{"id":601460,"date":"2026-04-23T11:24:09","date_gmt":"2026-04-23T11:24:09","guid":{"rendered":"https:\/\/www.newsbeep.com\/us\/601460\/"},"modified":"2026-04-23T11:24:09","modified_gmt":"2026-04-23T11:24:09","slug":"electronic-origin-of-reorganization-energy-in-interfacial-electron-transfer","status":"publish","type":"post","link":"https:\/\/www.newsbeep.com\/us\/601460\/","title":{"rendered":"Electronic origin of reorganization energy in interfacial electron transfer"},"content":{"rendered":"<p>Chemicals and materials<\/p>\n<p>Natural Kish graphite crystals (Grade 300, 99.99% purity) were procured from Graphene Supermarket. Hexagonal boron nitride crystals were provided by T. Taniguchi and K. Watanabe, and were used as received. Large, flat crystals of RuCl3 were grown by chemical vapour transport following the procedure detailed in a previous study<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 41\" title=\"Nessralla, J. et al. Modulating the electrochemical intercalation of graphene interfaces with &#x3B1;-RuCl3 as a solid-state electron acceptor. Nano Lett. 23, 10334&#x2013;10341 (2023).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR41\" id=\"ref-link-section-d7750366e1571\" rel=\"nofollow noopener\" target=\"_blank\">41<\/a>. Briefly, commercial RuCl3 powder (Alfa Aesar, anhydrous, Ru\u2009\u2265\u200947.7%) was loaded into a quartz ampoule in an argon glovebox, sealed under dynamic vacuum, and heated in a two-zone furnace with a temperature gradient and ramp rates of 1\u2009K per min. The resulting crystals were collected from the cold end and stored in an argon-filled glovebox.<\/p>\n<p>Si\/SiO2 wafers (0.5-mm-thick, 285\u2009nm SiO2) and polydimethylsiloxane stamps (PDMS) were obtained from NOVA Electronic Materials and MTI Corporation, respectively. Sn\/In alloy (Custom Thermoelectric), poly(bisphenol-A carbonate), hexaammineruthenium(III) chloride (98%) and potassium chloride (&gt;99%) were purchased from Sigma-Aldrich. Sulfuric acid (ACS grade, &gt;95\u221298%, Thermo Fisher Scientific) was used as received. All aqueous electrolyte solutions were prepared using type I water (EMD Millipore, 18.2\u2009M\u03a9\u2009cm). Solid KCl was added as a supporting electrolyte in Ru(NH3)63+\u00a0solution to a final concentration of 100\u2009mM.<\/p>\n<p>Sample fabrication<\/p>\n<p>Graphene and hBN flakes were mechanically exfoliated onto SiO2 (285\u2009nm)\/Si substrates from bulk crystals using Scotch tape<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 42\" title=\"Huang, Y. et al. Reliable exfoliation of large-area high-quality flakes of graphene and other two-dimensional materials. ACS Nano 9, 10612&#x2013;10620 (2015).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR42\" id=\"ref-link-section-d7750366e1599\" rel=\"nofollow noopener\" target=\"_blank\">42<\/a>. Exfoliated flakes on SiO2\/Si chips were identified by optical microscopy (Laxco LMC-5000). MLG flakes were distinguished by their approximately 7% optical contrast in the green channel<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 14\" title=\"Yu, Y. et al. Tunable angle-dependent electrochemistry at twisted bilayer graphene with moir&#xE9; flat bands. Nat. Chem. 14, 267&#x2013;273 (2022).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR14\" id=\"ref-link-section-d7750366e1605\" rel=\"nofollow noopener\" target=\"_blank\">14<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 43\" title=\"Li, H. et al. Rapid and reliable thickness identification of two-dimensional nanosheets using optical microscopy. ACS Nano 7, 10344&#x2013;10353 (2013).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR43\" id=\"ref-link-section-d7750366e1608\" rel=\"nofollow noopener\" target=\"_blank\">43<\/a> and further verified by Raman spectroscopy (HORIBA LabRAM Evo). Extended Data Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Fig4\" rel=\"nofollow noopener\" target=\"_blank\">1<\/a> shows a representative optical contrast of around 7% in the green channel for MLG and about 14% for bilayer graphene. The thickness of hBN flakes was determined by atomic force microscopy (Park Systems NX10) (Extended Data Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Fig4\" rel=\"nofollow noopener\" target=\"_blank\">1c,d<\/a>).