xref ref-type="bibr" rid="B49">49</xref>-<xref ref-type="bibr" rid="B51">51</xref>]</sup>. Thus, the same organic compound may differ in persistence depending on where it is located in the profile.</p>
    </sec>
    <sec id="sec3">
      <title>SOIL HORIZONS AS FUNCTIONAL COMPARTMENTS</title>
      <p>Soils are vertically structured systems composed of horizons with distinct physical, chemical and biological properties. During soil formation, weathering, fragmentation, thermal expansion, crystal growth, colloidal movement and hydrological redistribution produce layered profiles. Each horizon has its own boundary conditions, affecting mass and heat transfer across the profile.</p>
      <p>Horizons can therefore be conceptualized as interconnected compartments or bioreactors, each with specific inputs, outputs and internal transformations<sup>[<xref ref-type="bibr" rid="B52">52</xref>,<xref ref-type="bibr" rid="B53">53</xref>]</sup> [<xref ref-type="fig" rid="fig1">Figure 1B</xref>]. Carbon derived from litter, roots and fauna is transferred and transformed within these horizon-specific microenvironments. Soil temperature, water content and gas regimes reflect atmospheric forcing at the soil surface but are mediated by horizon-to-horizon dependent differences in texture, structure, porosity, mineralogy and organic matter content, emerging from the soil-specific set of processes that characterize its development, which will control cross-horizon transfer of mass and energy, root penetration and associated functions. However, the natural properties of these horizons can be significantly altered by farm practices<sup>[<xref ref-type="bibr" rid="B54">54</xref>]</sup>: tillage, compaction, differential fertilization, and rotating crops with distinct rooting patterns and depths.</p>
	  <p>In coarse-over-fine systems, capillary entry constraints might generate threshold-controlled flow that promotes DOC accumulation above the transition zone, consistent with established capillary barrier behavior in layered soils<sup>[<xref ref-type="bibr" rid="B53">53</xref>,<xref ref-type="bibr" rid="B55">55</xref>]</sup> [<xref ref-type="fig" rid="fig1">Figure 1B</xref>]. This accumulation coincides with increased root density<sup>[<xref ref-type="bibr" rid="B56">56</xref>]</sup> and microbial activity, leading to a sharply localized transformation of DOC into MAOM within a narrow depth interval, in line with conceptual and empirical models of mineral-organic associations and microbial processing<sup>[<xref ref-type="bibr" rid="B37">37</xref>,<xref ref-type="bibr" rid="B39">39</xref>]</sup>. In fine-over-coarse systems, continuous advection results in diffuse DOC transport with minimal accumulation, producing broader distributions of root activity and microbial processing and leading to more gradual and spatially distributed MAOM formation. Thus, at horizon boundaries, the likelihood of MAOM formation can be represented as:</p>
      <p>
        <italic>MAOM</italic> ∝ <italic>f</italic> (<italic>R<sub>C</sub></italic> × <italic>C<sub>e</sub></italic>) (1)</p>
      <p>where <italic>C<sub>e</sub></italic> is capillary retention efficiency (controls strength of interface barrier &amp; flow divergence vs penetration) and <italic>R<sub>C</sub></italic> is carbon retention rate (controls DOC residence time &amp; probability of microbial processing).</p>
      <p>Systems could accordingly be classified as being dominated by DOC transport or retention and processing.</p>
	  
    </sec>
    <sec id="sec4">
      <title>HEAT TRANSFER ACROSS DEPTH AND HORIZONS</title>
      <p>Heat transfer deep into soils occurs mainly through conduction and is influenced by porosity, bulk density, texture, mineralogy, organic matter and water content<sup>[<xref ref-type="bibr" rid="B57">57</xref>,<xref ref-type="bibr" rid="B58">58</xref>]</sup>. Surface temperature fluctuations are progressively attenuated with depth, producing vertical thermal gradients. Water filled pores increase thermal conductivity and volumetric heat capacity, allowing the soil to absorb, store, and release heat more effectively. When dry, heat conductivity depends on the conductivity of soil minerals: quartz-rich sandy soils are more conductive than compact clays<sup>[<xref ref-type="bibr" rid="B59">59</xref>]</sup>. Therefore, the same surface warming may produce different subsoil thermal responses depending on soil mineralogy, texture, structure, and water content.</p>
