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  <front>
    <journal-meta>
      <journal-id journal-id-type="nlm-ta">Catal. Energy Environ.</journal-id>
      <journal-id journal-id-type="publisher-id">cee</journal-id>
      <journal-title-group>
        <journal-title>Catalysis, Energy and Environment</journal-title>
      </journal-title-group>
      <issn pub-type="epub"/>
      <publisher>
        <publisher-name>OAE Publishing Inc.</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.20517/cee.2026.14</article-id>
      <article-id pub-id-type="publisher-id">CEE-2026-14</article-id>
      <article-categories>
        <subj-group>
          <subject>Research Article</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Selective ROS-mediated oxidative depolymerization of lignin to guaiacyl monomers over a mesoporous Cu<sub>2</sub>Fe<sub>1</sub>/JN catalyst</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Gao</surname>
            <given-names>Jie</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Cai</surname>
            <given-names>Yingxuan</given-names>
          </name>
          <xref ref-type="aff" rid="I2">
            <sup>2</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Li</surname>
            <given-names>Lu</given-names>
          </name>
          <xref ref-type="aff" rid="I2">
            <sup>2</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Li</surname>
            <given-names>Jieting</given-names>
          </name>
          <xref ref-type="aff" rid="I2">
            <sup>2</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Cao</surname>
            <given-names>Yang</given-names>
          </name>
          <xref ref-type="aff" rid="I3">
            <sup>3</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Guo</surname>
            <given-names>Yong</given-names>
          </name>
          <xref ref-type="aff" rid="I4">
            <sup>4</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Zhang</surname>
            <given-names>Pingyi</given-names>
          </name>
          <xref ref-type="aff" rid="I2">
            <sup>2</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Zheng</surname>
            <given-names>Xiang</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Mo</surname>
            <given-names>Linxiang</given-names>
          </name>
          <xref ref-type="aff" rid="I5">
            <sup>5</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Zhou</surname>
            <given-names>Aijun</given-names>
          </name>
          <xref ref-type="aff" rid="I5">
            <sup>5</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author" corresp="yes">
          <name>
            <surname>Liu</surname>
            <given-names>Jibo</given-names>
          </name>
          <xref ref-type="aff" rid="I2">
            <sup>2</sup>
          </xref>
          <xref ref-type="aff" rid="I1042">
            <sup>*</sup>
          </xref>
          <xref ref-type="corresp" rid="cor1">*</xref>
        </contrib>
        <contrib contrib-type="author" corresp="yes">
          <name>
            <surname>Mao</surname>
            <given-names>Haifang</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
          <xref ref-type="aff" rid="I1042">
            <sup>*</sup>
          </xref>
          <xref ref-type="corresp" rid="cor1">*</xref>
        </contrib>
        <contrib contrib-type="author" corresp="yes">
          <name>
            <surname>Zhang</surname>
            <given-names>Shicheng</given-names>
          </name>
          <xref ref-type="aff" rid="I6">
            <sup>6</sup>
          </xref>
          <xref ref-type="aff" rid="I7">
            <sup>7</sup>
          </xref>
		  <xref ref-type="aff" rid="I1042">
            <sup>*</sup>
          </xref>
          <xref ref-type="corresp" rid="cor1">*</xref>
        </contrib>
      </contrib-group>
      <aff id="I1"><sup>1</sup>Faculty of Flavour Fragrance and Cosmetics, Shanghai Institute of Technology, Shanghai 201418, China.</aff>
      <aff id="I2"><sup>2</sup>Faculty of Chemical Engineering and Energy Technology, Shanghai Institute of Technology, Shanghai 201418, China.</aff>
      <aff id="I3"><sup>3</sup>College of Engineering, Nanjing Agricultural University, Nanjing 210031, Jiangsu, China.</aff>
      <aff id="I4"><sup>4</sup>State Key Laboratory of Green Chemical Engineering and Industrial Catalysis, School of Chemistry and Molecular Engineering, East China University of Science and Technology, Shanghai 200237, China.</aff>
      <aff id="I5"><sup>5</sup>Jiaxing Zhonghua Chemical Co., Ltd., Jiaxing 314006, Zhejiang, China.</aff>
      <aff id="I6"><sup>6</sup>Shanghai Technical Service Platform for Pollution Control and Resource Utilization of Organic Wastes, Shanghai Key Laboratory of Atmospheric Particle Pollution and Prevention (LAP3), Department of Environmental Science and Engineering, Fudan University, Shanghai 200438, China.</aff>
      <aff id="I7"><sup>7</sup>Shanghai Institute of Pollution Control and Ecological Security, Shanghai 200092, China.</aff>
      <author-notes>
        <corresp id="cor1"><sup id="I1042">*</sup>Correspondence to: Dr. Jibo Liu, Faculty of Chemical Engineering and Energy Technology, Shanghai Institute of Technology, 100 Haiquan Road, Shanghai 201418, China. E-mail: <email>jiboliu@sit.edu.cn</email>; Prof. Haifang Mao, Faculty of Flavour Fragrance and Cosmetics, Shanghai Institute of Technology, Shanghai 201418, China. E-mail: <email>mhf@sit.edu.cn</email>; Prof. Shicheng Zhang, Shanghai Technical Service Platform for Pollution Control and Resource Utilization of Organic Wastes, Shanghai Key Laboratory of Atmospheric Particle Pollution and Prevention (LAP3), Department of Environmental Science and Engineering, Fudan University, Shanghai 200438, China; Shanghai Institute of Pollution Control and Ecological Security, Shanghai 200092, China. E-mail: <email>zhangsc@fudan.edu.cn</email></corresp>
        <fn fn-type="other">
          <p><bold>Received:</bold> 31 Jul 2026 | <bold>First Decision:</bold> 21 Aug 2026 | <bold>Revised:</bold> 31 Aug 2026 | <bold>Accepted:</bold> 11 Sep 2026 | <bold>Published:</bold> 18 Sep 2026</p>
        </fn>
        <fn fn-type="other">
          <p><bold>Academic Editor:</bold> Yongfa Zhu | <bold>Copy Editor:</bold> Shu-Yuan Duan | <bold>Production Editor:</bold> Shu-Yuan Duan</p>
        </fn>
      </author-notes>
      <pub-date pub-type="ppub">
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>18</day>
        <month>9</month>
        <year>2026</year>
      </pub-date>
      <volume>1</volume>
      <issue>1</issue>
      <elocation-id>4</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>Selective oxidative depolymerization of lignin requires precise regulation of reactive oxygen species (ROS) generation. Here, we report a mesoporous silica-supported Cu-Fe catalyst featuring electronically coupled interfacial sites to steer ROS-mediated lignin depolymerization. The optimized Cu<sub>2</sub>Fe<sub>1</sub>/JN converts calcium lignosulfonate into guaiacyl (G)-type aromatic monomers, achieving 71.8% of the NBO-estimated theoretical yield at 150 °C, far surpassing monometallic catalysts including Cu/JN (46.9%) and Fe/JN (47.6%). Comprehensive radical probing tests, <italic>in situ</italic> spectroscopic characterizations, and theoretical calculations reveal that interfacial electron transfer between the Cu<sup>+</sup>/Cu<sup>2+</sup> and Fe<sup>2+</sup>/Fe<sup>3+</sup> redox couples drives O<sub>2</sub> activation to generate ·O<sub>2</sub><sup>-</sup>. The resulting ·O<sub>2</sub><sup>-</sup> selectively oxidizes the C<sub>α</sub>-OH group to a carbonyl intermediate, redistributing electron density to weaken the C<sub>α</sub>-C<sub>β</sub> and β-O-4 bonds, thereby enabling its selective cleavage into G-monomers. This work reveals the pivotal role of interfacial electronic coupling in directing ROS evolution for selective lignin linkage activation, establishing a general design principle for oxidative lignin valorization.</p>
      </abstract>
      <kwd-group>
        <kwd>Lignin valorization</kwd>
        <kwd>oxygen activation</kwd>
        <kwd>redox cooperativity</kwd>
        <kwd>catalytic interfaces</kwd>
        <kwd>aromatic platform chemicals</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec1">
      <title>INTRODUCTION</title>