<\/p>\n<p>\u03b1-RuCl3 crystals were exfoliated in an argon-filled glovebox onto SiO2 (90\u2009nm)\/Si substrates to prevent degradation. Precise thickness control was not required, as even a single monolayer of \u03b1-RuCl3 is sufficient to induce substantial hole doping in graphene<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 30\" title=\"Wang, Y. et al. Modulation doping via a two-dimensional atomic crystalline acceptor. Nano Lett. 20, 8446&#x2013;8452 (2020).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR30\" id=\"ref-link-section-d7750366e1628\" rel=\"nofollow noopener\" target=\"_blank\">30<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 41\" title=\"Nessralla, J. et al. Modulating the electrochemical intercalation of graphene interfaces with &#x3B1;-RuCl3 as a solid-state electron acceptor. Nano Lett. 23, 10334&#x2013;10341 (2023).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR41\" id=\"ref-link-section-d7750366e1631\" rel=\"nofollow noopener\" target=\"_blank\">41<\/a>. Instead, emphasis was placed on selecting flakes smaller than the hBN to ensure complete encapsulation, and flatness was prioritized to minimize strain during stacking. Suitable flakes were identified with an optical microscope (Nikon) within the glovebox.<\/p>\n<p>We selected the multilayer system comprising graphene, hBN, RuCl3 and WSe2 due to their complementary characteristics. Graphene offers a tunable and well-defined electronic platform, whereas hBN serves as an inert spacer that allows precise control of doping. The RuCl3 and WSe2 layers function as stable charge-transfer dopants, modulating graphene\u2019s electronic properties without affecting its structural integrity. Together, these materials enable systematic tuning of interfacial doping while preserving the overall structural quality of the heterostructure. MLG\u2013hBN\u2013RuCl3 heterostructures were assembled by a dry-transfer technique on a temperature controlled stage (Instec), equipped with an optical microscope (Mitutoyo FS70) and micromanipulator (MP-285, Sutter Instrument) in an argon glovebox. A poly(bisphenol-A carbonate) film on a PDMS stamp was used to pick up a RuCl3 flake within 30\u2009min of exfoliation to minimize moisture exposure, which could compromise its doping efficacy<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 41\" title=\"Nessralla, J. et al. Modulating the electrochemical intercalation of graphene interfaces with &#x3B1;-RuCl3 as a solid-state electron acceptor. Nano Lett. 23, 10334&#x2013;10341 (2023).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR41\" id=\"ref-link-section-d7750366e1651\" rel=\"nofollow noopener\" target=\"_blank\">41<\/a>. The picked RuCl3 flake was then capped with an hBN flake (3\u2013180\u2009nm thick), followed by MLG, partially overlapping the RuCl3 to leave a segment of graphene without RuCl3. A thick graphite flake (10\u2013100\u2009nm) was finally transferred to partially overlap the graphene, providing electrical contact with the heterostructure. The poly(bisphenol-A carbonate) film was delaminated from the PDMS stamp and placed onto a clean SiO2\/Si chip. Electrical contacts with graphite were subsequently established using Sn\/In microsoldering<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 14\" title=\"Yu, Y. et al. Tunable angle-dependent electrochemistry at twisted bilayer graphene with moir&#xE9; flat bands. Nat. Chem. 14, 267&#x2013;273 (2022).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR14\" id=\"ref-link-section-d7750366e1664\" rel=\"nofollow noopener\" target=\"_blank\">14<\/a>.<\/p>\n<p>SECCM measurements<\/p>\n<p>Single-channel SECCM nanopipettes were fabricated from quartz capillaries (0.7\u2009mm inner diameter, 1\u2009mm outer diameter; Sutter Instrument) using a laser puller (P-2000, Sutter Instrument) with the following parameters: heat\u2009=\u2009700, filament\u2009=\u20094, velocity\u2009=\u200920, delay\u2009=\u2009127, and pull\u2009=\u2009140. This procedure yielded pipettes with orifice diameters of 600\u2013800\u2009nm, as confirmed by bright-field transmission electron microscopy (TEM; Extended Data Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Fig6\" rel=\"nofollow noopener\" target=\"_blank\">3<\/a>). Each nanopipette was filled with an electrolyte solution containing the redox species of interest and equipped with a silver wire coated with AgCl, serving as a quasi-reference or counter electrode.