﻿<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">Energy Mater.</journal-id>
      <journal-id journal-id-type="publisher-id">ENERGYMATER</journal-id>
      <journal-title-group>
        <journal-title>Energy Materials</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2770-5900</issn>
      <publisher>
        <publisher-name>OAE Publishing Inc.</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.20517/energymater.2026.240</article-id>
      <article-categories>
        <subj-group>
          <subject>Article</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Hierarchical polypyrrole-pillared Na<sub>2</sub>V<sub>6</sub>O<sub>16</sub> architectures enabling high-rate and stable aqueous zinc storage</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Ying</surname>
            <given-names>Junhao</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
          <xref ref-type="aff" rid="I#">
            <sup>#</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Mi</surname>
            <given-names>Wenhui</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
          <xref ref-type="aff" rid="I#">
            <sup>#</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Zhao</surname>
            <given-names>Yuhe</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Zhang</surname>
            <given-names>Siwen</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Liu</surname>
            <given-names>Yongtian</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Li</surname>
            <given-names>Jiazhuo</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Guo</surname>
            <given-names>Changyu</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author" corresp="yes">
          <name>
            <surname>Dong</surname>
            <given-names>Chunwei</given-names>
          </name>
          <xref ref-type="aff" rid="I2">
            <sup>2</sup>
          </xref>
          <xref ref-type="aff" rid="I*">
            <sup>*</sup>
          </xref>
          <xref ref-type="corresp" rid="cor1" />
        </contrib>
        <contrib contrib-type="author" corresp="yes">
          <name>
            <surname>Ma</surname>
            <given-names>Tianyi</given-names>
          </name>
          <xref ref-type="aff" rid="I3">
            <sup>3</sup>
          </xref>
          <xref ref-type="aff" rid="I4">
            <sup>4</sup>
          </xref>
          <xref ref-type="aff" rid="I*">
            <sup>*</sup>
          </xref>
          <xref ref-type="corresp" rid="cor1" />
        </contrib>
        <contrib contrib-type="author" corresp="yes">
          <name>
            <surname>Yin</surname>
            <given-names>Bosi</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
          <xref ref-type="aff" rid="I*">
            <sup>*</sup>
          </xref>
          <xref ref-type="corresp" rid="cor1" />
        </contrib>
      </contrib-group>
      <aff id="I1">
        <sup>1</sup>Institute of Clean Energy Chemistry, Key Laboratory for Green Synthesis and Preparative Chemistry of Advanced Materials of Liaoning Province, College of Chemistry, Liaoning University, Shenyang 110036, Liaoning, China.</aff>
      <aff id="I2">
        <sup>2</sup>National Institute of Clean-and-Low-Carbon Energy, Future Science &amp; Technology City, Beijing 102209, China.</aff>
      <aff id="I3">
        <sup>3</sup>Centre for Atomaterials and Nanomanufacturing (CAN), School of Science, Royal Melbourne Institute of Technology (RMIT) University, Melbourne 3000, Australia.</aff>
      <aff id="I4">
        <sup>4</sup>Australian Research Council (ARC) Industrial Transformation Research Hub for Intelligent Energy Efficiency in Future Protected Cropping (E2Crop), Melbourne 3000, Australia.</aff>
      <aff id="I#">
        <sup>#</sup>These authors contributed equally to this work.</aff>
      <author-notes>
        <corresp id="cor1"><sup>*</sup>Correspondence to: Prof. Bosi Yin, Institute of Clean Energy Chemistry, Key Laboratory for Green Synthesis and Preparative Chemistry of Advanced Materials of Liaoning Province, College of Chemistry, Liaoning University, Shenyang 110036, Liaoning, China. E-mail: <email>yinbosi@lnu.edu.cn</email>; Prof. Tianyi Ma, Centre for Atomaterials and Nanomanufacturing (CAN), School of Science, Royal Melbourne Institute of Technology (RMIT) University, Melbourne 3000, Australia; Australian Research Council (ARC) Industrial Transformation Research Hub for Intelligent Energy Efficiency in Future Protected Cropping (E2Crop), Melbourne 3000, Australia. E-mail: <email>tianyi.ma@rmit.edu.au</email>; Prof. Chunwei Dong, National Institute of Clean-and-Low-Carbon Energy, Future Science &amp; Technology City, Beijing 102209, China. E-mail: <email>20066669@chnenergy.com.cn</email></corresp>
        <fn fn-type="other">
          <p>
            <bold>Received:</bold> 24 Jul 2026 | <bold>First Decision:</bold> 11 Aug 2026 | <bold>Revised:</bold> 28 Aug 2026 | <bold>Accepted:</bold> 14 Sep 2026 | <bold>Published:</bold> 29 Oct 2026</p>
        </fn>
        <fn fn-type="other">
          <p>
            <bold>Academic Editors:</bold> Bin Wang, Jiazhao Wang | <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>29</day>
        <month>10</month>
        <year>2026</year>
      </pub-date>
      <volume>6</volume>
	    <issue>10</issue>