      <p>Lignin is the most abundant renewable aromatic polymer on Earth and represents a sustainable feedstock for the production of value-added aromatic chemicals<sup>[<xref ref-type="bibr" rid="B1">1</xref>-<xref ref-type="bibr" rid="B4">4</xref>]</sup>. It contains three monomers of <italic>p</italic>-coumaryl (H), coniferyl (G), and sinapyl (S) alcohols, which are randomly connected through various C-C and C-O bonds<sup>[<xref ref-type="bibr" rid="B1">1</xref>,<xref ref-type="bibr" rid="B5">5</xref>,<xref ref-type="bibr" rid="B6">6</xref>]</sup>. Selective oxidative cleavage of these linkages provides a promising strategy for lignin depolymerization, enabling the production of value-added aromatic compounds, including vanillin, acetovanillone, vanillic acid, and other derivatives with broad applications in the food, fragrance, pharmaceutical, and fine chemical industries<sup>[<xref ref-type="bibr" rid="B7">7</xref>,<xref ref-type="bibr" rid="B8">8</xref>]</sup>. Therefore, developing efficient and selective catalytic oxidation processes for lignin depolymerization is crucial for advancing sustainable biorefining and the renewable production of aromatic chemicals.</p>
      <p>The highly delocalized electronic structure and robust aromatic framework of lignin render its C-O and C-C bonds intrinsically resistant to activation<sup>[<xref ref-type="bibr" rid="B9">9</xref>,<xref ref-type="bibr" rid="B10">10</xref>]</sup>. Consequently, oxidative depolymerization relies on reactive oxygen species (ROS) generated on catalyst surfaces to promote selective linkage cleavage and functional-group conversion<sup>[<xref ref-type="bibr" rid="B11">11</xref>]</sup>. Alkaline nitrobenzene oxidation (NBO) is widely used as a benchmark to estimate the maximum recoverable aromatic monomer yield from lignin<sup>[<xref ref-type="bibr" rid="B12">12</xref>,<xref ref-type="bibr" rid="B13">13</xref>]</sup>. Accordingly, the relative molar yield (RMY) was defined as the ratio of the experimentally obtained yield of monocyclic aromatic products to the corresponding NBO-derived theoretical yield. Therefore, RMY represents the fraction of the theoretically available monocyclic aromatic products that was experimentally recovered from lignin. However, the toxicity of nitrobenzene justifies the development of greener oxidation for lignin valorization<sup>[<xref ref-type="bibr" rid="B14">14</xref>,<xref ref-type="bibr" rid="B15">15</xref>]</sup>. Molecular oxygen (O<sub>2</sub>) is particularly attractive as a green oxidant<sup>[<xref ref-type="bibr" rid="B14">14</xref>,<xref ref-type="bibr" rid="B16">16</xref>]</sup>, but its direct involvement in oxidation reactions is kinetically restricted by the high O=O bond dissociation energy and spin-forbidden electronic configuration<sup>[<xref ref-type="bibr" rid="B14">14</xref>,<xref ref-type="bibr" rid="B17">17</xref>]</sup>. Efficient O<sub>2</sub> activation to generate ROS, such as superoxide radicals (·O<sub>2</sub><sup>-</sup>), hydroxyl radicals (·OH), and singlet oxygen (<sup>1</sup>O<sub>2</sub>), is essential for driving lignin depolymerization<sup>[<xref ref-type="bibr" rid="B17">17</xref>,<xref ref-type="bibr" rid="B18">18</xref>]</sup>. Among these species, ·OH possesses extremely high oxidation activity and readily induces non-selective oxidation, resulting in the over-oxidation of aromatic monomers into carboxylic acids, as well as aromatic ring opening and even mineralization<sup>[<xref ref-type="bibr" rid="B14">14</xref>,<xref ref-type="bibr" rid="B18">18</xref>,<xref ref-type="bibr" rid="B19">19</xref>]</sup>. In contrast, the relatively milder ·O<sub>2</sub><sup>-</sup> preferentially drives selective oxidation through electron- and hydrogen-transfer pathways, enabling controlled cleavage of lignin interunit linkages while preserving aromatic products<sup>[<xref ref-type="bibr" rid="B20">20</xref>]</sup>. Therefore, selective lignin depolymerization depends on precisely regulating the identity, concentration, and reaction pathways of ROS to steer oxidation toward targeted linkage cleavage while suppressing undesired over-oxidation. Despite recent advances, the mechanisms by which catalyst electronic structure governs O<sub>2</sub> activation and ROS evolution remain poorly understood. Achieving precise control over ROS generation and reactivity remains a challenge for selective lignin oxidation.</p>
      <p>Engineering bimetallic interfaces with tailored electronic structures offers a promising strategy to regulate O2 activation and direct ROS-mediated oxidation pathways. The electronic coupling between distinct metal centers can modulate charge redistribution, facilitate redox cycling, and regulate the formation and evolution of ROS<sup>[<xref ref-type="bibr" rid="B21">21</xref>]</sup>. Among various bimetallic systems, Cu-Fe interfaces are particularly promising because the Cu<sup>+</sup>/Cu<sup>2+</sup> redox cycle enables efficient electron transfer to O<sub>2</sub>, while Fe species provide Lewis acidic sites and ROS-generation capability<sup>[<xref ref-type="bibr" rid="B22">22</xref>,<xref ref-type="bibr" rid="B23">23</xref>]</sup>. For instance, a Fe-Cu bimetallic catalyst supported on ZSM-5 zeolite enabled the selective production of formic acid (up to 80.3% selectivity at 40 °C) through Fenton-type oxidation of guaiacol and other lignin-derived compounds<sup>[<xref ref-type="bibr" rid="B24">24</xref>]</sup>. However, the realization of Cu-Fe synergistic interactions relies on a suitable support capable of regulating the spatial distribution and coordination environment of the metal centers<sup>[<xref ref-type="bibr" rid="B22">22</xref>]</sup>. Mesoporous SiO<sub>2</sub> derived from JN30 ion-exchanged silica sol represents an ideal platform for this purpose owing to its high surface area, structural stability, and tunable mesoporous architecture. It can anchor Cu and Fe species and facilitate the formation of accessible interfacial active sites<sup>[<xref ref-type="bibr" rid="B25">25</xref>,<xref ref-type="bibr" rid="B26">26</xref>]</sup>. Such a confined interfacial environment is expected to promote electronic communication between Cu and Fe centers, enabling regulated O<sub>2</sub> activation and ROS evolution for selective lignin oxidation.</p>
      <p>Herein, we construct a mesoporous silica-supported Cu-Fe bimetallic catalyst (Cu<sub>2</sub>Fe<sub>1</sub>/JN) for oxygen-driven selective oxidative depolymerization of calcium lignosulfonate. The mesoporous JN support stabilizes highly dispersed Cu-Fe active sites while promoting interfacial electronic coupling. Benefiting from the synergistic interaction between Cu and Fe sites, Cu<sub>2</sub>Fe<sub>1</sub>/JN facilitates the selective conversion of calcium lignosulfonate into value-added aromatic monomers under mild reaction conditions. Combined radical scavenging tests, electron paramagnetic resonance spectroscopy, <italic>in situ</italic> spectroscopic characterization, and theoretical calculations reveal the mechanistic pathway involving the generation of ·O<sub>2</sub><sup>-</sup> radicals and their critical role in promoting C<sub>α</sub>-OH oxidation and β-O-4 bond cleavage.</p>
    </sec>
    <sec id="sec2">
      <title>EXPERIMENTAL</title>
      <sec id="sec2-1">
        <title>Synthesis and characterization of Cu<sub>2</sub>Fe<sub>1</sub>/JN</title>
        <p>Cu<sub>2</sub>Fe<sub>1</sub>/JN was synthesized <italic>by co-precipitation</italic>. Typically, 30 g of JN30 silica sol (30 wt.% SiO<sub>2</sub>) was used as the support precursor. Aqueous solutions of Cu(NO<sub>3</sub>)<sub>2</sub>·3H<sub>2</sub>O and Fe(NO<sub>3</sub>)<sub>3</sub>·9H<sub>2</sub>O were added dropwise to the silica sol at 300 rpm for 60 min at room temperature. The pH of the suspension was gradually adjusted to 8-10 using 1 M NaOH and maintained under stirring at 300 rpm for 30 min to facilitate the precipitation and uniform dispersion of Cu and Fe species. The resulting precipitate was collected by filtration, dried in a vacuum oven at 110 °C for 12 h, and then calcined in air at 500 °C for 4 h with a heating rate of 5 °C/min. After cooling to room temperature, the Cu<sub>2</sub>Fe<sub>1</sub>/JN was obtained. To investigate the effect of Cu/Fe mass ratio on catalytic performance, a series of Cu-Fe catalysts with a fixed total metal loading of 20 wt% were synthesized using the same procedure, including Cu/JN, Cu<sub>1</sub>Fe<sub>1</sub>/JN, Cu<sub>1</sub>Fe<sub>2</sub>/JN, and Fe/JN with Cu/Fe mass ratios of 1:0, 1:1, 1:2, and 0:1, respectively. To verify the synergistic effect between Cu and Fe, a physical mixture of Cu/JN and Fe/JN with a Cu/Fe mass ratio of 2:1, corresponding to that of Cu<sub>2</sub>Fe<sub>1</sub>/JN, was also prepared as a control and evaluated under identical reaction conditions. Detailed materials information is provided in the <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Materials</inline-supplementary-material> (section 1.1).</p>