<\/p>\n<p>Scanning electrochemical cell microscopy experiments were performed using a Park NX10 SICM module. The nanopipette was positioned above the sample using an optical microscope and approached the surface at 100\u2009nm\u2009s\u20131 until meniscus contact was detected by a current increase above 3\u2009pA. During approach, a \u22120.5\u2009V bias was applied to facilitate diffusion-limited reactions. Cyclic voltammograms were recorded at multiple locations by sweeping the potential at 100\u2009mV\u2009s\u22121 between \u20130.6\u2009V and 0\u2009V, with the half-wave potential, E1\/2, defined as the potential at which i\u00a0=\u00a0i\u221e\/2, where i\u221e represents the diffusion-limited current plateau. [Ru(NH3)63+\/2+]\u00a0was chosen as the redox couple because it has well-characterized, reversible, outer-sphere ET with no detectable adsorption on graphite electrodes, as confirmed by in situ Raman spectroscopy<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 14\" title=\"Yu, Y. et al. Tunable angle-dependent electrochemistry at twisted bilayer graphene with moir&#xE9; flat bands. Nat. Chem. 14, 267&#x2013;273 (2022).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR14\" id=\"ref-link-section-d7750366e1711\" rel=\"nofollow noopener\" target=\"_blank\">14<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 21\" title=\"Zhang, K. et al. Anomalous interfacial electron-transfer kinetics in twisted trilayer graphene caused by layer-specific localization. ACS Central Sci. 9, 1119&#x2013;1128 (2023).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR21\" id=\"ref-link-section-d7750366e1714\" rel=\"nofollow noopener\" target=\"_blank\">21<\/a>. This ensures that the measured kinetics are sensitive to the electronic properties of the electrode while avoiding complications from surface-specific reactions.<\/p>\n<p>Measurements were conducted on multiple independently fabricated devices, each featuring a distinct hBN thickness and comprising regions of evaporated gold as well as MLG with and without RuCl3. Notably, the thickness data for 0- and 3-nm-thick hBN were measured on the same device, as were the data for 77- and 93-nm-thick hBN. For devices without hBN, RuCl3 and WSe2 are sensitive to air exposure, so the entire MLG was used to encapsulate them and, consequently, no isolated MLG regions were available.<\/p>\n<p>For each device, we recorded 1\u20132 voltammetric cycles at multiple spatially separated positions to ensure reproducibility and capture local variability. Voltammetric data from each MLG position, including multiple cycles, were binned and individually fitted to COMSOL simulations to extract k0 values. The gold regions served as an internal reference, with their data fitted using a reversible rate constant of 0.5\u2009cm\u2009s\u20131 to account for any variations E0. This yielded multiple k0 values per device. The values plotted in Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Fig1\" rel=\"nofollow noopener\" target=\"_blank\">1d<\/a> represent averages across these measurements, with error bars indicating the standard deviation. All extracted k0 values are provided in Extended Data Table <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"table anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Tab1\" rel=\"nofollow noopener\" target=\"_blank\">1<\/a>. We find that the enhancements in k0 observed here far exceed those predicted by MHC theory, consistent with other studies that have reported similar limitations of the MHC framework<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Smith, B. B. &amp; Koval, C. A. An investigation of the image potential at the semiconductor\/electrolyte interface employing nonlocal electrostatics. J. Electroanal. Chem. Interfac. Electrochem. 277, 43&#x2013;72 (1990).\" href=\"#ref-CR18\" id=\"ref-link-section-d7750366e1759\">18<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Medvedev, I. G. Non-local and overscreening effects in the kinetics of heterogeneous charge transfer reactions. J. Electroanal. Chem. 517, 1&#x2013;14 (2001).