      <p>The assumption that diurnal temperature variation has little effect at approximately 50 cm depth underlies the concept of soil temperature regimes<sup>[<xref ref-type="bibr" rid="B60">60</xref>]</sup>. At this depth, seasonal rather than diurnal variation typically dominates. If the difference between mean summer and winter soil temperature is less than approximately 5-6 °C, the regime is considered relatively isothermal and receives an “iso” prefix.</p>
      <p>Still, these regimes are governed by differential thermal characteristics between horizons. Soils with less drastic cross-horizon textural differences might exhibit more uniform vertical temperature gradients and fluctuation dampening, while soils with coarser-grained overlying horizons might favor rapid heat transfer with more pronounced attenuation in clay-enriched underlying horizons. The heterogeneity of these gradients between soils and across the profile is, surprisingly, rarely discussed in the context of dSOC cycling.</p>
    </sec>
    <sec id="sec5">
      <title>SOIL MOISTURE AND GAS REGIMES AS MICROBIAL CONSTRAINTS</title>
      <p>Deep SOC persistence cannot be explained by its composition and mineral stabilization alone. Microbial activity depends on the concurrence of suitable substrate, water activity, temperature, oxygen availability and nutrient balance. As depth increases, gas exchange with the atmosphere becomes increasingly restricted by pore tortuosity, discontinuity, compaction and water-filled porosity. This promotes microaerophilic or oxygen-limited conditions, particularly where pores are saturated.</p>
      <p>Reduced gas diffusion can limit microbial respiration and contribute to the persistence of organic compounds otherwise considered chemically labile<sup>[<xref ref-type="bibr" rid="B61">61</xref>]</sup>. Increased macroporosity may enhance gas exchange and increase surface CO<sub>2</sub> fluxes near the soil surface<sup>[<xref ref-type="bibr" rid="B62">62</xref>]</sup> but low porosity can also generate negative feedbacks between respiration, CO<sub>2</sub> accumulation and microbial activity<sup>[<xref ref-type="bibr" rid="B63">63</xref>]</sup>.</p>
      <p>Water-table depth further modifies soil moisture, texture and structure-dependent capillary rise, oxygen availability and water-potential gradients. Depending on the depth, climate (e.g., net evaporation vs net infiltration climates), soil structure and texture, the water table can alter both the direction and rate of water movement, thereby influencing C transport, redox dynamics and microbial activity.</p>
    </sec>
    <sec id="sec6">
      <title>MANAGEMENT EFFECTS ON TRANSFER PROCESSES</title>
      <p>Agricultural practices influence dSOC by altering both C inputs and soil parameters that control transfer processes. Management that changes surface structure and hydrology can affect mass and heat transfer to deeper layers.</p>
      <p>Tillage can alter bulk density, pore continuity, thermal conductivity and hydrological flow paths. It may alter particle contact and heat transfer but can also reduce macroporosity or create compacted plow pans that restrict root penetration and density<sup>[<xref ref-type="bibr" rid="B64">64</xref>]</sup>, gas diffusion and water movement. Deep tillage or inversion tillage can redistribute surface C into subsoil layers, where decomposition may slow because of abiotic constraints.</p>
      <p>Irrigation affects heat and mass transfer by increasing water-filled porosity<sup>[<xref ref-type="bibr" rid="B65">65</xref>]</sup>, modifying thermal buffering and changing the balance between matrix flow and preferential flow. Manure effects depend on manure type. Solid manure may buffer soil temperature and add organic matter near the surface, whereas liquid manure may alter hydraulic continuity and water flow pathways<sup>[<xref ref-type="bibr" rid="B66">66</xref>]</sup> and thus gas diffusion and the vertical distribution of organic substrates.</p>
      <p>Crop rotations also matter: species with contrasting rooting depths and architectures differ in their ability to deliver C to deeper layers and form biopores. Drought-adapted or deep-rooting crops may enhance subsoil C inputs, but their effects will depend on productivity, soil water status, nutrient supply and microbial constraints.</p>
    </sec>
    <sec id="sec7">
      <title>EXPERIMENTAL CONSIDERATIONS FOR DEEP SOIL CARBON ASSESSMENTS</title>
      <sec id="sec7-1">
        <title>Does the POM/MAOM framework apply cleanly to deep soils?</title>