        <p>To elucidate the surface morphology, porous structure, crystalline phases, Cu valence distribution, elemental composition, reducibility, and surface acidity, Cu<sub>2</sub>Fe<sub>1</sub>/JN was systematically characterized using transmission electron microscopy (TEM) coupled with energy-dispersive X-ray spectroscopy (EDS) elemental mapping, scanning electron microscopy (SEM), N<sub>2</sub> adsorption-desorption analysis (BET), X-ray diffraction (XRD), and X-ray photoelectron spectroscopy (XPS), inductively coupled plasma optical emission spectroscopy (ICP-OES), H<sub>2</sub> temperature-programmed reduction (H<sub>2</sub>-TPR), and NH<sub>3</sub> temperature-programmed desorption (NH<sub>3</sub>-TPD). Detailed information is provided in the <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Materials</inline-supplementary-material> (Section 1.2).</p>
      </sec>
      <sec id="sec2-2">
        <title>Catalytic reactions and analysis of products</title>
        <p>Calcium lignosulfonate was used as the substrate because of its well-defined structure and commercial availability<sup>[<xref ref-type="bibr" rid="B27">27</xref>]</sup>. In a typical oxidation reaction, calcium lignosulfonate (2.5 g), Cu<sub>2</sub>Fe<sub>1</sub>/JN (0.25 g), and NaOH solution (50 mL, 1.25 M) were loaded into a 150 mL stainless-steel high-pressure reactor (YZPR Micro-reactor, YAN ZHEN INSTRUMENT Co., Ltd.). Prior to the reaction, the reactor was purged with O<sub>2</sub> three times to remove residual air. The reactor was then heated to 150 °C at 500 rpm, followed by charging with 0.4 MPa O<sub>2</sub> to initiate the reaction. The reaction was subsequently conducted under a constant O<sub>2</sub> atmosphere for the required time. The theoretical yield of lignin-derived monomeric aromatics was estimated by nitrobenzene oxidation (NBO). Briefly, calcium lignosulfonate (0.15 g), NaOH solution (38 mL, 2 M), and nitrobenzene (2 mL) were reacted at 170 °C for 3 h at 500 rpm. The reaction products were identified by gas chromatography-mass spectrometry (GC-MS) and quantified by high-performance liquid chromatography (HPLC). To assess the effect of the mesoporous structure on substrate accessibility and mass transfer, the concentration of 2-phenoxy-1-phenylethanol remaining in the liquid phase was monitored under otherwise identical reaction conditions but in the absence of high-pressure O<sub>2</sub> (<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Materials</inline-supplementary-material>, Section 1.3). Catalyst recyclability was assessed by recovering and reusing the Cu<sub>2</sub>Fe<sub>1</sub>/JN after each cycle, with detailed procedures provided in the <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Materials</inline-supplementary-material> (Section 1.4). All experiments were conducted in triplicate, and the error bars represent the standard deviation (SD) of the three independent measurements, reflecting the variability among experimental replicates. The relative G-derived aromatic monomers yield (RGY) was defined as the ratio of the experimentally obtained G-derived aromatic monomers yield to the corresponding theoretical yield obtained by the NBO method<sup>[<xref ref-type="bibr" rid="B27">27</xref>]</sup>. Thus, RGY represents the fraction of the theoretically available G-monomer that was experimentally recovered from lignin. Detailed post-reaction procedures and yield calculations are available in the <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Materials</inline-supplementary-material> (Section 1.5).</p>
      </sec>
      <sec id="sec2-3">
        <title>Detection of ROS</title>
        <p>The generation of ROS was monitored by <italic>in situ</italic> UV-vis spectroscopy using 3,3′,5,5′-tetramethylbenzidine (TMB) as a chromogenic probe. The UV-vis spectra were continuously recorded at predetermined intervals over the range of 350-700 nm to track the formation of ROS-derived oxidation products. ROS species were further identified by electron paramagnetic resonance (EPR) spectroscopy using 5,5’-dimethyl-1-pyrroline <italic>N</italic>-oxide (DMPO) and 2,2,6,6-tetramethylpiperidine-1-oxyl (TEMPO) as spin-trapping agents. To further correlate ROS generation with catalytic oxidation, 1-phenylethanol and 2-phenoxy-1-phenylethanol were employed as model substrates. Moreover, radical scavenging experiments were performed using selective quenchers, including <italic>p</italic>-benzoquinone for superoxide radicals (·O<sub>2</sub><sup>-</sup>), β-carotene for singlet oxygen (<sup>1</sup>O<sub>2</sub>), and isopropanol for hydroxyl radicals (·OH), to evaluate the contribution of individual ROS species during the reaction. Detailed descriptions can be accessed in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Materials</inline-supplementary-material> (Section 1.6).</p>
      </sec>
      <sec id="sec2-4">
        <title>Lignin structure characterization</title>
        <p>To elucidate the correlation between lignin structure and product distribution, both native and residual lignin samples were characterized by Fourier-transform infrared (FTIR) spectroscopy. The structural evolution of lignin during depolymerization was further monitored in real time using <italic>in situ</italic> UV-vis and <italic>in situ</italic> FTIR spectroscopy. Note that the 2D contour plot of UV-vis spectra represents non-continuously sampled data points and is intended only to illustrate the temporal evolution of the absorption peaks, rather than to indicate a continuous spectral distribution. Detailed information is presented in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Materials</inline-supplementary-material> (Section 1.7).</p>
      </sec>
      <sec id="sec2-5">
        <title>Density functional theory calculations</title>
        <p>The geometries of lignin model compounds and representative intermediates generated during depolymerization were optimized using Gaussian 16 at the B3LYP/6-31G level. Molecular electrostatic potential (MEPS) surfaces were subsequently calculated using the Multiwfn program and visualized with VMD. Bond dissociation energies (BDEs) were calculated using Gaussian 16 at the B3LYP/6‑31G level of theory<sup>[<xref ref-type="bibr" rid="B28">28</xref>]</sup>. Geometries of the parent molecule and the corresponding dissociated radical fragments were fully optimized without symmetry constraints. Then, vibrational frequency calculations were performed for all optimized structures to confirm that each stationary point is a local minimum (no imaginary frequencies). When evaluating energies, zero-point vibrational energy (ZPVE) corrections obtained from frequency analysis were included.</p>
      </sec>
    </sec>
    <sec id="sec3">
      <title>RESULTS AND DISCUSSION</title>
      <sec id="sec3-1">
        <title>Physicochemical properties of Cu<sub>2</sub>Fe<sub>1</sub>/JN</title>