\" href=\"#ref-CR19\" id=\"ref-link-section-d7750366e1759_1\">19<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 20\" title=\"Shuai, Z., Li, W., Ren, J., Jiang, Y. &amp; Geng, H. Applying Marcus theory to describe the carrier transports in organic semiconductors: limitations and beyond. J. Chem. Phys. 153, 080902 (2020).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR20\" id=\"ref-link-section-d7750366e1762\" rel=\"nofollow noopener\" target=\"_blank\">20<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Gennett, T., Milner, D. F. &amp; Weaver, M. J. Role of solvent reorganization dynamics in electron-transfer processes. theory-experiment comparisons for electrochemical and homogeneous electron exchange involving metallocene redox couples. J. Phys. Chem. 89, 2725&#x2013;2731 (1985).\" href=\"#ref-CR44\" id=\"ref-link-section-d7750366e1765\">44<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Phelps, D. K., Kornyshev, A. A. &amp; Weaver, M. J. Nonlocal electrostatic effects on electron-transfer activation energies: some consequences for and comparisons with electrochemical and homogeneous-phase kinetics. J. Phys. Chem. 94, 1509&#x2013;1515 (1990).\" href=\"#ref-CR45\" id=\"ref-link-section-d7750366e1765_1\">45<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 46\" title=\"Suwatchara, D., Henstridge, M. C., Rees, N. V. &amp; Compton, R. G. Experimental comparison of the Marcus&#x2013;Hush and Butler&#x2013;Volmer descriptions of electrode kinetics. The one-electron oxidation of 9,10-diphenylanthracene and one-electron reduction of 2-nitropropane studied at high-speed channel microband electrodes. J. Phys. Chem. C 115, 14881&#x2013;14889 (2011).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR46\" id=\"ref-link-section-d7750366e1768\" rel=\"nofollow noopener\" target=\"_blank\">46<\/a>.<\/p>\n<p>Although our devices were measured on the same day as fabrication, a 4\u20135\u2009h interval was required for device assembly\u2014including stacking, making electrical contacts, and transfer to the SECCM measurement substrate\u2014which may have contributed to the slower observed rates than reported in literature. In this context, having MLG regions without RuCl3\u2013WSe2 on the same device provides a robust baseline to reliably study the relative enhancement in ET kinetics induced by these dopants.<\/p>\n<p>Past contact angle studies on graphene report modest changes (from 105\u00b0 to 90\u00b0) over several minutes<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 47\" title=\"Zhao, L., Li, Y., Yu, M., Peng, Y. &amp; Ran, F. Electrolyte-wettability issues and challenges of electrode materials in electrochemical energy storage, energy conversion, and beyond. Adv. Sci. 10, 2300283 (2023).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR47\" id=\"ref-link-section-d7750366e1783\" rel=\"nofollow noopener\" target=\"_blank\">47<\/a>, which is significantly longer than our measurement timescale (&lt;10\u2009s). Molecular dynamics simulations show that increasing surface charge reduces wettability<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 48\" title=\"Kumar, M., Tamang, S. K., Dabi, M., Kumar, A. &amp; Jaiswal, A. Effect of surface charge on wettability and electrolyte behavior on graphene surfaces using molecular dynamic simulation. Sci. Rep. 15, 17415 (2025).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR48\" id=\"ref-link-section-d7750366e1787\" rel=\"nofollow noopener\" target=\"_blank\">48<\/a>, suggesting that electrowetting effects should be even weaker in doped graphene. Electrowetting experiments on highly oriented pyrolytic graphite in 0.1\u2009M KF over a potential window of 0 to \u20132.0\u2009V versus Ag\/AgCl revealed negligible effects<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 49\" title=\"Papaderakis, A. A. &amp; Dryfe, R. A. The renaissance of electrowetting. Curr. Opin. Electrochem. 38, 101245 (2023).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR49\" id=\"ref-link-section-d7750366e1791\" rel=\"nofollow noopener\" target=\"_blank\">49<\/a>, consistent with our experimental conditions (0.1 M KCl, 0 to \u20130.7\u2009V versus Ag\/AgCl). Our cyclic voltammetry signals remained stable, and microscopy before and after testing confirmed no detectable morphological changes. These observations indicate that electrowetting does not significantly affect our measurements.