      <elocation-id>600147</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>While aqueous Zn-ion batteries represent highly attractive technologies for large-scale grid storage, their practical implementation remains bottlenecked by severe structural degradation and sluggish ion diffusion kinetics in transition-metal oxide cathodes. Herein, a structural buffering hierarchical assembly strategy is proposed to construct a polypyrrole-pillared Na<sub>2</sub>V<sub>6</sub>O<sub>16</sub> (PPy-NaVO) 3D nanoflower cathode. Structural and morphological analyses reveal that <italic>in situ</italic> intercalated PPy molecules act as soft pillars to significantly expand the interlayer spacing, which lowers the steric hindrance for ion diffusion and concurrently drives the anisotropic assembly of 1D nanorods into a 3D interconnected porous architecture. This cross-scale structural engineering endows the cathode with intrinsic structural buffering properties to buffer volumetric strain during continuous cycling. Furthermore, the strong interfacial charge transfer between the PPy network and the V-O framework induces a mixed V<sup>4+</sup>/V<sup>5+</sup> valence state. This optimized electronic structure is favorable for interfacial charge transfer and Zn<sup>2+</sup> diffusion, minimizing the interfacial resistance and enabling ultrafast Zn<sup>2+</sup>/H<sup>+</sup> co-intercalation kinetics. Consequently, the PPy-NaVO electrode exhibits an impressive reversible capacity <InlineParagraph>(382.2 mAh g<sup>-1</sup>).</InlineParagraph> This structural engineering approach enables highly stable and kinetically accelerated cathodes for aqueous zinc batteries.</p>
      </abstract>
      <kwd-group>
        <kwd>Aqueous zinc-ion batteries</kwd>
        <kwd>vanadate cathode</kwd>
        <kwd>structural buffering</kwd>
        <kwd>mixed-valence state</kwd>
        <kwd>polymer intercalation</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec1">
      <title>INTRODUCTION</title>
      <p>The increasing global requirement for clean energy solutions and grid-scale energy has accelerated the search for post-lithium-ion battery technology that balances safety, cost-effectiveness, and high performance<sup>[<xref ref-type="bibr" rid="B1">1</xref>-<xref ref-type="bibr" rid="B4">4</xref>]</sup>. Although the portable electronics sector is dominated by lithium-ion batteries (LIBs), the extensive application of LIBs in large-scale grid storage is severely impeded by both the uneven spatial distribution of lithium reserves and the inherent fire risks associated with combustible organic electrolytes<sup>[<xref ref-type="bibr" rid="B5">5</xref>-<xref ref-type="bibr" rid="B7">7</xref>]</sup>. Because of the exceptional theoretical capacity (820 mAh g<sup>-1</sup>) and inherent safety of metallic zinc anodes, aqueous rechargeable zinc-ion batteries (ARZIBs) have become a very attractive option<sup>[<xref ref-type="bibr" rid="B8">8</xref>-<xref ref-type="bibr" rid="B10">10</xref>]</sup>. However, the commercialization of ARZIBs is fundamentally impeded by the lack of ideal cathode materials capable of sustaining rapid and reversible multivalent ion insertion/extraction.</p>
      <p>Vanadium-based oxides have garnered a lot of attention from researchers among different potential systems because of their structural variety, tunable coordination environments, and the ability to participate in multi-electron redox reactions, which translate into high theoretical capacities<sup>[<xref ref-type="bibr" rid="B11">11</xref>,<xref ref-type="bibr" rid="B12">12</xref>]</sup>. Specifically, layered sodium vanadates, such as Na<sub>2</sub>V<sub>6</sub>O<sub>16</sub> (NaVO), possess an open two-dimensional framework that is theoretically conducive to Zn<sup>2+</sup> diffusion. Nevertheless, the practical performance of NaVO is severely limited by several intrinsic bottlenecks: (i) the strong electrostatic interactions that cause slow diffusion kinetics between the host framework and the high-charge-density Zn<sup>2+</sup> ions<sup>[<xref ref-type="bibr" rid="B13">13</xref>]</sup>; (ii) the poor intrinsic electronic conductivity of the vanadium oxide lattice<sup>[<xref ref-type="bibr" rid="B14">14</xref>]</sup>; and (iii) the severe structural instability resulting from periodic lattice strain and active material dissolution during long-term cycling<sup>[<xref ref-type="bibr" rid="B15">15</xref>]</sup>. These issues become even more pronounced under high-rate conditions or mechanical deformation, leading to rapid capacity fading and structural collapse. To overcome these issues, “interlayer engineering” has been extensively investigated as a primary strategy to control the physical and chemical characteristics of layered host materials<sup>[<xref ref-type="bibr" rid="B16">16</xref>,<xref ref-type="bibr" rid="B17">17</xref>]</sup>. For example, using Na<sup>+</sup>/Polyethylene glycol (PEG) co-intercalation, Guo <italic>et al.</italic> demonstrated an interlayer-engineered ammonium vanadate cathode for rapid and effective Zn-ion storage<sup>[<xref ref-type="bibr" rid="B18">18</xref>]</sup>. Han <italic>et al.