        <p>The morphology of Cu<sub>2</sub>Fe<sub>1</sub>/JN was first characterized by SEM and TEM. As shown in <xref ref-type="fig" rid="fig1">Figure 1A</xref>-<xref ref-type="fig" rid="fig1">E</xref> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Figure 1A</inline-supplementary-material>-<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">H</inline-supplementary-material>, Cu<sub>2</sub>Fe<sub>1</sub>/JN and Fe/JN exhibit a rough and irregular surface uniformly decorated with nanoparticles. In contrast, obvious Cu nanoparticle aggregation is observed in Cu/JN [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Figure 2A</inline-supplementary-material>-<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">H</inline-supplementary-material>]. These observations indicate that Fe incorporation effectively suppresses Cu aggregation and promotes the formation of highly dispersed metal species. ICP-OES analysis shows that the actual Cu and Fe loadings are close to the designed values [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Table 1</inline-supplementary-material>], confirming the successful incorporation of both metal species into the JN support. Moreover, the textural properties were analyzed by N<sub>2</sub> adsorption-desorption isotherms [<xref ref-type="fig" rid="fig1">Figure 1F</xref>]. JN exhibits a typical type-IV isotherm with an H4 hysteresis loop and a mesopore size distribution in the range of 2-10 nm. In contrast, Cu<sub>2</sub>Fe<sub>1</sub>/JN retains the type-IV isotherm but displays an H2 hysteresis loop, accompanied by enhanced N<sub>2</sub> uptake at a relative pressure (P/P<sub>0</sub>) of 0.4-0.8, suggesting a more uniform mesoporous framework with a narrower pore size distribution. However, the specific surface area and pore volume of Cu<sub>2</sub>Fe<sub>1</sub>/JN decreased from 193.4 to 169.3 m<sup>2</sup>/g and from 0.50 to 0.40 cm<sup>3</sup>/g, respectively, mainly due to the partial occupation of pore channels by Cu-Fe species<sup>[<xref ref-type="bibr" rid="B29">29</xref>]</sup>. Importantly, Cu<sub>2</sub>Fe<sub>1</sub>/JN maintains a well-developed mesoporous network, providing interconnected transport pathways and accessible pore environments for lignin-derived substrates and intermediates<sup>[<xref ref-type="bibr" rid="B30">30</xref>]</sup>. Thus, despite the moderate loss of surface area and pore volume upon Cu-Fe incorporation, the preserved mesoporosity is expected to facilitate reactant diffusion and promote access to the Cu-Fe active sites. </p>
		<fig id="fig1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>Morphology and surface chemical property analysis of Cu<sub>2</sub>Fe<sub>1</sub>/JN. (A and B) SEM images; (C and D) TEM images; (E) Corresponding energy-dispersive X-ray spectroscopy (EDS) elemental mapping of the overlapped image and Cu, Fe, Si, and O elements; (F) Nitrogen adsorption-desorption isotherm and the corresponding pore size distributions (inset); (G) XRD pattern; (H-J) High-resolution XPS spectra of Cu 2p, Fe 2p, and O 1s; (K) H<sub>2</sub>-TPR profiles. SEM: Scanning electron microscopy; TEM: transmission electron microscopy; XRD: X-ray diffraction; XPS: X-ray photoelectron spectroscopy; H<sub>2</sub>-TPR: H<sub>2</sub> temperature-programmed reduction.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="cee1014.fig.1.jpg" />
        </fig>
        <p>The structural features of Cu<sub>2</sub>Fe<sub>1</sub>/JN were further elucidated by XRD analysis. The broad diffraction band centered at 21.98° is assigned to amorphous SiO<sub>2</sub> (PDF No. 29-0085) derived from the JN support [<xref ref-type="fig" rid="fig1">Figure 1G</xref>]. For Cu/JN, the diffraction peaks at 32.51°, 35.54°, 38.90°, 48.72°, 53.49°, 58.34°, 61.54°, 66.25°, 68.09°, 72.43°, and 75.23° correspond to the monoclinic CuO phase (PDF No. 45-0937), confirming the formation of crystalline CuO species. In contrast, the absence of diffraction peaks in Fe/JN suggests well-dispersed Fe species on JN. Notably, the characteristic CuO peaks in Cu<sub>2</sub>Fe<sub>1</sub>/JN become markedly weaker after Fe incorporation, indicating inhibited CuO crystallization and enhanced Cu dispersion. This structural modulation is likely associated with the interaction between Cu and Fe species, which inhibits Cu migration and aggregation during calcination<sup>[<xref ref-type="bibr" rid="B31">31</xref>]</sup>. The existence of CuO species is consistent with HRTEM analysis, where lattice fringes corresponding to the CuO (111) plane were observed [<xref ref-type="fig" rid="fig1">Figure 1D</xref>]. Given the structural modulation induced by Cu-Fe incorporation, the interfacial electronic interactions in Cu<sub>2</sub>Fe<sub>1</sub>/JN were subsequently investigated by XPS. As shown in <xref ref-type="fig" rid="fig1">Figure 1H</xref>-<xref ref-type="fig" rid="fig1">I</xref>, the Cu 2p peaks of Cu<sub>2</sub>Fe<sub>1</sub>/JN shift toward lower binding energies compared with those of Cu/JN, whereas the Fe 2p peaks exhibit a positive shift relative to Fe/JN. These opposite shifts indicate the electron transfer from Fe to Cu. Consistent with this electronic redistribution, the Cu<sup>+</sup> fraction increased from 60.3% in Cu/JN to 62.7% in Cu<sub>2</sub>Fe<sub>1</sub>/JN, accompanied by a decrease in the Fe<sup>2+</sup> fraction from 54.6% in Fe/JN to 52.6% in Cu<sub>2</sub>Fe<sub>1</sub>/JN upon Cu-Fe incorporation [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Tables 2</inline-supplementary-material> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">3</inline-supplementary-material>]. The concurrent enrichment of Cu<sup>+</sup> and Fe<sup>3+</sup> species indicates that Cu-Fe coupling modifies the local redox environment, favoring the Cu<sup>+</sup>/Cu<sup>2+</sup> and Fe<sup>2+</sup>/Fe<sup>3+</sup> redox couples and providing a favorable basis for interfacial redox cycling<sup>[<xref ref-type="bibr" rid="B32">32</xref>]</sup>.<bold> </bold>The modified electronic structure further affects the surface oxygen chemistry. The O 1s spectra can be deconvoluted into three oxygen species, including lattice oxygen (O<sub>latt</sub>, 529.5 eV), oxygen near vacancies or surface defect oxygen (O<sub>vac</sub>, 531.5 eV), and surface-adsorbed oxygen species (O<sub>ads</sub>, 532.7 eV)<sup>[<xref ref-type="bibr" rid="B33">33</xref>]</sup>. Compared with Cu/JN and Fe/JN, Cu<sub>2</sub>Fe<sub>1</sub>/JN exhibited a markedly higher O<sub>ads</sub> fraction (19.9%) [<xref ref-type="fig" rid="fig1">Figure 1J</xref> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Table 4</inline-supplementary-material>]. This enrichment of surface-adsorbed oxygen species suggests that Fe incorporation modulates the surface oxygen environment to facilitate O<sub>2</sub> adsorption and activation, thereby favoring sustained ROS generation during subsequent oxidation<sup>[<xref ref-type="bibr" rid="B34">34</xref>]</sup>. As such, electronic interactions are expected to modulate the redox properties of the active species; H<sub>2</sub>-TPR was performed to further evaluate the effect of Cu-Fe coupling on catalyst reducibility. As shown in <xref ref-type="fig" rid="fig1">Figure 1K</xref>, Cu/JN exhibits two reduction peaks at 283 and 322 °C, corresponding to the stepwise reduction of CuO to Cu<sub>2</sub>O and subsequently to Cu<sup>0[<xref ref-type="bibr" rid="B35">35</xref>]</sup>. In contrast, Fe/JN displays a broad reduction peak centered at approximately 508 °C, which is assigned to the reduction of dispersed FeO<sub>x</sub> species<sup>[<xref ref-type="bibr" rid="B36">36</xref>,<xref ref-type="bibr" rid="B37">37</xref>]</sup>. Upon Fe incorporation, the CuO<sub>x</sub> reduction peaks appear at higher temperatures (291 and 340 °C), indicating stronger Cu-Fe interactions and enhanced structural stability of Cu species. As shown in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Figure 3A</inline-supplementary-material> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">B</inline-supplementary-material>, the surface acidity of Cu<sub>2</sub>Fe<sub>1</sub>/JN was further evaluated by NH<sub>3</sub>-TPD. The three catalysts exhibited comparable densities of weak- and strong-acid sites, with the former remaining at approximately 0.3 mmol/g and the latter varying only slightly from 0.3 to 0.5 mmol/g. These results indicate that surface acidity is unlikely to be the primary factor responsible for the enhanced catalytic performance of Cu<sub>2</sub>Fe<sub>1</sub>/JN. Collectively, these results show that Cu-Fe incorporation modulates the electronic structure and redox properties of the metal centers, thereby creating a distinct interfacial environment conducive to redox cycling and O<sub>2</sub> activation.</p>
      </sec>
      <sec id="sec3-2">
        <title>Catalytic oxidation of calcium lignosulfonate over Cu<sub>2</sub>Fe<sub>1</sub>/JN</title>
        <p>To estimate the maximum achievable yield of aromatic monomers, NBO analysis was first performed, revealing that G-type monomers were the predominant products expected from selective linkage cleavage [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Table 5</inline-supplementary-material>]. Accordingly, the recovered RGY was defined as the ratio of experimentally achieved G-type monomers to the theoretical amount obtainable from the starting lignin, and was used as the primary metric for evaluating catalytic performance<sup>[<xref ref-type="bibr" rid="B27">27</xref>,<xref ref-type="bibr" rid="B38">38</xref>]</sup>. The effect of support on catalytic performance was subsequently investigated.</p>