<\/p>\n<p>Finite-element simulations<\/p>\n<p>Finite-element simulations of steady-state cyclic voltammograms were performed using COMSOL Multiphysics (v.5.6)<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 50\" title=\"COMSOL Multiphysics. Electrochemistry Module: User&#039;s Guide (COMSOL, 2025); &#010;                https:\/\/doc.comsol.com\/6.4\/doc\/com.comsol.help.echem\/ElectrochemistryModuleUsersGuide.pdf&#010;                &#010;              .\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR50\" id=\"ref-link-section-d7750366e1803\" rel=\"nofollow noopener\" target=\"_blank\">50<\/a>, following a similar approach outlined in previous works<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 14\" title=\"Yu, Y. et al. Tunable angle-dependent electrochemistry at twisted bilayer graphene with moir&#xE9; flat bands. Nat. Chem. 14, 267&#x2013;273 (2022).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR14\" id=\"ref-link-section-d7750366e1807\" rel=\"nofollow noopener\" target=\"_blank\">14<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 21\" title=\"Zhang, K. et al. Anomalous interfacial electron-transfer kinetics in twisted trilayer graphene caused by layer-specific localization. ACS Central Sci. 9, 1119&#x2013;1128 (2023).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR21\" id=\"ref-link-section-d7750366e1810\" rel=\"nofollow noopener\" target=\"_blank\">21<\/a>. The nanopipette geometry was modelled in a 2D axisymmetric configuration (Extended Data Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Fig5\" rel=\"nofollow noopener\" target=\"_blank\">2<\/a>), with droplet radii assumed equal to the pipette aperture, consistent with past studies<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 14\" title=\"Yu, Y. et al. Tunable angle-dependent electrochemistry at twisted bilayer graphene with moir&#xE9; flat bands. Nat. Chem. 14, 267&#x2013;273 (2022).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR14\" id=\"ref-link-section-d7750366e1817\" rel=\"nofollow noopener\" target=\"_blank\">14<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 21\" title=\"Zhang, K. et al. Anomalous interfacial electron-transfer kinetics in twisted trilayer graphene caused by layer-specific localization. ACS Central Sci. 9, 1119&#x2013;1128 (2023).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR21\" id=\"ref-link-section-d7750366e1820\" rel=\"nofollow noopener\" target=\"_blank\">21<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 51\" title=\"Maroo, S., Yu, Y., Taniguchi, T., Watanabe, K. &amp; Bediako, D. K. Decoupling effects of electrostatic gating on electronic transport and interfacial charge-transfer kinetics at few-layer molybdenum disulfide. ACS Nanosci. Au 3, 204&#x2013;210 (2023).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR51\" id=\"ref-link-section-d7750366e1823\" rel=\"nofollow noopener\" target=\"_blank\">51<\/a>. The pipette radius, as, and taper angle, \u03b8s, were determined from TEM images (Extended Data Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Fig6\" rel=\"nofollow noopener\" target=\"_blank\">3<\/a>). A survey of multiple nanopipettes prepared under identical conditions revealed that the taper angles are highly consistent (14.1\u00a0\u00b1\u00a00.\u00a03\u00b0), whereas the aperture sizes have a modest distribution ranging from 600 to 800\u2009nm.<\/p>\n<p>Mass transport of redox species was modelled using the \u2018Transport of diluted species\u2019 and \u2018Electrostatics\u2019 modules, solving the steady-state Nernst\u2013Planck equation: <\/p>\n<p>$$\\begin{array}{c}{D}_{i}\\,\\left(\\frac{{\\partial }^{2}{c}_{i}}{\\partial {r}^{2}}+\\frac{1}{r}\\frac{\\partial {c}_{i}}{\\partial r}+\\frac{{\\partial }^{2}{c}_{i}}{\\partial {z}^{2}}\\right)\\\\ \\,=-\\frac{{z}_{i}F{c}_{i}{D}_{i}}{RT}\\left(\\frac{{\\partial }^{2}\\phi }{\\partial {r}^{2}}+\\frac{1}{r}\\frac{\\partial \\phi }{\\partial r}+\\frac{{\\partial }^{2}\\phi }{\\partial {z}^{2}}\\right);\\,0 &lt; r &lt; {r}_{{\\rm{s}}},0 &lt; z &lt; l\\end{array}$$<\/p>\n<p>\n                    (1)\n                <\/p>\n<p>where r and z represent