        <p>As the most common fractionation technique, the POM/MAOM framework is valuable, but its interpretation in deep soils requires caution. In surface soils, POM is often treated as more accessible and faster-cycling, whereas MAOM is treated as more stabilized<sup>[<xref ref-type="bibr" rid="B46">46</xref>,<xref ref-type="bibr" rid="B47">47</xref>]</sup>. In deep soils, this mapping may break down. Outside of preferential flow paths where conditions may favor activity in hotspots, POM that is transferred to deep layers by, for example, deep tillage, effectively behaves like stable MAOM, with high radiocarbon ages<sup>[<xref ref-type="bibr" rid="B67">67</xref>]</sup>. Thus, the characteristics often attached to these operationally defined fractions used to infer functions and persistence may lead to misrepresentative conclusions in deep soils.</p>
        <p>Because mineral-associated storage capacity tends to be greater in deeper horizons, mineralogy may play a proportionally larger role than biological factors in dSOC accumulation, compared with surface horizons<sup>[<xref ref-type="bibr" rid="B20">20</xref>]</sup>. However, mineral protection interacts with hydrology and microbial limitation. Therefore, deep MAOM should not be assumed to be universally stable, nor should deep POM be assumed to be rapidly decomposable.</p>
        <p>Similarly, MAOM measured on dried and dispersed soils may not fully represent <italic>in-situ</italic> stabilization. As air-drying before fractionation may strengthen the organic matter-mineral interactions<sup>[<xref ref-type="bibr" rid="B68">68</xref>]</sup>, some organic matter associated with clay minerals<sup>[<xref ref-type="bibr" rid="B69">69</xref>]</sup> that might be reversibly attached and mobile under field conditions<sup>[<xref ref-type="bibr" rid="B70">70</xref>]</sup> might be counted as MAOM by laboratory fractionation. The composition, mobility and organo-mineral interactions of larger colloidal size fractions normally included in DOC (i.e., &lt; 0.45 µm) may differ from smaller fractions, and thus their contribution to C persistence<sup>[<xref ref-type="bibr" rid="B71">71</xref>]</sup>. While DOM contributes to profiles of MAOM storage with depth, similarly assessing the contribution of potentially mobile colloidal MAOM fractions may provide further insights into dSOC cycling.</p>
        <p>While the SOM content is directly related to the soil’s mineral-dependent specific surface area (SSA), sorption of organic matter to soil minerals results in aggregation which lowers the SSA<sup>[<xref ref-type="bibr" rid="B49">49</xref>]</sup>. Thus, further accumulation of organic matter is independent of the SSA, hence the dominance of POM accumulation. Considering the depth distribution of organic matter, it can be reasonably inferred that, proportionally, the mineralogy of the deeper horizons is more important for MAOM-driven C accumulation. Carbohydrates can be reversibly adsorbed on soil minerals and easily lost or available to microbes, while lignin-derived aromatic DOM might be more strongly bound<sup>[<xref ref-type="bibr" rid="B72">72</xref>]</sup>. Consequently, reversibly attached C can be preferentially transported to depth and may be chemically labile C that becomes location-dependent MAOM that persists. For example, acidic soil solution favors C dissociation from low surface charge minerals, such as silica oxides, but favors ligand-exchange complexation of oxygen-poor aromatic DOC with aluminum and iron (hydr)oxides<sup>[<xref ref-type="bibr" rid="B50">50</xref>]</sup>, leading to lower solubility and long-term C accumulation; this is most evident in Podzols.</p>
        <p>Therefore, while production of MAOM is strongly governed by microbial activity, i.e., necromass<sup>[<xref ref-type="bibr" rid="B73">73</xref>]</sup>, the permanence of MAOM storage is governed by mineralogy-driven<sup>[<xref ref-type="bibr" rid="B74">74</xref>]</sup> surface charge interactions which in the deep soil are altered by distinct redox potentials and soil solution ionic strengths. MAOM in deeper layers is generally exposed to less extreme/frequent redox fluctuations, except for horizons near a water table, likely experiencing less dynamic and superficial exchange than topsoils but this would depend on soil/mineral type. Yet, climate-driven rain distribution in combination with variable infiltration patterns-piston or macropore type flows-that depend on the structure and pore size distribution shift water activity and gas regimes, even if more attenuated than surface soils.</p>