</italic> showed that Ca/F co-doping effectively modifies the layered structure of sodium vanadate, leading to significantly enhanced energy storage performance<sup>[<xref ref-type="bibr" rid="B19">19</xref>]</sup>. However, metal ion pillars often provide limited expansion and may introduce additional electrostatic repulsion, which is insufficient to overcome the high migration barrier of Zn<sup>2+</sup><sup>[<xref ref-type="bibr" rid="B20">20</xref>]</sup>. A more advanced strategy in this regard is the intercalation of conducting polymers such as polypyrrole (PPy), poly(3,4-ethylenedioxythiophene) (PEDOT), and polyaniline (PANI)<sup>[<xref ref-type="bibr" rid="B21">21</xref>-<xref ref-type="bibr" rid="B23">23</xref>]</sup>. These organic molecules can act as robust molecular pillars to achieve substantial interlayer expansion far beyond that of metal ions, while simultaneously providing continuous pathways for electronic transport and acting as mechanical buffers to accommodate lattice strain. In practice, achieving both fast reaction kinetics and long-term structural stability remains a persistent challenge. Current strategies typically address electronic conductivity or interlayer expansion in isolation, largely overlooking the anisotropic lattice strain and localized stress accumulation during high-rate Zn<sup>2+</sup> cycling<sup>[<xref ref-type="bibr" rid="B24">24</xref>,<xref ref-type="bibr" rid="B25">25</xref>]</sup>. This oversight inevitably leads to premature structural degradation. Overcoming this limitation requires a hierarchical engineering approach that couples atomic-scale lattice modification with a mesoscale structural buffering architecture.</p>
      <p>In this work, a 3D polymer-pillared Na<sub>2</sub>V<sub>6</sub>O<sub>16</sub> nanoflower architecture (designated as PPy-NaVO) was successfully fabricated via a facile one-step hydrothermal approach for high-rate zinc storage. In this design, the <italic>in situ</italic> intercalated PPy serves a dual function. Structurally, it acts as molecular pillars to expand the interlayer spacing and directs the self-assembly of 1D nanorods into a 3D structural buffering framework. This hierarchical architecture lowers the steric hindrance for ion diffusion and effectively accommodates anisotropic volume fluctuations. Electronically, strong interfacial charge transfer between the conjugated PPy and the vanadate host induces a V<sup>4+</sup>/V<sup>5+</sup> mixed-valence state, which minimizes the activation energy for electron hopping. Benefiting from the simultaneously optimized ionic and electronic transport, the PPy-NaVO cathode facilitates rapid Zn<sup>2+</sup>/H<sup>+</sup> co-intercalation kinetics, delivering high-rate capability and extended cycling stability. This study offers an effective structural design strategy toward the development of highly stable intercalation cathodes.</p>
    </sec>
    <sec id="sec2">
      <title>EXPERIMENTAL</title>
      <sec id="sec2-1">
        <title>Materials</title>
        <p>All chemical reagents were of analytical grade and were used as received without further purification. Vanadium pentoxide (V<sub>2</sub>O<sub>5</sub>), hydrogen peroxide (H<sub>2</sub>O<sub>2</sub>, 30%), zinc trifluoromethanesulfonate [Zn(CF<sub>3</sub>SO<sub>3</sub>)<sub>2</sub>], N-methyl-2-pyrrolidone (NMP), and polyvinylidene fluoride (PVDF) were purchased from Shanghai Aladdin Biochemical Technology Co., Ltd. Sodium hydroxide (NaOH) and anhydrous ethanol were obtained from Tianjin Yongda Chemical Reagent Co., Ltd. Hydrochloric acid (HCl) was supplied by Sinopharm Chemical Reagent Co., Ltd. Pyrrole (Py) was purchased from Macklin Reagent. Super P carbon black was obtained from Lion Specialty Chemicals Co., Ltd.</p>
      </sec>
      <sec id="sec2-2">
        <title>Synthesis of NaVO and PPy-NaVO</title>
        <p>First, 45 mL of deionized water was mixed with 1.1 g of V<sub>2</sub>O<sub>5</sub> and 5 mL of 30% H<sub>2</sub>O<sub>2</sub>, and the mixture was stirred at 400 rpm for 30 min at 25 ℃. After that, 0.32 g of NaOH was added, and stirring was continued at 400 rpm for another 30 min. By adding 0.5 M HCl, the pH of the mixture was adjusted to close to 2. Approximately 40 mL of the prepared yellow suspension was then transferred into a 50 mL Teflon-lined stainless-steel autoclave and heated to 180 °C for 30 h. The dark-red product was collected after cooling to room temperature, repeatedly cleaned with ethanol and deionized water, and then vacuum-dried for 12 h at 60 °C to produce Na<sub>2</sub>V<sub>6</sub>O<sub>16</sub> (NaVO) nanorods. The PPy·Na<sub>2</sub>V<sub>6</sub>O<sub>16</sub> (denoted as PPy-NaVO) composite with a 3D mesoporous nanoflower architecture was prepared using a similar procedure, except that 120 μL of pyrrole (Py) was introduced into the pale yellow solution and stirred for an additional 30 min before the hydrothermal treatment, ultimately yielding a dark green product.</p>
      </sec>
      <sec id="sec2-3">
        <title>Characterization</title>
        <p>X-ray diffraction (XRD; Bruker D8 AXS, Germany) using Cu Kα radiation (λ = 1.5406 Å) was used to measure the materials’ phase compositions and crystallographic structures. The surface morphologies and elemental distributions were examined using a scanning electron microscope (SEM; Hitachi SU1080, Hitachi, Japan) equipped with an energy-dispersive X-ray spectroscopy (EDS) system. Transmission electron microscopy (TEM; JEM 2100, JEOL, Japan) and high-resolution transmission electron microscopy (HRTEM) were used to examine the microstructures and lattice fringes. The chemical states and valence variations of surface elements were analyzed by X-ray photoelectron spectroscopy (XPS; Thermo Scientific K-Alpha, Thermo Fisher Scientific, USA) using monochromatic Al Kα radiation. Fourier-transform infrared (FTIR) spectra were recorded on a Bruker Tensor II spectrometer (FTIR; Bruker Tensor II, Bruker Corporation, Germany) in the range of 400-4,000 cm<sup>-1</sup> using KBr pellets. Raman spectra were collected on a LabRAM HR Evolution Raman spectrometer (Raman; LabRAM HR Evolution, HORIBA, Japan). The specific surface area and pore structure were characterized using an automated surface area and porosity analyzer [Brunauer-Emmett-Teller (BET); Autosorb IQ-Mp, Quantachrome Instruments, USA].</p>