        <p>As shown in <xref ref-type="fig" rid="fig2">Figure 2A</xref>, Cu<sub>2</sub>Fe<sub>1</sub>/JN exhibited the highest RGY among the tested catalysts, increasing from 33.8% in the catalyst-free system to 71.8%. Notably, Cu<sub>2</sub>Fe<sub>1</sub>/JN also delivered a high G-type product yield compared with most previously reported catalysts [<xref ref-type="fig" rid="fig2">Figure 2B</xref> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Table 6</inline-supplementary-material>]. Taken together, these results demonstrate the excellent catalytic performance of Cu<sub>2</sub>Fe<sub>1</sub>/JN. By contrast, Cu-Fe species supported on TiO<sub>2</sub> and C<sub>3</sub>N<sub>4</sub> achieved only 42.9%, and 48.7% recovery, respectively. To further distinguish the contribution of the support pore architecture from that of the metal species, Cu-Fe supported on commercial SiO<sub>2</sub> was evaluated [<xref ref-type="fig" rid="fig2">Figure 2A</xref>]. Although the Cu and Fe compositions were comparable, Cu<sub>2</sub>Fe<sub>1</sub>/SiO<sub>2</sub> gave only 44.1% recovery, highlighting the critical role of the mesoporous JN support in promoting catalytic oxidation. To further elucidate the contribution of the mesoporous structure to substrate accessibility, the time-dependent substrate adsorption of 2-phenoxy-1-phenylethanol was investigated under comparable conditions [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Figures 4</inline-supplementary-material> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">5</inline-supplementary-material>]. The substrate mass decreased rapidly from 0.21 to 0.18 g during the initial stage and then declined more gradually, whereas negligible substrate loss occurred in the catalyst-free control. The pronounced initial decrease suggests facilitated substrate transport within the mesoporous network, promoting access to the Cu-Fe active sites. Together with the catalytic results, these observations highlight the complementary roles of the mesoporous JN framework in facilitating substrate transport and the strong metal-support interaction in stabilizing highly dispersed Cu-Fe species. These combined structural advantages may contribute to the superior performance of Cu<sub>2</sub>Fe<sub>1</sub>/JN. It is noteworthy that the calcium lignosulfonate used herein was derived from industrial softwood in Norway and exhibits a relatively homogeneous, guaiacyl(G)-rich architecture with a considerable fraction of cleavable β-O-4 bonds<sup>[<xref ref-type="bibr" rid="B27">27</xref>]</sup>. Consequently, oxidative depolymerization generated a well-defined aromatic monomer distribution dominated by vanillin, vanillic acid, and acetovanillone. This simplified product profile, in contrast to that typically obtained from structurally heterogeneous technical lignins, is consistent with the G-rich nature of softwood lignin and demonstrates the high selectivity of Cu<sub>2</sub>Fe<sub>1</sub>/JN toward G-derived monomers. To identify the optimal Cu/Fe ratio and elucidate the contribution of Cu-Fe interfacial coupling, catalysts with different Cu/Fe mass ratios were systematically evaluated [<xref ref-type="fig" rid="fig2">Figure 2C</xref>]. The Cu/Fe mass ratio of 2:1 exhibited the highest activity, delivering a G-monomer yield of 10.4%, corresponding to an RGY of 71.8%. This catalyst markedly outperformed Cu/JN, which gave a G-monomer yield of 6.8% (RGY, 46.9%). Further increasing the Fe content to Cu/Fe ratios of 1:1 and 1:2 progressively decreased the G-monomer yield to 9.2% and 8.9%, respectively, while Fe/JN gave the lowest yield of 6.9% (RGY, 47.6%). The decline in activity at higher Fe contents is probably associated with a reduced abundance of Cu-rich Cu-Fe interfacial ensembles and an increasingly Fe-rich surface, which may limit the redox functionality of the Cu-Fe species. Importantly, a physical mixture of Cu/JN and Fe/JN at the same 2:1 Cu/Fe mass ratio afforded only 7.0% G-monomer yield, substantially lower than that of Cu<sub>2</sub>Fe<sub>1</sub>/JN. This marked activity gap rules out a simple metal-loading effect and instead highlights the synergistic contribution from the Cu-Fe species. Combined with the XPS and H<sub>2</sub>-TPR results, these catalytic data indicate that the optimal 2:1 composition strikes a favorable balance between Cu and Fe, creating an interfacial electronic and redox environment conducive to efficient oxidation.</p>
		<fig id="fig2" position="float">
          <label>Figure 2</label>
          <caption>
            <p>Catalytic performance of Cu<sub>2</sub>Fe<sub>1</sub>/JN for the oxidative depolymerization of calcium lignosulfonate. (A) Comparison of the catalytic performance of the blank and Cu-Fe catalysts supported on different supports for the oxidative depolymerization of calcium lignosulfonate; (B) Comparison of lignin oxidative depolymerization performance with previously reported catalysts (data from <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="-SupplementaryMaterials.pdf">Supplementary Table 6</inline-supplementary-material>); (C-G) Effect of Cu/Fe ratios, temperature, time, NaOH concentration, and O<sub>2</sub> pressure on calcium lignosulfonate depolymerization; (H) Reusability of Cu<sub>2</sub>Fe<sub>1</sub>/JN. Reaction conditions: 2.5 g calcium lignosulfonate, 0.25 g Cu<sub>2</sub>Fe<sub>1</sub>/JN, NaOH solution (50 mL, 1.25 M), 0.4 MPa O<sub>2</sub>, 150 °C, 5 h. Data are reported as mean ± standard deviation (<italic>N</italic> = 3).</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="cee1014.fig.2.jpg" />
        </fig>
        <p>To further elucidate the oxidative depolymerization of calcium lignosulfonate over Cu<sub>2</sub>Fe<sub>1</sub>/JN, the effects of reaction temperature, reaction time, NaOH concentration, and O<sub>2</sub> pressure were systematically investigated [<xref ref-type="fig" rid="fig2">Figure 2D</xref>-<xref ref-type="fig" rid="fig2">G</xref>]. Increasing the reaction temperature from 120 to 150 °C markedly enhanced the G-type monomer recovery from 56.2% to 71.8%, accompanied by an increase in vanillin yield from 5.5% to 7.0% [<xref ref-type="fig" rid="fig2">Figure 2D</xref>], indicating more efficient cleavage of interunit linkages in calcium lignosulfonate. However, further increasing the temperature to 180 °C substantially decreased the yields of vanillin, vanillic acid, and acetovanillone to 5.2%, 1.4%, and 1.3%, respectively, along with a decline in G-type monomer recovery to 54.5%. These results suggest that excessive temperatures may induce over-oxidation or secondary degradation of aromatic monomers, which has been frequently observed in lignin oxidation systems<sup>[<xref ref-type="bibr" rid="B39">39</xref>]</sup>. A similar trend was observed with reaction time [<xref ref-type="fig" rid="fig2">Figure 2E</xref>]. Extending the reaction time from 1 to 5 h continuously increased the total aromatic monomer yield from 5.1% to 10.4%, whereas prolonging the reaction to 7 h led to lower yields of vanillin (6.6%), vanillic acid (2.1%), and acetovanillone (1.0%) [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Table 7</inline-supplementary-material>]. This decline suggests that prolonged reaction time may induce secondary conversion of the generated aromatic monomers, as further evidenced by the <italic>in situ</italic> spectroscopic analysis. The alkaline environment also played a critical role in lignin depolymerization [<xref ref-type="fig" rid="fig2">Figure 2F</xref>]. Increasing the NaOH concentration to 1.25 M achieved the highest total aromatic monomer yield and G-type monomer recovery. This enhancement can be attributed to improved solubility of calcium lignosulfonate arising from the deprotonation of phenolic hydroxyl groups, which facilitates the oxidative cleavage of ether bonds<sup>[<xref ref-type="bibr" rid="B40">40</xref>,<xref ref-type="bibr" rid="B41">41</xref>]</sup>. Further increasing the NaOH concentration to 2.0 M altered the product distribution, decreasing the vanillin yield to 5.0% while increasing the vanillic acid yield to 3.1%, consistent with previous reports that excessive OH<sup>- </sup>facilitates the oxidation of aromatic aldehydes to the corresponding carboxylic acids<sup>[<xref ref-type="bibr" rid="B42">42</xref>-<xref ref-type="bibr" rid="B44">44</xref>]</sup>. Moreover, O<sub>2</sub> pressure exerted the greatest influence on product distribution. Raising the O<sub>2</sub> pressure from 0 to 0.4 MPa increased the total aromatic monomer yield from 0.3% to 10.4%, whereas a further increase to 1.0 MPa sharply decreased the yield to 3.8% [<xref ref-type="fig" rid="fig2">Figure 2G</xref> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Table 7</inline-supplementary-material>]. This strong dependence on O<sub>2</sub> suggests that it regulates the balance between ROS-mediated lignin depolymerization and over-oxidation of the aromatic monomers<sup>[<xref ref-type="bibr" rid="B45">45</xref>-<xref ref-type="bibr" rid="B47">47</xref>]</sup>. Therefore, elucidating the generation and function of ROS is essential for understanding the oxidation mechanism of the Cu<sub>2</sub>Fe<sub>1</sub>/JN catalytic system. It can be noticed that the yield of G-type monomers remained nearly unchanged over five cycles, indicating the excellent recyclability of the catalyst [<xref ref-type="fig" rid="fig2">Figure 2H</xref>]. The spent Cu<sub>2</sub>Fe<sub>1</sub>/JN was characterized by XRD and ICP-OES. The characteristic diffraction peaks of CuO were well preserved [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Figure 6</inline-supplementary-material>], while the Cu and Fe loadings on JN remained at 11.9 and 6.5 wt.