      </sec>
      <sec id="sec7-2">
        <title>Microbial adaptation across soil depth</title>
        <p>Microbial communities vary across depth because they experience different resource availability, water activity, temperature variability, oxygen status and physical connectivity [<xref ref-type="fig" rid="fig2">Figure 2A</xref>]. Surface horizons, especially Ap horizons, are richer in organic matter and nutrients, more strongly influenced by roots and more exposed to short-term fluctuations in moisture and temperature. These conditions favor faster-growing and diverse copiotrophic communities capable of rapid functional responses.</p>
        <fig id="fig2" position="float">
          <label>Figure 2</label>
          <caption>
            <p>Contrasting key controls for top- and deep-soils carbon cycling. Illustrations created de novo based on information from refs<sup>[<xref ref-type="bibr" rid="B76">76</xref>,<xref ref-type="bibr" rid="B78">78</xref>,<xref ref-type="bibr" rid="B79">79</xref>,<xref ref-type="bibr" rid="B112">112</xref>-<xref ref-type="bibr" rid="B114">114</xref>]</sup>. (A) Vertical transport; (B) Contrasting adaptation dynamics across soil depth; Summary of microbial characteristics for topsoils vs. subsoils in (C) is expanded with associated refs found in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="-SupplementaryMaterials.pdf">Supplementary Table 1</inline-supplementary-material>. Adaptation dynamics information from liquid cultures<sup>[<xref ref-type="bibr" rid="B78">78</xref>,<xref ref-type="bibr" rid="B79">79</xref>]</sup>; adaptation rates and patterns in soils would vary temporally and spatially. HGT: Horizontal gene transfer.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="cf6090.fig.2.jpg" />
        </fig>
        <p>Deep horizons are typically more oligotrophic<sup>[<xref ref-type="bibr" rid="B75">75</xref>]</sup>, less densely colonized and exposed to smaller fluctuations in temperature and water activity. Microbial communities in these layers may therefore be adapted to narrower environmental ranges and exhibit slower turnover. Laboratory estimates of microbial turnover under standardized conditions range from days to more than 100 days, and up to approximately 200 days in Antarctic soils<sup>[<xref ref-type="bibr" rid="B76">76</xref>]</sup> but estimates in deep soils are still lacking. In situ turnover in deep soils is likely longer and more variable.</p>
        <p>Microbial adaptation depends on generation time, population size, resource availability and selection pressure [<xref ref-type="fig" rid="fig2">Figure 2B</xref>]. Soil microbial adaptation to stresses, e.g., drought, is primarily driven by historical exposure and the intensity of perturbations and might require months and years of consistent stress exposure to reach a steady functional state aligned with the new environmental conditions<sup>[<xref ref-type="bibr" rid="B77">77</xref>]</sup>. Consistent unidirectional stress can drive adaptation over thousands of generations, as shown in long-term bacterial evolution experiments<sup>[<xref ref-type="bibr" rid="B78">78</xref>,<xref ref-type="bibr" rid="B79">79</xref>]</sup>. Adaptation in deep soils may occur slowly because microbial growth rates are low [<xref ref-type="fig" rid="fig2">Figure 2C</xref>]. However, rhizosphere zones are an important exception, as root-derived substrates can support much faster microbial turnover and activity.</p>
        <p>These considerations imply that short-term warming experiments may not capture long-term community adaptation. They may instead reveal the immediate physiological capacity of extant communities to acclimate, a more likely scenario in surface layers that commonly experience a wide range of environmental conditions. Climate warming, by contrast, will occur alongside shifts in moisture, vegetation, rooting depth and substrate inputs, potentially allowing gradual selection and community restructuring. Meaningful ecological or evolutionary timescales, allowing for long-term equilibrated ecosystem adaptation, might be best tested on climatic gradients, e.g., Bardelli <italic>et al.</italic><sup>[<xref ref-type="bibr" rid="B80">80</xref>]</sup>.</p>
      </sec>
      <sec id="sec7-3">
        <title>Fixed-depth versus horizon representation</title>