      </sec>
      <sec id="sec2-4">
        <title>Electrochemical measurements</title>
        <p>CR2032 coin cells were assembled for electrochemical testing. The working electrodes were prepared by mixing the active material (NaVO or PPy-NaVO), Super P carbon black, and PVDF binder in NMP at a mass ratio of 7:2:1. The resulting slurry was coated onto a current collector and dried in a vacuum drying oven (DHG-9246A; Shanghai Yiheng Scientific Instrument Co., Ltd.). The mass loading of the active material was approximately 1.5-2.0 mg cm<sup>-2</sup>, as determined using an electronic analytical balance (Sartorius SQP series; Sartorius Scientific Instruments Co., Ltd.). The cells were assembled using a Zn foil anode, a Whatman glass fiber separator, and a 3 M Zn(CF<sub>3</sub>SO<sub>3</sub>)<sub>2</sub> aqueous electrolyte, and the assembly was completed with a coin cell crimping machine (MSK-110; Shenzhen Kejing Star Technology Co., Ltd.). All electrochemical measurements were conducted within a voltage window of 0-1.8 V (<italic>vs.</italic> Zn<sup>2+</sup>/Zn). Cyclic voltammetry (CV; 0.2-1.0 mV s<sup>-1</sup>), electrochemical impedance spectroscopy (EIS; 100 mHz-100 kHz, ±5 mV), and galvanostatic intermittent titration technique (GITT) were recorded on a Bio-Logic VMP3 electrochemical workstation (VMP3; Bio-Logic, France). Galvanostatic charge-discharge (GCD) cycling was evaluated using a NEWARE battery testing system (NEWARE; Shenzhen Neware Electronics Co., Ltd.).</p>
      </sec>
    </sec>
    <sec id="sec3">
      <title>RESULTS AND DISCUSSION</title>
      <p>The synthesis and structural characteristics of the PPy-NaVO composite are illustrated schematically in <xref ref-type="fig" rid="fig1">Figure 1</xref>. Fabricated via a hydrothermal process coupled with <italic>in situ</italic> polymerization, the composite self-assembles into a unique 3D mesoporous nanoflower architecture. This process enables an effective structural modification of the pristine NaVO host through the bulk intercalation of PPy. The intercalated PPy chains effectively expand the vanadate interlayer spacing, which significantly lowers the migration barrier for solid-state Zn<sup>2+</sup> diffusion. Consequently, this structural optimization intrinsically accelerates ionic kinetics, enabling exceptional high-rate zinc storage. SEM and TEM were used to examine the samples’ morphology and microstructure. As seen in <xref ref-type="fig" rid="fig2">Figure 2A</xref> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60240-SupplementaryMaterials.pdf">Supplementary Figure 1A</inline-supplementary-material> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60240-SupplementaryMaterials.pdf">B</inline-supplementary-material>, the PPy-NaVO composite features a 3D hierarchical nanoflower architecture assembled from interconnected nanorods. In contrast, the pristine NaVO consists of densely aggregated 1D nanorods [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60240-SupplementaryMaterials.pdf">Supplementary Figure 1C</inline-supplementary-material> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60240-SupplementaryMaterials.pdf">D</inline-supplementary-material>] with corresponding elemental mapping confirming the distribution of Na, V, and O [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60240-SupplementaryMaterials.pdf">Supplementary Figure 2</inline-supplementary-material>]. During synthesis, the <italic>in situ</italic> polymerized PPy acts as a structure-directing agent through interfacial coordination, driving the anisotropic self-assembly of the nanorods into a 3D mesoporous network. EDS mapping confirms the homogeneous spatial distribution of C, N, Na, V, and O elements throughout the nanoflower structure [<xref ref-type="fig" rid="fig2">Figure 2B</xref>-<xref ref-type="fig" rid="fig2">F</xref>]. Additionally, the EDS spectra [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60240-SupplementaryMaterials.pdf">Supplementary Figure 3</inline-supplementary-material>] quantitatively verify the substantial incorporation of C and N in the composite, which are absent in the pristine NaVO. The successful incorporation of PPy into the vanadate framework is consistent with a uniform distribution of C and N. The pristine NaVO exhibits lattice fringes with a d-spacing of 1.542 Å, corresponding to the (431) plane [<xref ref-type="fig" rid="fig2">Figure 2G</xref> and <xref ref-type="fig" rid="fig2">H</xref>]. For PPy-NaVO, lattice fringes with a d-spacing of 1.804 Å are observed, corresponding to the (411) plane [<xref ref-type="fig" rid="fig2">Figure 2I</xref> and <xref ref-type="fig" rid="fig2">J</xref>]. These observations indicate that PPy incorporation alters the local lattice structure of the vanadate framework. Furthermore, the interconnected 3D architecture and intrinsic mesoporosity act as mechanical buffers to accommodate localized stress. This configuration accommodates the anisotropic volume changes during continuous Zn<sup>2+</sup> (de)intercalation, consequently maintaining the electrode's structural stability throughout extended cycling.</p>
      <fig id="fig1" position="float">
        <label>Figure 1</label>
        <caption>
          <p>Schematic diagram of the synthesis pathway for the PPy-NaVO composite.</p>
        </caption>
        <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em60240.fig.1.jpg" />
      </fig>
      <fig id="fig2" position="float">
        <label>Figure 2</label>
        <caption>