%, respectively [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Table 1</inline-supplementary-material>], indicating the high structural stability of the catalyst during recycling. Notably, the Si concentration in the liquid phase was only 0.2 g/L, further highlighting the stability of the JN support under the reaction conditions. Furthermore, the universal catalytic efficiency of Cu<sub>2</sub>Fe<sub>1</sub>/JN toward structurally diverse lignin feedstocks was evaluated using organosolv and kraft lignins. As shown in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Figure 7</inline-supplementary-material>, the total monomer yield reached 15.5% for organosolv lignin, with guaiacol, vanillin, and vanillic acid as the dominant aromatic products. Kraft lignin afforded a total aromatic monomer yield of 9.4%, which may be attributed to its more condensed structure<sup>[<xref ref-type="bibr" rid="B48">48</xref>]</sup>. Overall, Cu<sub>2</sub>Fe<sub>1</sub>/JN exhibited broad catalytic applicability toward different lignin feedstocks, highlighting its potential for lignin valorization.</p>
      </sec>
      <sec id="sec3-3">
        <title>Mechanistic insights into ROS-mediated oxidative depolymerization</title>
        <p>To gain mechanistic insight into calcium lignosulfonate oxidative depolymerization over Cu<sub>2</sub>Fe<sub>1</sub>/JN, the generation and role of ROS were first investigated. TMB was employed as a chromogenic probe because its oxidation by ROS produces a blue diimine species, allowing the evolution of ROS to be monitored by UV-vis spectroscopy<sup>[<xref ref-type="bibr" rid="B49">49</xref>]</sup>. As shown in <xref ref-type="fig" rid="fig3">Figure 3A</xref>, the characteristic absorption bands at 366, 485, and 656 nm progressively increased with reaction time, indicating sustained ROS generation during O<sub>2</sub> activation over Cu<sub>2</sub>Fe<sub>1</sub>/JN. Notably, Cu<sub>2</sub>Fe<sub>1</sub>/JN exhibited a substantially stronger TMB response than Cu/JN and Fe/JN, demonstrating its superior ROS-generating capability and highlighting the promotional effect of Cu-Fe coupling [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Figures 8</inline-supplementary-material> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">9</inline-supplementary-material>]. Together with the higher O<sub>ads</sub> fraction observed by XPS, these results support the role of Cu-Fe synergy in facilitating O<sub>2</sub> adsorption and activation and thereby promoting ROS generation. EPR spectroscopy using DMPO as the spin-trapping agent further identified the generated ROS species. The characteristic six-line EPR signal corresponding to DMPO-·O<sub>2</sub><sup>-</sup> confirmed the formation of ·O<sub>2</sub><sup>-</sup> during the catalytic process [<xref ref-type="fig" rid="fig3">Figure 3B</xref>]<sup>[<xref ref-type="bibr" rid="B50">50</xref>]</sup>. The specific contribution of ·O<sub>2</sub><sup>-</sup> was subsequently evaluated through radical scavenging experiments using 2-phenoxy-1-phenylethanol, a representative β-O-4 lignin model compound. In the absence of scavengers, the reaction achieved nearly complete conversion (99.1%), affording benzaldehyde and benzoic acid in yields of 56.3% and 32.0%, respectively [<xref ref-type="table" rid="t1">Table 1</xref>]. The introduction of <italic>p</italic>-benzoquinone, a selective ·O<sub>2</sub><sup>-</sup> quencher, substantially suppressed the conversion to 56.1%, while the yields of benzaldehyde and benzoic acid dropped to 18.4% and 10.0%, respectively. In contrast, scavenging ·OH with isopropanol or <sup>1</sup>O<sub>2</sub> with β-carotene produced only negligible effects on either substrate conversion or product yields. These results identify ·O<sub>2</sub><sup>-</sup> as the predominant ROS involved in substrate oxidation. The preferential formation of ·O<sub>2</sub><sup>-</sup> on Cu<sub>2</sub>Fe<sub>1</sub>/JN is likely derived from synergistic redox interactions between Cu and Fe species. The optimized Cu-Fe redox cycle enhances O<sub>2</sub> activation by facilitating O<sub>2</sub> adsorption and accelerating interfacial electron transfer, thereby favoring the one-electron reduction of O<sub>2</sub> to ·O<sub>2</sub><sup>-[<xref ref-type="bibr" rid="B22">22</xref>,<xref ref-type="bibr" rid="B24">24</xref>]</sup>.</p>
		<fig id="fig3" position="float">
          <label>Figure 3</label>
          <caption>
            <p>Mechanistic insights into ROS-mediated oxidative depolymerization of calcium lignosulfonate over Cu<sub>2</sub>Fe<sub>1</sub>/JN. (A) Time-dependent UV-vis spectra of TMB oxidation; (B) EPR spectra of DMPO-trapped ROS; (C) Molecular electrostatic potential surfaces of 2-phenoxy-1-phenylethanol and 2-phenoxy-1-phenylethanone; (D) Proposed catalytic oxidation pathway of 2-phenoxy-1-phenylethanol; (E) FTIR spectra of calcium lignosulfonate before oxidation (upper) and after oxidation (lower); (F and G) Time-dependent UV-vis spectra of calcium lignosulfonate during oxidative depolymerization and the corresponding 2D contour plot; (H and I) Three-dimensional FTIR spectra of calcium lignosulfonate during oxidative depolymerization, and the corresponding 2D plot; (J) The profiles of five selected characteristic peaks (the signal intensities were directly obtained from the instrument and exported for plotting). BDE: Bond dissociation energy; ROS: reactive oxygen species; TMB: 3,3′,5,5′-tetramethylbenzidine; EPR: electron paramagnetic resonance; DMPO: 5,5’-dimethyl-1-pyrroline <italic>N</italic>-oxide; FTIR: Fourier-transform infrared.</p>
          </caption>
          <graphic xlink:href="cee1014.fig.3.jpg"/>
        </fig>
        <table-wrap id="t1">
          <label>Table 1</label>
          <caption>
            <p>ROS trapping results for the oxidation of 2-phenoxy-1-phenylethanol</p>
          </caption>
          <table frame="hsides" rules="groups">
            <thead>
              <tr>
                <td colspan="9" style="border-bottom:1;">
                  <inline-graphic xlink:href="cee1014.in.T1.000.jpg" />
                </td>
              </tr>
              <tr>
                <td rowspan="2" style="border-bottom:1;">
                  <bold>Entry</bold>
                </td>
                <td rowspan="2" style="border-bottom:1;">
                  <bold>Trapping agent</bold>
                </td>
                <td rowspan="2" style="border-bottom:1;">
                  <bold>Target ROS</bold>
                </td>
                <td rowspan="2" style="border-bottom:1;">
                  <bold>Conv. (%)</bold>
                </td>
                <td colspan="5" style="border-bottom:1;">
                  <bold>Products yield (%)</bold>
                </td>
              </tr>
              <tr>
                <td style="border-bottom:1;">
                  <bold>a</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>b</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>c</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>d</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>e</bold>
                </td>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td>1</td>
                <td>-</td>
                <td>-</td>
                <td>99.1</td>
                <td>56.3</td>
                <td>32.0</td>
                <td>0.6</td>