        <p>As the need for understanding of dSOC response to management is becoming more evident, the foundational question to such inquiry of how to sample deep soils is worth rethinking. A decline in the studies using horizon-based sampling rooted in soil taxonomy is replaced by fixed-depth sampling<sup>[<xref ref-type="bibr" rid="B14">14</xref>]</sup>. This reflects the shift towards discipline-specific standardized sampling depths, but critically, also indicates a perceived recession of the practical utility of classical pedology for reasons that can only be speculated<sup>[<xref ref-type="bibr" rid="B81">81</xref>]</sup>. We argue that pedological knowledge and its application should remain foundational in all areas of soil science<sup>[<xref ref-type="bibr" rid="B82">82</xref>]</sup>, including SOC research, as they consolidate the range of soil physical and chemical parameters that support processes within which SOC responses ought to be contextualized.</p>
        <p>The importance of representing physical and hydrological properties associated with distinct soil horizons and geoengineered layer boundaries is recognized when measuring and modeling contaminant transport<sup>[<xref ref-type="bibr" rid="B83">83</xref>-<xref ref-type="bibr" rid="B85">85</xref>]</sup>, reflected in the capability of common models allowing their integration<sup>[<xref ref-type="bibr" rid="B86">86</xref>]</sup>. Subsoil SOC models that attempt to project changes in stocks, turnover, and DOC remain limited. They use discrete depth increments that might not align with pedogenic horizons, sometimes assume uniform vertical advection rates or do not consider DOC transfer, as developed<sup>[<xref ref-type="bibr" rid="B87">87</xref>-<xref ref-type="bibr" rid="B90">90</xref>]</sup>. We acknowledge that these models are difficult to parameterize, given the lack of data on and understanding of how to represent the mechanisms of dSOC dynamics. However, if the goal is to use these tools to support dSOC sequestration strategies at the field scale as they are often employed, these real vertical heterogeneities should be considered, which will undoubtedly require collaboration with soil physicists.</p>
        <p>The expression of physicochemical and morphological properties and thus taxonomic placement of a given soil results from a distinct combination of pedogenesis factors acting in tandem during development. This suite of factors can be reduced to functions of mass and energy transfer<sup>[<xref ref-type="bibr" rid="B91">91</xref>,<xref ref-type="bibr" rid="B92">92</xref>]</sup>, with pedogenic trajectory occurring within a narrower range of each factor along a gradient. For example, warm tropical conditions with high precipitation favor weathering of reactive minerals, eluviation and deposition of organo-mineral complexes, leading to the formation of Spodosols (or Podzols in the World Reference Base<sup>[<xref ref-type="bibr" rid="B93">93</xref>]</sup>) several meters thick. In cooler and drier boreal climates, these same soils can be less than one meter deep but still exhibit distinct horizonation. The pedogenic mechanisms are similar, but their intensity differs, and thus the horizon thickness across which SOC governing functions vary. Even for similar textures, minute soil structure changes can alter significantly cross-horizon mass and energy transfer<sup>[<xref ref-type="bibr" rid="B53">53</xref>]</sup>. Thus, standardized fixed sampling depths like the Intergovernmental Panel on Climate Change (IPCC) minimum of 30 cm<sup>[<xref ref-type="bibr" rid="B94">94</xref>]</sup> or <InlineParagraph>100 cm</InlineParagraph> recommended by the Food and Agriculture Organization (FAO)<sup>[<xref ref-type="bibr" rid="B95">95</xref>]</sup> might be appropriate for broader SOC accounting, but increments that do not align with horizon boundaries can introduce uncertainty in SOC stock comparisons when horizon thicknesses vary<sup>[<xref ref-type="bibr" rid="B96">96</xref>]</sup>. Thus, pedon morphology, including solum thickness and horizonation, should still be considered when selecting the depth and whether horizon- or depth-based sampling is more appropriate. There is no one-size-fits-all to capture the heterogeneity of transfer processes across horizons required to understand the horizon-dependent response of dSOC to management.</p>
      </sec>
      <sec id="sec7-4">
        <title>Functional respiration parameters and incubation studies</title>