          <p>(A) SEM image of PPy-NaVO; (B-F) EDS mapping images of (A); (G) TEM image of NaVO; (H) HRTEM image of NaVO; (I) TEM image of PPy-NaVO; (J) HRTEM image of PPy-NaVO. EDS: Energy-dispersive X-ray spectroscopy; TEM: transmission electron microscopy; HRTEM: high-resolution transmission electron microscopy; SEM: scanning electron microscope.</p>
        </caption>
        <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em60240.fig.2.jpg" />
      </fig>
      <p>The crystalline structures and phase compositions were further determined by XRD. The pure layered phase (PDF#22-1412) has been identified from the pristine NaVO diffraction pattern [<xref ref-type="fig" rid="fig3">Figure 3A</xref>]. After PPy intercalation, the characteristic (001) diffraction peak shifts from 11.2° to 9.88° [<xref ref-type="fig" rid="fig3">Figure 3B</xref>]. This shift corresponds to an increase in the interlayer distance from 0.79 nm to 0.89 nm, according to Bragg’s equation. This expanded interlayer spacing lowers the migration barrier for solid-state Zn<sup>2+</sup> diffusion and provides additional free volume to accommodate the intercalated ions and volume changes during cycling. The chemical composition was examined using FTIR spectroscopy [<xref ref-type="fig" rid="fig3">Figure 3C</xref>]. The low-wavenumber V-O vibrations in PPy-NaVO are preserved, indicating that the basic vanadate framework is maintained after intercalation. Additionally, other absorption bands appear at 1,410 and 765 cm<sup>-1</sup>, which are attributed to the pyrrole ring’s C-N stretching and C-H out-of-plane bending vibrations, respectively<sup>[<xref ref-type="bibr" rid="B26">26</xref>]</sup>. The broad band near 1,600 cm<sup>-1</sup> is attributed to the overlapping signals of the intercalated water bending vibration and the PPy C=C skeletal stretching<sup>[<xref ref-type="bibr" rid="B27">27</xref>]</sup>. To elucidate the interfacial electronic structure and chemical states of the composite, XPS was employed. Na, V, O, C, and N are present in the survey spectrum [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60240-SupplementaryMaterials.pdf">Supplementary Figure 4</inline-supplementary-material>], with no identified impurities. The high-resolution C 1s spectrum of PPy-NaVO [<xref ref-type="fig" rid="fig3">Figure 3D</xref>] displays three peaks at 284.7, 285.8, and 287.9 eV, which are assigned to C-C, C-N, and C-O bonds, respectively<sup>[<xref ref-type="bibr" rid="B28">28</xref>]</sup>. Three peaks can be seen in the N 1s spectra [<xref ref-type="fig" rid="fig3">Figure 3E</xref>] at 399.7, 400.7, and 402.1 eV, which correspond to the pyrrole ring’s -NH-, -N<sup>+</sup>H-, and =N<sup>+</sup>- species<sup>[<xref ref-type="bibr" rid="B29">29</xref>]</sup>. The existence of positively charged nitrogen species suggests that the intercalated PPy is in an oxidatively doped state, which enhances the composite’s electrical conductivity. The V 2p high-resolution spectra [<xref ref-type="fig" rid="fig3">Figure 3F</xref>] further verify the interfacial charge transfer. Pristine NaVO exhibits a typical spin-orbit doublet at 517.3 eV (V 2p<sub>3/2</sub>) and <InlineParagraph>524.7 eV (V 2p<sub>1/2</sub>),</InlineParagraph> characteristic of the V<sup>5+</sup> oxidation state<sup>[<xref ref-type="bibr" rid="B30">30</xref>,<xref ref-type="bibr" rid="B31">31</xref>]</sup>. After PPy intercalation, the deconvoluted V 2p spectrum of PPy-NaVO reveals a mixed-valence feature: the V<sup>5+</sup> components located at 517.4 eV (V 2p<sub>3/2</sub>) and <InlineParagraph>524.8 eV (V 2p<sub>1/2</sub>)</InlineParagraph> with a spin-orbit splitting of 7.4 eV account for approximately 57.36% of the total vanadium, while the V<sup>4+</sup> components at 516.1 eV (V 2p<sub>3/2</sub>) and 523.4 eV (V 2p<sub>1/2</sub>) with a spin-orbit splitting of 7.3 eV account for approximately 42.64%. Such partial reduction of V<sup>5+</sup> to V<sup>4+</sup> is attributed to electron transfer from the PPy network to the vanadate framework. The resulting V<sup>4+</sup>/V<sup>5+</sup> mixed-valence state is expected to reduce the activation energy for intervalence small-polaron hopping, thereby improving the intrinsic electronic conductivity and facilitating rapid charge-transfer kinetics of the cathode<sup>[<xref ref-type="bibr" rid="B32">32</xref>]</sup>. To better understand the local structural environment and host-guest interactions, Raman spectroscopy was used in <xref ref-type="fig" rid="fig3">Figure 3G</xref>. For pristine NaVO, the spectrum exhibits distinct vanadate framework vibrations. In particular, the (V<sub>2</sub>O<sub>2</sub>)<sub>n</sub> stretching and V=O bending vibrations are attributed to the peaks at 125 and 287 cm<sup>-1</sup>, respectively. The V3-O bond of the triply coordinated oxygen in the edge-sharing VO<sub>x</sub> polyhedra is indicated by the signal at 510 cm<sup>-1</sup><sup>[<xref ref-type="bibr" rid="B33">33</xref>]</sup>. Furthermore, the V-O-V and V=O stretching modes are illustrated by the bands at 698 and 764 cm<sup>-1</sup>. Following PPy intercalation, these intrinsic peaks undergo frequency shifts, reflecting an altered local coordination environment induced by interfacial interactions and localized stress from the intercalated PPy molecules. Concurrently, the intensity of the vanadate peaks decreases significantly, which is attributed to the optical absorption of the conjugated PPy network<sup>[<xref ref-type="bibr" rid="B34">34</xref>]</sup>. Also, a strong broad band appears in the range 1,300-1,700 cm<sup>-1</sup>, which includes the stretching vibrations of the pyrrole rings C-C (~1,320 cm<sup>-1</sup>), C-N (~1,400 cm<sup>-1</sup>) and C=C (~1,589 