                <td>0.02</td>
                <td>0.01</td>
              </tr>
              <tr>
                <td>2</td>
                <td>isopropanol</td>
                <td>·OH</td>
                <td>99.0</td>
                <td>58.0</td>
                <td>30.1</td>
                <td>0.5</td>
                <td>0.03</td>
                <td>0.02</td>
              </tr>
              <tr>
                <td>3</td>
                <td>β-carotene</td>
                <td>
                  <sup>1</sup>O<sub>2</sub></td>
                <td>99.1</td>
                <td>55.2</td>
                <td>29.8</td>
                <td>0.5</td>
                <td>0.04</td>
                <td>0.02</td>
              </tr>
              <tr>
                <td>4</td>
                <td>
                  <italic>p</italic>-benzoquinone</td>
                <td>·O<sub>2</sub><sup>-</sup></td>
                <td>56.1</td>
                <td>18.4</td>
                <td>10.0</td>
                <td>0.4</td>
                <td>0.03</td>
                <td>0.01</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn>
              <p>ROS: Reactive oxygen species.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <p>Considering that oxidation of the C<sub>α</sub>-OH group into a carbonyl intermediate is generally recognized as the key initiating step for β-O-4 bond cleavage<sup>[<xref ref-type="bibr" rid="B51">51</xref>]</sup>, MEPS calculations were performed to clarify the preferred oxidation site in the Cu<sub>2</sub>Fe<sub>1</sub>/JN system. Using 2-phenoxy-1-phenylethanol and its oxidized counterpart 2-phenoxy-1-phenylethanone, as model substrates, the minimum electrostatic potential of the alcohol substrate was located at the C<sub>α</sub>-OH group (-31.50 kcal/mol), indicating its preferential activation site [<xref ref-type="fig" rid="fig3">Figure 3C</xref>]. After oxidation, the electrostatic potential minimum shifted to the C<sub>α</sub> = O group with a significantly more negative value (-41.61 kcal/mol), revealing pronounced electronic redistribution induced by carbonyl formation. To assess the involvement of ·O<sub>2</sub><sup>-</sup> in C<sub>α</sub>-OH oxidation, 1-phenylethanol was employed as a model substrate [<xref ref-type="table" rid="t2">Table 2</xref>]. Substrate conversion increased from 45.7% to 96.5% over 1-5 h, accompanied by an initial accumulation of acetophenone (from 5.2% at 1 h to 26.6% at 4 h) followed by a slight decline (25.6% at 5 h). Benzaldehyde showed a similar transient profile, whereas benzoic acid accumulated progressively to 37.4% at 5 h. Addition of <italic>p</italic>-benzoquinone markedly suppressed the formation of acetophenone, benzaldehyde, and benzoic acid to 0.0%, 17.8%, and 3.6%, respectively. Together with the EPR results, these observations support the involvement of ·O<sub>2</sub><sup>-</sup> in C<sub>α</sub>-OH oxidation and subsequent carbonyl formation.</p>
       <table-wrap id="t2">
          <label>Table 2</label>
          <caption>
            <p>Product analysis and ROS trapping results for the oxidation of 1-phenylethanol</p>
          </caption>
          <table frame="hsides" rules="groups">
            <thead>
              <tr>
                <td colspan="6" style="border-bottom:1;">
                  <inline-graphic xlink:href="cee1014.in.T2.000.jpg" />
                </td>
              </tr>
              <tr>
                <td rowspan="2">
                  <bold>Entry</bold>
                </td>
                <td rowspan="2">
                  <bold>Time (h)</bold>
                </td>
                <td rowspan="2">
                  <bold>Conv. (%)</bold>
                </td>
                <td colspan="3" style="border-bottom:1;">
                  <bold>Product yield (%)</bold>
                </td>
              </tr>
              <tr>
                <td style="border-bottom:1;">
                  <bold>a</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>b</bold>
                </td>
                <td style="border-bottom:1;">
                  <bold>c</bold>
                </td>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td>1</td>
                <td>1</td>
                <td>45.7</td>
                <td>5.2</td>
                <td>25.6</td>
                <td>0.0</td>
              </tr>
              <tr>
                <td>2</td>
                <td>2</td>
                <td>68.2</td>
                <td>19.6</td>
                <td>29.5</td>
                <td>2.6</td>
              </tr>
              <tr>
                <td>3</td>
                <td>3</td>
                <td>82.1</td>
                <td>25.0</td>
                <td>30.5</td>
                <td>9.3</td>
              </tr>
              <tr>
                <td>4</td>
                <td>4</td>
                <td>91.4</td>
                <td>26.6</td>
                <td>18.8</td>
                <td>24.4</td>
              </tr>
              <tr>
                <td>5</td>
                <td>5</td>
                <td>96.5</td>
                <td>25.6</td>
                <td>14.8</td>
                <td>37.4</td>
              </tr>
              <tr>
                <td>6<xref ref-type="table-fn" rid="T2FNa">a</xref></td>
                <td>5</td>
                <td>48.4</td>
                <td>0.0</td>
                <td>17.8</td>
                <td>3.6</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="t2FNa">
              <label>a</label>
              <p>Control experiment using <italic>p</italic>-benzoquinone as a radical trapping agent. ROS: Reactive oxygen species.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <p>To further elucidate the oxidative cleavage of 2-phenoxy-1-phenylethanol, the bond dissociation energies (BDEs) of the C<sub>α</sub>-C<sub>β</sub> and β-O-4 bonds along the reaction pathways were calculated [<xref ref-type="fig" rid="fig3">Figure 3D</xref>]. In 2-phenoxy-1-phenylethanol (<bold>a1</bold>), the BDEs of the C<sub>α</sub>-C<sub>β</sub> and β-O-4 bonds were 69.46 and 71.53 kcal/mol, respectively. Upon formation of the carbonyl intermediate (<bold>a2</bold>), ·O<sub>2</sub><sup>-</sup> attacked <bold>a2</bold> to generate the intermediate <bold>a3</bold>, which subsequently evolved into the peroxy intermediate (<bold>a4</bold>). This process substantially lowered the corresponding BDEs of the C<sub>α</sub>-C<sub>β</sub> and β-O-4 bonds to 44.16 and 53.13 kcal/mol, respectively. Owing to the intrinsic instability of <bold>a4</bold>, homolytic cleavage of the O-O bond yielded 2-oxo-2-phenylacetate phenyl ester (<bold>a5</bold>), accompanied by a further drastic decrease in the BDEs of the C<sub>α</sub>-C<sub>β</sub> and β-O-4 bonds to only 12.42 and 46.92 kcal/mol, respectively. Subsequent bond cleavage and oxidation ultimately afforded phenol and benzoic acid (<bold>Pathway A</bold>). In contrast, thermal activation could induce direct cleavage of the C<sub>β</sub>-O-4 bond in <bold>a1</bold>, producing phenylethane-1,2-diol and phenol (<bold>Pathway B</bold>), with the diol subsequently undergoing dehydration to form acetophenone. However, the yields of phenylethane-1,2-diol and acetophenone were low (0.01% and 0.6%, respectively), whereas benzaldehyde and benzoic acid reached yields of 56.3% and 32.0%, respectively [<xref ref-type="table" rid="t1">Table 1</xref>]. These results strongly support <bold>Pathway A</bold> as the dominant route, in which ·O<sub>2</sub><sup>-</sup>-mediated pre-oxidation of the C<sub>α</sub>-OH group to the carbonyl intermediate markedly weakens both the C<sub>α</sub>-C<sub>β</sub> and β-O-4 bonds, thereby facilitating their subsequent cleavage. Notably, although phenol is an expected product, its detected yield was only 0.02% [<xref ref-type="table" rid="t1">Table 1</xref>], likely owing to the high susceptibility of phenol to oxidation.</p>