        <p>Respiration-based parameters such as carbon use efficiency, priming responses and Q<sub>10</sub> are often measured by incubating deep soils under standardized laboratory conditions<sup>[<xref ref-type="bibr" rid="B97">97</xref>,<xref ref-type="bibr" rid="B98">98</xref>]</sup>. These measurements are useful for comparing potential microbial activity and substrate use, but they should not be interpreted uncritically as <italic>in-situ</italic> deep-soil carbon kinetics.</p>
        <p>Deep microbial communities function under narrower and often more constrained ranges of temperature, water activity and oxygen availability than surface communities. Incubating deep soils, especially when disturbed, under warm, moist and aerated conditions may reveal potential mineralization capacity, but not necessarily field-realized mineralization. In some cases, this may represent “unsatisfied mineralization” namely SOC that is biologically degradable but remains persistent <italic>in situ</italic> because environmental conditions suppress microbial activity.</p>
        <p>This distinction is particularly important for warming experiments. A rapid temperature increase imposed on deep soil samples may test whether the existing microbial community can function at the edge of or outside its adapted range rather than whether climate warming will realistically accelerate dSOC loss. For example, exposing a subsoil from an isomesic regime to temperature increases of 7-15 °C may push a non-adapted community into conditions characteristic of a hyperthermic regime<sup>[<xref ref-type="bibr" rid="B60">60</xref>]</sup> [<xref ref-type="fig" rid="fig3">Figure 3</xref>].</p>
        <fig id="fig3" position="float">
          <label>Figure 3</label>
          <caption>
            <p>Soil taxonomic thermal and moisture regimes<sup>[<xref ref-type="bibr" rid="B60">60</xref>]</sup> with distinct ecosystems highlighted: Soil thermal regimes with their annual mean ± seasonal variation; Soil moisture regimes: Aridic, very dry water deficit most of year; Ustic, dry water deficit part of year; Xeric, dry to moist water deficit some years; Udic, moist no deficit most years; Aquic, very wet saturated part of year; Peraquic, saturated most of year (anaerobic). Overlaid arrows are examples of approximate regime shifts when deep soils are warmed during incubation studies<sup>[<xref ref-type="bibr" rid="B99">99</xref>-<xref ref-type="bibr" rid="B102">102</xref>]</sup> that assess SOC temperature sensitivity of decomposition [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="-SupplementaryMaterials.pdf">Supplementary Table 2</inline-supplementary-material>]. SOC: Soil organic carbon.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="cf6090.fig.3.jpg" />
        </fig>
        <p>Incubation experiments assessing dSOC sensitivity to warming might impose temperature increases ranging from 5 to 15 °C and run for periods as short as 20 h to as long as 150 days with depths ranging from 20 to <InlineParagraph>100 cm</InlineParagraph> [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cf6090-SupplementaryMaterials.pdf">Supplementary Table 2</inline-supplementary-material>]. We identified only one study<sup>[<xref ref-type="bibr" rid="B99">99</xref>]</sup> that measured and reported <italic>in situ</italic> soil temperature regimes for the sampled depths used in the incubation. The imposed temperature and moisture changes during deep soil incubation might either represent unrealistic regime shifts under current climate warming scenarios or not consider narrowing temperature variability with depth. Subtropical Hapludalfs (30-60 cm) were incubated at 25 °C, approximately 5 °C above the maximum annual soil temperature <InlineParagraph>(3-19 °C)<sup>[<xref ref-type="bibr" rid="B99">99</xref>]</sup>,</InlineParagraph> possibly shifting from a mesic to an isothermic regime [<xref ref-type="fig" rid="fig3">Figure 3</xref>]. On the extremes, one study uniformly incubated intact 30 cm cores collected from under the 80 cm active layer of permafrost soils in Alaska at 4 and 20 °C for 100 days<sup>[<xref ref-type="bibr" rid="B100">100</xref>]</sup> while another study incubated natural and restored temperate wetland Histosols (40-60 cm) at 5-25 °C for 5 days<sup>[<xref ref-type="bibr" rid="B101">101</xref>]</sup>. Other studies employ a wider range of temperatures (e.g., <InlineParagraph>5-35 °C)</InlineParagraph> with smaller steps<sup>[<xref ref-type="bibr" rid="B102">102</xref>]</sup>. This stepwise approach might better reflect the current adapted range and potential outer-range response under greater temperature fluctuations in deep soils and be more informative, especially when baseline temperature regimes are known.</p>