cm<sup>-1</sup>). These results indicate the successful intercalation of PPy and its structural interaction with the vanadate framework<sup>[<xref ref-type="bibr" rid="B35">35</xref>]</sup>. As shown in [<xref ref-type="fig" rid="fig3">Figure 3H</xref>], both pure NaVO and PPy-NaVO composite show the nitrogen adsorption-desorption isotherms of type IV with H3 hysteresis loops. After the intercalation of PPy, the specific surface area and the total pore volume are significantly increased from 29.9 m<sup>2</sup> g<sup>-1</sup> and 0.203 cm<sup>3</sup> g<sup>-1</sup> to 39.8 m<sup>2</sup> g<sup>-1</sup> and 0.277 cm<sup>3</sup> g<sup>-1</sup>, respectively, while the average size of mesopores is maintained at 28 nm. As a result, this optimized porous architecture promotes electrolyte absorption and provides more reactive sites for capacitive charge accumulation.</p>
      <fig id="fig3" position="float" width="500">
        <label>Figure 3</label>
        <caption>
          <p>Chemical structure characterization of PPy-NaVO. (A) Full XRD patterns; (B) Enlarged view of the (001) diffraction peak; (C) FTIR spectra; (D-F) High-resolution XPS spectra; (G) Raman spectra; (H) Pore size distribution curves (inset) and N2 adsorption-desorption isotherm curves. XRD: X-ray diffraction; XPS: X-ray photoelectron spectroscopy; FTIR: Fourier transform infrared spectroscopy.</p>
        </caption>
        <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em60240.fig.3.jpg" />
      </fig>
      <p>To evaluate the electrochemical zinc storage potential, CV was performed, and the profiles obtained at <InlineParagraph>0.8 mV</InlineParagraph> s<sup>-1</sup> clearly display well-defined anodic and cathodic peaks, indicating the occurrence of Zn<sup>2+</sup> insertion/extraction redox reactions [<xref ref-type="fig" rid="fig4">Figure 4A</xref>]. Compared to pristine NaVO, the PPy-NaVO electrode exhibits a larger integrated area and higher peak currents, indicating enhanced charge storage capacity. This reversibility is further corroborated by the initial three CV cycles at a scan rate of 0.2 mV s<sup>-1</sup> [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60240-SupplementaryMaterials.pdf">Supplementary Figures 5</inline-supplementary-material> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60240-SupplementaryMaterials.pdf">6</inline-supplementary-material>]. The PPy-NaVO electrode undergoes a rapid initial electrochemical activation, after which the subsequent CV curves overlap almost completely, confirming its highly reversible electrochemical kinetics. The CV results are in agreement with the GCD profiles at 0.5 A g<sup>-1</sup> [<xref ref-type="fig" rid="fig4">Figure 4B</xref>], where PPy-NaVO offers a high specific capacity (382.2 mAh g<sup>-1</sup>), much beyond that of the pure NaVO (223.2 mAh g<sup>-1</sup>). The kinetic advantages of PPy-NaVO are further highlighted by its rate capability [<xref ref-type="fig" rid="fig4">Figure 4C</xref>]. The electrode delivers highly reversible capacities of 382.2, 359.8, 310.6, 281.3, 254.6, and 219.8 mAh g<sup>-1</sup> at current densities of 0.5, 1, 3, 5, 7, and 10 A g<sup>-1</sup>, respectively [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60240-SupplementaryMaterials.pdf">Supplementary Figures 7</inline-supplementary-material> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60240-SupplementaryMaterials.pdf">8</inline-supplementary-material>]. The capacity recovers to approximately 95.4% of the initial value upon returning to 0.5 A g<sup>-1</sup>, indicating excellent electrochemical reversibility and structural stability at high rates. This rate performance compares favorably with recently reported vanadium-based cathodes [<xref ref-type="fig" rid="fig4">Figure 4D</xref>; <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60240-SupplementaryMaterials.pdf">Supplementary Table 1</inline-supplementary-material>]. At a high current density of <InlineParagraph>5.0 A g<sup>-1</sup>,</InlineParagraph> the prolonged cycling performance of both electrodes was measured [<xref ref-type="fig" rid="fig4">Figure 4E</xref>]. The pristine NaVO cathode has poor cycling stability with a capacity retention of just ~80% after 250 cycles. In contrast, the PPy-NaVO composite exhibits increased cyclability, able to retain ~80% of its original capacity after 500 charge/discharge cycles. To further examine the electrochemical reaction kinetics, EIS experiments were carried out [<xref ref-type="fig" rid="fig4">Figure 4F</xref>]. The high-frequency semicircle of PPy-NaVO is substantially smaller than that of pristine NaVO, according to the Nyquist plots. As determined from the Nyquist plots and equivalent circuit fitting, the Rct values are 153.7 Ω for PPy-NaVO and 268.8 Ω for pristine NaVO with corresponding <italic>χ</italic><sup>2</sup> values of 1.61 × 10<sup>-3</sup> and 6.175 × 10<sup>-3</sup>, respectively [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60240-SupplementaryMaterials.pdf">Supplementary Table 2</inline-supplementary-material>]. This reduced Rct indicates that the integrated PPy network effectively accelerates interfacial charge-transfer kinetics<sup>[<xref ref-type="bibr" rid="B36">36</xref>]</sup>.</p>
      <fig id="fig4" position="float">
        <label>Figure 4</label>
        <caption>
          <p>(A) CV curves; (B) GCD curves; (C) Rate performance; (D) Capacity comparison with reported vanadium-based AZIB cathodes; (E) Cycling stability at 5 A g<sup>-1</sup>; (F) Nyquist plots (EIS). CV: Cyclic voltammetry; GCD: galvanostatic charge-discharge; EIS: electrochemical impedance spectroscopy; AZIB: aqueous zinc-ion battery.</p>