        <p>The structural evolution of calcium lignosulfonate before and after oxidation was further examined by FTIR spectroscopy [<xref ref-type="fig" rid="fig3">Figure 3E</xref>]. After catalytic oxidation, the characteristic bands at approximately 3,400, 2,934, and 1,700-1,750 cm<sup>-1</sup>, assigned to O-H stretching, aliphatic C-H stretching, and C=O stretching vibrations, respectively, were significantly weakened<sup>[<xref ref-type="bibr" rid="B52">52</xref>-<xref ref-type="bibr" rid="B54">54</xref>]</sup>. This attenuation reflects hydroxyl group consumption and oxidation of the lignosulfonate side chains. Meanwhile, the decreased intensities of the bands at 1,271 and 1,211 cm<sup>-1</sup>, corresponding to Ar-O-C stretching and C-O vibrations in guaiacyl (G) units, respectively, indicate the disruption of G-type lignin structures during oxidation. Combined with the identification of vanillin, acetovanillone, and vanillic acid as major products, these results support the formation of G-derived aromatic monomers through cleavage and oxidation of lignin fragments. To capture the dynamic structural evolution during depolymerization, <italic>in situ</italic> UV-vis spectroscopy was employed to monitor changes in aromatic structures and functional groups throughout the reaction [<xref ref-type="fig" rid="fig3">Figure 3F</xref> and <xref ref-type="fig" rid="fig3">G</xref>]. The absorption shoulder at approximately 251 nm, associated with free and etherified -OH groups in calcium lignosulfonate, gradually increased during the initial reaction stage<sup>[<xref ref-type="bibr" rid="B55">55</xref>]</sup>, suggesting the formation of new phenolic structures through ether bond cleavage. Meanwhile, the band centered at approximately 283 nm, originating from π → π transitions of aromatic structures containing conjugated C<sub>α</sub>=C<sub>β</sub> units and n → π transitions of carbonyl-containing aromatics<sup>[<xref ref-type="bibr" rid="B56">56</xref>,<xref ref-type="bibr" rid="B57">57</xref>]</sup>, exhibited a similar increase within the first 3 h. These changes indicate the progressive fragmentation of calcium lignosulfonate macromolecules and the generation of low-molecular-weight aromatic intermediates with enhanced conjugation. In parallel, the continuous growth of the absorption band at ~348 nm, assigned to n → π transitions of carbonyl groups<sup>[<xref ref-type="bibr" rid="B58">58</xref>]</sup>, implies the accumulation of oxygenated aromatic species, including aldehydes, ketones, and carboxylic acids. After prolonged oxidation (> 3 h), the gradual decrease in the absorption intensities of these aromatic and carbonyl-related bands suggests further oxidation and degradation of the products. According to product analysis, vanillin, acetovanillone, and vanillic acid are generated during calcium lignosulfonate depolymerization and likely undergo further oxidative transformation, potentially leading to ring-opening reactions and mineralization into CO<sub>2</sub> and H<sub>2</sub>O<sup>[<xref ref-type="bibr" rid="B27">27</xref>]</sup>. In contrast, Cu/JN and Fe/JN showed only marginal spectral evolution throughout the reaction [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Figures 10</inline-supplementary-material> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">11</inline-supplementary-material>], further underscoring the importance of Cu-Fe synergy in sustaining calcium lignosulfonate depolymerization and subsequent intermediates conversion. <italic>In situ</italic> FTIR measurements provided additional evidence for the progressive oxidation of calcium lignosulfonate structures [<xref ref-type="fig" rid="fig3">Figure 3H</xref>-<xref ref-type="fig" rid="fig3">J</xref>]. The continuous attenuation of the band at 1,127 cm<sup>-1</sup>, attributed to Ar-O-C stretching vibrations<sup>[<xref ref-type="bibr" rid="B59">59</xref>]</sup>, reflects the gradual disruption of the ether-linked C-O bond. Meanwhile, the enhanced signals at 1,373 and 1,714 cm<sup>-1</sup> correspond to the formation of oxidized side-chain functionalities<sup>[<xref ref-type="bibr" rid="B27">27</xref>,<xref ref-type="bibr" rid="B59">59</xref>]</sup>. The increased intensity of the C-H bending vibration at 1448 cm<sup>-1</sup> further indicates the transformation of aromatic side chains<sup>[<xref ref-type="bibr" rid="B60">60</xref>,<xref ref-type="bibr" rid="B61">61</xref>]</sup>, consistent with the formation of aromatic ketone intermediates such as acetovanillone. Taken together, the radical-trapping experiments and time-dependent product evolution establish the involvement of ·O<sub>2</sub><sup>-</sup> and C<sub>α</sub>-OH oxidation in the reaction sequence. The MEPS and BDE calculations further provide an electronic and energetic basis for the proposed C<sub>α</sub>-OH oxidation and subsequent bond cleavage. Moreover, the FTIR and UV-vis measurements capture the accompanying structural evolution of lignosulfonate during depolymerization. Collectively, these complementary results support a ROS-mediated pathway involving C<sub>α</sub>-OH oxidation, C<sub>α</sub>-C<sub>β</sub> and β-O-4 bond cleavage, formation of aromatic intermediates, and their subsequent oxidation. The synergistic Cu-Fe active centers enable efficient O<sub>2</sub> activation and selective cleavage of lignin linkages, thereby driving the depolymerization of lignin into valuable aromatic chemicals.</p>
      </sec>
    </sec>
    <sec id="sec4">
      <title>CONCLUSION</title>
      <p>In summary, a mesoporous silica-supported Cu-Fe bimetallic catalyst (Cu<sub>2</sub>Fe<sub>1</sub>/JN) has been developed for selective oxidative depolymerization of calcium lignosulfonate. The optimized Cu-Fe species enabled efficient O<sub>2</sub> activation and selective generation of •O<sub>2</sub><sup>-</sup> through coupled Cu<sup>+</sup>/Cu<sup>2+</sup> and Fe<sup>2+</sup>/Fe<sup>3+</sup> redox cycles, achieving 71.8% recovery of G-type aromatic monomers based on the NBO-estimated theoretical yield. Mechanistic studies revealed that •O<sub>2</sub><sup>-</sup> initiates C<sub>α</sub>-OH oxidation to form carbonyl intermediates, which promotes C<sub>α</sub>-C<sub>β</sub> and β-O-4 bond cleavage while minimizing over-oxidation of aromatic products. This work highlights the importance of interfacial electronic regulation in controlling ROS evolution and provides a rational strategy for designing selective oxidation catalysts for lignin valorization.</p>
    </sec>
  </body>
  <back>
    <sec>
      <title>DECLARATIONS</title>
      <sec>
        <title>Acknowledgements</title>
        <p>The authors thank Xiyue Ma (Ceshihui Lab, <uri xlink:href="www.ceshihui.cn">www.ceshihui.cn</uri>) for assistance with the EPR test, and Xinyue Wang (Shiyanjia Lab, <uri xlink:href="www.shiyanjia.com">www.shiyanjia.com</uri>) for assistance with the XPS test. The authors also sincerely thank Professor James H. Clark from the University of York for revising and polishing the language throughout the manuscript.</p>
      </sec>
      <sec>
        <title>Authors’ contributions</title>
        <p>Methodology: Gao, J.; Liu, J.</p>
        <p>Funding acquisition: Gao, J.; Zhang, S.</p>
        <p>Writing-original draft: Gao, J.; Li, L.</p>
        <p>Writing-review &amp; editing: Gao, J.; Cao, Y.; Guo, Y.; Mao, H.; Zhang, S.</p>
        <p>Investigation: Cai, Y.; Li, J.</p>
        <p>Formal analysis: Cai, Y.; Li, L.; Li, J.; Cao, Y.; Guo, Y.; Zhang, P.; Mo, L.; Zhou, A.; Liu, J.</p>
        <p>Visualization: Cai, Y.; Li, J.; Zheng, X.; Mo, L.; Zhou, A.</p>
        <p>Data curation: Cao, Y.; Zhang, P.; Zheng, X.</p>
        <p>Supervision: Liu, J.; Mao, H.; Zhang, S.</p>
        <p>Conceptualization: Mao, H.</p>
        <p>Resources: Mao, H.</p>
      </sec>
      <sec>
        <title>Availability of data and materials</title>
        <p>The original contributions presented in this study are included in the article/<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="cee1014-SupplementaryMaterials.pdf">Supplementary Materials</inline-supplementary-material>. Please direct further inquiries to the corresponding authors.</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 the Collaborative Innovation Center of Fragrance Flavour and Cosmetics (1021ZK250028008-A06) and the National Natural Science Foundation of China (No. 22278085).</p>
      </sec>
      <sec>
        <title>Conflicts of interest</title>
        <p>Mo, L. and Zhou, A. are affiliated with Jiaxing Zhonghua Chemical Co., Ltd., while the other authors declare there are 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>&#x00A9; The Author(s) 2026.</p>
</sec>
<sec sec-type="supplementary-material">
      <title>Supplementary Materials</title>
	  <supplementary-material content-type="local-data">
		<media xlink:href="cee1014-SupplementaryMaterials.pdf" mimetype="application/pdf">
			<caption>
				<p>Supplementary Materials</p>
			</caption>
		</media>
	  </supplementary-material>

	  </sec>
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