        <p>Experimental warming should therefore be scaled to soil depth and local soil temperature regimes. A warming treatment relevant to surface soil may be unrealistic for a deep horizon where seasonal and diurnal variability are strongly dampened. Length of incubation might need to be adapted to differential growth and adaptation rates of microorganisms. Reporting soil depth, thermal regime, water status and oxygen conditions should be standard practice.</p>
      </sec>
      <sec id="sec7-5">
        <title>Climate-change interpretation: temperature and moisture must be coupled</title>
        <p>Climate-change impacts on dSOC cannot be inferred from warming alone. Most climate projections involve simultaneous changes in temperature and precipitation, creating new combinations of heat, moisture and hydrological regimes<sup>[<xref ref-type="bibr" rid="B103">103</xref>]</sup>. These coupled changes will affect root depth, litter inputs, DOC transport, water activity, oxygen diffusion, redox dynamics and microbial activity.</p>
        <p>Drought may be especially important because it can develop faster than gradual warming. It can suppress microbial activity, alter rooting depth, reduce surface organic matter accumulation and change infiltration patterns. Rewetting after drought may mobilize DOC and colloids, stimulate microbial activity and create pulses of C transport or mineralization. Thus, drought patterns, length and intensity likelihood are important considerations when designing and interpreting warming experiments.</p>
        <p>Soil hydrology must therefore be interpreted through texture and structure. The same water content can correspond to very different water potentials and microbial availability depending on pore-size distribution, clay and organic matter content, aggregation and compaction<sup>[<xref ref-type="bibr" rid="B104">104</xref>]</sup>. Future studies should report not only water content but also water potential or other indicators<sup>[<xref ref-type="bibr" rid="B105">105</xref>]</sup> of biological water availability.</p>
        <p>Climate-gradient studies may complement, or rather be employed to justify, short-term manipulative experiments. Where soils are comparable but differ in long-term temperature or moisture regimes<sup>[<xref ref-type="bibr" rid="B106">106</xref>-<xref ref-type="bibr" rid="B108">108</xref>]</sup>, they may provide insight into adapted microbial communities and SOC profiles under plausible future conditions. In this context, Q<sub>10</sub> estimates, with all their limitations<sup>[<xref ref-type="bibr" rid="B109">109</xref>]</sup>, from adapted communities across climate gradients may be more informative than quantification of short-term physiological responses of non-adapted communities exposed to abrupt warming in short incubations.</p>
      </sec>
      <sec id="sec7-6">
        <title>Soil profile warming studies: key limitations</title>
        <p>Compared to studies that heat the soil surface, whole-profile warming studies impose a uniform temperature increase throughout the profile<sup>[<xref ref-type="bibr" rid="B110">110</xref>]</sup>. Such studies are valuable, but several limitations require attention. Even if warming is applied uniformly through the profile, deeper layers naturally have lower temperatures and fluctuations. Kinetic theory predicts higher apparent temperature sensitivity at lower baseline temperatures<sup>[<xref ref-type="bibr" rid="B111">111</xref>]</sup>, which complicates interpretation of depth-dependent Q<sub>10</sub> responses. It may be difficult to separate the role of SOC quality, substrate depletion and microbial community composition from the lower baseline temperature regimes in deeper layers.</p>
        <p>Moreover, warming studies often do not pair temperature manipulation with realistic precipitation or soil-moisture change. This is problematic because moisture affects not only microbial activity but also thermal conductivity, gas diffusion, DOC transport and root growth dynamics. Changes in precipitation can therefore mediate, amplify or suppress the effect of warming on dSOC. Profile warming studies should therefore, at least, encompass realistic climate-change scenarios. Without these, they risk mischaracterizing microbial functions and dSOC vulnerability.</p>
      </sec>
    </sec>
    <sec id="sec8">
      <title>CONCLUSIONS AND RECOMMENDATIONS</title>