        </caption>
        <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em60240.fig.4.jpg" />
      </fig>
      <p>The Zn<sup>2+</sup> storage kinetics were investigated using CV at different scan rates [<xref ref-type="fig" rid="fig5">Figure 5A</xref>]. The peak shapes are retained at all scan rates, indicating reversible redox processes. The four redox peaks of PPy-NaVO have b values of 0.88, 0.64, 0.78, and 0.71 when the peak current (<italic>i</italic>) versus scan rate (<italic>v</italic>) is analyzed using <italic>i</italic> = <italic>av</italic><italic><sup>b</sup></italic> [<xref ref-type="fig" rid="fig5">Figure 5B</xref>]. These <italic>b</italic> values exceed those of the pristine NaVO [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60240-SupplementaryMaterials.pdf">Supplementary Figures 9</inline-supplementary-material> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60240-SupplementaryMaterials.pdf">10</inline-supplementary-material>], indicating a charge storage mechanism comprising both diffusion-controlled intercalation and surface-controlled capacitive processes. The capacitive contribution of PPy-NaVO [<xref ref-type="fig" rid="fig5">Figure 5C</xref>] increases from 53.86% at 0.2 mV s<sup>-1</sup> to 71.61% at 1.0 mV s<sup>-1</sup>. For pristine NaVO, the capacitive ratio ranges from 46.41% to 66.37% at the same scan rates [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60240-SupplementaryMaterials.pdf">Supplementary Figures 11</inline-supplementary-material> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60240-SupplementaryMaterials.pdf">12</inline-supplementary-material>]. As PPy-NaVO has more sites for surface-controlled charge transfer owing to its larger specific surface area, it has a more significant capacitive contribution. GITT was used to calculate solid-state Zn<sup>2+</sup> diffusion coefficients [<xref ref-type="fig" rid="fig5">Figure 5D</xref>]. The V<sup>4+</sup>/V<sup>5+</sup> mixed-valence state in PPy-NaVO effectively lowers the Zn<sup>2+</sup> transport barrier, ensuring robust D<sub>Zn</sub> values [<xref ref-type="fig" rid="fig5">Figure 5E</xref>]. The PPy-NaVO//Zn cell exhibits an energy density of 278.99 Wh kg<sup>-1</sup> with a power density of 365.07 W kg<sup>-1</sup>, illustrated in the Ragone plot [<xref ref-type="fig" rid="fig5">Figure 5F</xref>]. To demonstrate practical applicability, a series connection of two PPy-NaVO//Zn coin cells was utilized to power an electric fan [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60240-SupplementaryMaterials.pdf">Supplementary Figure 13</inline-supplementary-material>], while three cells connected in series successfully illuminated an Light-Emitting Diode (LED) display [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="em60240-SupplementaryMaterials.pdf">Supplementary Figure 14</inline-supplementary-material>]. The structural evolution and charge storage mechanism of the PPy-NaVO cathode were investigated using <italic>ex-situ</italic> characterizations [<xref ref-type="fig" rid="fig6">Figure 6A</xref>]. During the discharge process, the (001) diffraction peak shifts to a smaller angle in the <italic>ex-situ</italic> XRD patterns [<xref ref-type="fig" rid="fig6">Figure 6B</xref> and <xref ref-type="fig" rid="fig6">C</xref>]. This shift corresponds to the increase in interlayer space due to hydrated Zn<sup>2+</sup> intercalation. The (001) peak recovers to the initial state after charging to 1.15 V, indicating reversible lattice variation. Additionally, new diffraction peaks emerge during discharge, corresponding to Zn<sub>3</sub>(OH)<sub>2</sub>V<sub>2</sub>O<sub>7</sub>·2H<sub>2</sub>O (ZVO) and a basic zinc salt (BZS)<sup>[<xref ref-type="bibr" rid="B37">37</xref>,<xref ref-type="bibr" rid="B38">38</xref>]</sup>. Upon fully charging the electrode, the intensity of these diffraction peaks decreases significantly, although weak residual signals remain. This highly reversible precipitation-dissolution behavior suggests a co-insertion mechanism<sup>[<xref ref-type="bibr" rid="B39">39</xref>]</sup>. The chemical state evolution was examined using <italic>ex-situ</italic> XPS. The high-resolution Zn 2p spectrum [<xref ref-type="fig" rid="fig6">Figure 6D</xref>] reveals no initial zinc signal. After discharging to 0 V, the Zn 2p doublet appears at 1,023.0 eV and 1,046.2 eV, confirming Zn<sup>2+</sup> intercalation. Following the charge process, the Zn 2p signal intensity decreases, indicating Zn<sup>2+</sup> extraction. The weak residual signal is attributed to trapped Zn<sup>2+</sup> or residual precipitates<sup>[<xref ref-type="bibr" rid="B40">40</xref>]</sup>. The V 2p<sub>3/2</sub> spectrum [<xref ref-type="fig" rid="fig6">Figure 6E</xref>] tracks the vanadium valence states. The pristine PPy-NaVO electrode presents a V<sup>4+</sup>/V<sup>5+</sup> mixed-valence state. A V<sup>3+</sup> peak emerges, and the V<sup>5+</sup> component decreases during discharge, reflecting a steady reduction via V<sup>5+</sup> to V<sup>4+</sup> and then to V<sup>3+</sup>. Upon full charging, the V 2p<sub>3/2</sub> spectrum returns to the initial mixed-valence state<sup>[<xref ref-type="bibr" rid="B41">41</xref>]</sup>. The PPy-NaVO cathode’s electrochemical mechanism is shown in <xref ref-type="fig" rid="fig6">Figure 6F</xref>. In addition to structural expansion/contraction and multielectron vanadium redox reactions, the process includes a reversible Zn<sup>2+</sup>/H<sup>+</sup> co-intercalation. The intercalated PPy network and the mesoporous architecture provide continuous electron and ion transport pathways. Furthermore, this structural configuration acts as a mechanical buffer to accommodate localized stress caused by lattice volume changes, keeping the structural stability of the cathode during repeated cycling.</p>