      <p>Deep soil organic carbon studies should move beyond treating depth as a simple numeric coordinate. Depth alters transfer processes, microbial communities, water regimes, gas regimes, mineral surfaces and thermal environments, in manners corresponding to changing horizons. These factors jointly determine whether carbon is transferred, transformed, mineralized or stabilized. Functional adaptation of microbial communities across soil profiles is likely important in governing organic carbon stability with depth.</p>
      <p>Future studies should:</p>
      <p>1. Report soil depth together with horizon identity, texture, structure, bulk density, mineralogy and soil temperature regime.</p>
      <p>2. Use horizon-aware sampling when mechanisms, rather than inventories alone, are the objective.</p>
      <p>3. Measure or estimate water potential, not only gravimetric or volumetric water content.</p>
      <p>4. Account for gas diffusion and oxygen constraints, especially in compacted, wet or fine-textured subsoils.</p>
      <p>5. Interpret particulate and mineral-associated organic matter cautiously in deep soils, where operational fractions may not correspond directly to persistence or accessibility.</p>
      <p>6. Design warming experiments around realistic depth-specific thermal regimes, rather than applying uniform or unrealistic warming across all layers.</p>
      <p>7. Couple warming with moisture and hydrological change, reflecting realistic climate change trajectories.</p>
      <p>8. Distinguish potential mineralization from <italic>in-situ</italic> mineralization, especially when incubating deep soils under optimal laboratory conditions.</p>
      <p>9. Integrate soil physics, microbial ecology and biogeochemistry with pedology, to understand deep soil organic carbon dynamics mechanistically.</p>
      <p>10. Use climate gradients and long-term studies to infer microbial adaptation and SOC responses under future conditions.</p>
      <p>Deep soil organic carbon persistence is not merely a property of organic matter chemistry. It emerges from the interaction between organic matter form, mineral surfaces, hydrological transport, gas exchange, thermal regime, microbial adaptation and management-induced changes to the soil profile. Recognizing this complexity is essential for evaluating whether agricultural practices can meaningfully increase, and climate change meaningfully affect, durable soil organic carbon storage at depth.</p>
    </sec>
  </body>
  <back>
    <sec>
      <title>DECLARATIONS</title>
      <sec>
        <title>Authors’ contributions</title>
        <p>Writing of original draft, review, editing and visualization: Locke, M.</p>
        <p>Writing of original draft, review, editing, visualization and conceptualization: Unc, A.</p>
      </sec>
      <sec>
        <title>Availability of data and materials</title>
        <p>Not applicable.</p>
      </sec>
      <sec>
        <title>AI and AI-assisted tools statement</title>
        <p>Not applicable.</p>
      </sec>
      <sec>
        <title>Financial support and sponsorship</title>
        <p>This work was supported by an NSERC grant (ALLRP 577151) awarded to Unc, A. Locke, M. has also received support from the School of Graduate Studies at Memorial University of Newfoundland.</p>
      </sec>
      <sec>
        <title>Conflicts of interest</title>
        <p>Unc, A. is an Editorial Board Member of the <italic>Carbon Footprints</italic> journal. He had no involvement in the review or editorial process of this manuscript, including but not limited to reviewer selection, evaluation, or the final decision, while the other authors have declared that they have no conflicts of interest.</p>
      </sec>
      <sec>
        <title>Ethical approval and consent to participate</title>
        <p>Not applicable.</p>
      </sec>
      <sec>
        <title>Consent for publication</title>
        <p>Not applicable.</p>
      </sec>
      <sec>
        <title>Copyright</title>
        <p>© The Author(s) 2026.</p>
      </sec>
      <sec sec-type="supplementary-material">
        <title>Supplementary Materials</title>
        <supplementary-material content-type="local-data">
          <media xlink:href="cf6090-SupplementaryMaterials.pdf" mimetype="application/pdf">
            <caption>
              <p>Supplementary Materials</p>
            </caption>
          </media>
        </supplementary-material>
      </sec>
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