      <fig id="fig5" position="float">
        <label>Figure 5</label>
        <caption>
          <p>(A) CV curves; (B) Log(i) versus log(v) fitting plot; (C) Capacitive contribution of PPy-NaVO at different scan rates; (D) GITT charge-discharge comparison curves; (E) Comparison of Zn<sup>2+</sup> diffusion coefficients; (F) Ragone plot of NaVO and PPy-NaVO. CV: Cyclic voltammetry; GITT: galvanostatic intermittent titration technique.</p>
        </caption>
        <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em60240.fig.5.jpg" />
      </fig>
      <fig id="fig6" position="float">
        <label>Figure 6</label>
        <caption>
          <p>(A) Typical GCD profile of the electrode; <italic>Ex-situ</italic> analyses of XRD patterns at the selected points of (B) PPy-NaVO; (C) Enlarged view of the (001) diffraction peak; (D and E) <italic>Ex-situ</italic> XPS analyses; (F) Schematic illustration of the electrochemical storage process. GCD: Galvanostatic charge-discharge; XRD: X-ray diffraction; XPS: X-ray photoelectron spectroscopy; ZVO: Zn<sub>3</sub>(OH)<sub>2</sub>V<sub>2</sub>O<sub>7</sub>·2H<sub>2</sub>O; BZS: basic zinc salt.</p>
        </caption>
        <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="em60240.fig.6.jpg" />
      </fig>
    </sec>
    <sec id="sec4">
      <title>CONCLUSIONS</title>
      <p>In conclusion, a PPy-NaVO composite was developed via a hydrothermal process and used as a cathode. The structural and electronic properties of the vanadate host are intrinsically optimized through polymer intercalation and the induction of a V<sup>4+</sup>/V<sup>5+</sup> mixed-valence state. Structural analyses confirm that the intercalated PPy chains increase the interlayer distance from 0.79 nm to 0.89 nm. This expanded coordination environment, coupled with the formation of V<sup>4+</sup> species, facilitates multi-electron redox reactions at the vanadium active centers. <italic>Ex-situ</italic> characterizations demonstrate that charge storage proceeds via a highly reversible Zn<sup>2+</sup>/H<sup>+</sup> co-intercalation mechanism. During continuous cycling, the expanded interlayer spacing provides sufficient free volume to accommodate anisotropic lattice strain, while the continuous electronic pathways of the PPy network and the structural buffering framework help mitigate the structural collapse typically induced by the high charge density of Zn<sup>2+</sup>. This work provides an effective structural engineering method for building stable vanadium-based cathodes for aqueous energy storage.</p>
    </sec>
  </body>
  <back>
    <sec>
      <title>DECLARATIONS</title>
      <sec>
        <title>Acknowledgments</title>
        <p>This work was partially supported by the Raman and BET tests provided by Scientific Compass (<uri xlink:href="http://www.shiyanjia.com">www.shiyanjia.com</uri>).</p>
      </sec>
      <sec>
        <title>Authors’ contributions</title>
        <p>Conceptualization, investigation, methodology, writing - original draft: Ying, J.; Mi, W.</p>
        <p>Data curation, software, validation: Zhao, Y.; Liu, Y.; Li, J.</p>
        <p>Formal analysis: Guo, C.; Zhang, S.</p>
        <p>Resources, investigation, writing - review and editing: Dong, C.; Yin, B.; Ma, T.</p>
        <p>Funding acquisition, project administration, supervision: Yin, B.; Ma, T.</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="em60240-SupplementaryMaterials.pdf">Supplementary Materials</inline-supplementary-material>. Further inquiries can be directed to the corresponding author(s).</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 Key Research Project of Department of Education of Liaoning Province (LJKZZ20220015), the Natural Science Foundation of Liaoning Province (2024-MS-007, 2024-MSLH-184), the Liaoning University Youth Research Fund project (LDZDJB2302), the Fundamental Research Funds for Public Universities in Liaoning (LJKLJ202425, LJ232410140033, LJ242510140014), Ma, T. acknowledges financial support from the Australian Research Council (ARC) through Future Fellowship (FT210100298), Discovery Project (DP220100603), Linkage Project (LP210200504, LP220100088, LP230200897), and Industrial Transformation Research Hub (IH240100009) schemes; the Australian Government through the Cooperative Research Centres Projects (CRCPXIII000077); the Australian Renewable Energy Agency (ARENA) as part of ARENA’s Transformative Research Accelerating Commercialisation Program (TM021); and the European Commission’s Australia-Spain Network for Innovation and Research Excellence (AuSpire).</p>
      </sec>
      <sec>
        <title>Conflicts of interest</title>
        <p>Zhang, S. is the Guest Editor of the special topic “Interfacial and Composite Material Design for Advanced Batteries, Photocatalysis, and Electrocatalysis” of the journal <italic>Energy Materials</italic>, but was not involved in any steps of editorial processing, notably including reviewer selection, manuscript handling, and decision-making, 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="em60240-SupplementaryMaterials.pdf" mimetype="application/pdf">
            <caption>
              <p>Supplementary Materials</p>
            </caption>
          </media>
        </supplementary-material>
      </sec>
    </sec>
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