the coordinates parallel and normal to the sample surface, respectively; F is the Faraday constant; and rs and l denote the width and height of the simulation space, respectively. The height l\u00a0=\u00a030\u2009m was set to exceed the nanopipette aperture, ensuring boundary effects were negligible. The meniscus was modelled as a cylindrical droplet (height, h), consistent with the hydrophobic interaction of water on graphite (contact angle 90\u00b0)<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 14\" title=\"Yu, Y. et al. Tunable angle-dependent electrochemistry at twisted bilayer graphene with moir&#xE9; flat bands. Nat. Chem. 14, 267&#x2013;273 (2022).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR14\" id=\"ref-link-section-d7750366e2189\" rel=\"nofollow noopener\" target=\"_blank\">14<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 21\" title=\"Zhang, K. et al. Anomalous interfacial electron-transfer kinetics in twisted trilayer graphene caused by layer-specific localization. ACS Central Sci. 9, 1119&#x2013;1128 (2023).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR21\" id=\"ref-link-section-d7750366e2192\" rel=\"nofollow noopener\" target=\"_blank\">21<\/a>. The electroactive radius, a, is set equal to the nanopipette radius as, in agreement with previous studies<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 14\" title=\"Yu, Y. et al. Tunable angle-dependent electrochemistry at twisted bilayer graphene with moir&#xE9; flat bands. Nat. Chem. 14, 267&#x2013;273 (2022).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR14\" id=\"ref-link-section-d7750366e2204\" rel=\"nofollow noopener\" target=\"_blank\">14<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 21\" title=\"Zhang, K. et al. Anomalous interfacial electron-transfer kinetics in twisted trilayer graphene caused by layer-specific localization. ACS Central Sci. 9, 1119&#x2013;1128 (2023).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR21\" id=\"ref-link-section-d7750366e2207\" rel=\"nofollow noopener\" target=\"_blank\">21<\/a>. The variables ci, zi and Di represent the concentration, charge number and diffusion coefficient, respectively, of either the oxidized (cO) or the reduced (cR) form. The electric potential \u03d5 in solution is determined by solving the Poisson equation: <\/p>\n<p>$$\\frac{{\\partial }^{2}\\phi }{\\partial {r}^{2}}+\\frac{1}{r}\\frac{\\partial \\phi }{\\partial r}+\\frac{{\\partial }^{2}\\phi }{\\partial {z}^{2}}=-\\frac{{\\sum }_{i}{z}_{i}F{c}_{i}}{\\varepsilon {\\varepsilon }_{0}};\\quad 0 &lt; r &lt; {r}_{{\\rm{s}}},\\,0 &lt; z &lt; l$$<\/p>\n<p>\n                    (2)\n                <\/p>\n<p>where \u03b5\u00a0=\u00a080 is the dielectric constant of the solvent (water), and \u03b50 is the vacuum permittivity. The terms ci and zi in equation (<a data-track=\"click\" data-track-label=\"link\" data-track-action=\"equation anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Equ2\" rel=\"nofollow noopener\" target=\"_blank\">2<\/a>) include the ions of the supporting electrolyte (0.1\u2009M KCl) in addition to the redox-active species cO and cR. The rate of the heterogeneous electron-transfer reaction is governed by the Butler\u2013Volmer equations: <\/p>\n<p>$${k}_{{\\rm{red}}}={k}^{0}{e}^{-\\alpha \\frac{F}{RT}({V}_{{\\rm{app}}}-{E}_{0})}$$<\/p>\n<p>\n                    (3)\n                <\/p>\n<p>$${k}_{{\\rm{ox}}}={k}^{0}{e}^{(1-\\alpha )\\frac{F}{RT}({V}_{{\\rm{app}}}-{E}_{0})}$$<\/p>\n<p>\n                    (4)\n                <\/p>\n<p>where k0 is the standard rate constant, \u03b1 is the transfer coefficient, E0 is the standard potential and Vapp is the applied electrochemical potential. For the simulation of \\({\\rm{Ru}}{({{\\rm{NH}}}_{3})}_{6}^{3+\/2+}\\), only the oxidized form (cO) is initially present in the solution. The flux is considered zero except at the contact surface. The general boundary conditions are given as follows: <\/p>\n<p>$${c}_{{\\rm{O}}}={c}_{{\\rm{O}}}^{* },\\,{c}_{{\\rm{R}}}={c}_{{\\rm{R}}}^{* }=0;\\quad 0 &lt; r\\le {r}_{{\\rm{s}}},\\,z=l\\,(\\text{bulk})$$<\/p>\n<p>\n                    (5)\n                <\/p>\n<p>$$\\begin{array}{c}\\frac{\\partial {c}_{i}}{\\partial n}=0;\\,0 &lt; z\\le h,\\,r={a}_{s};\\\\ \\,h &lt; z &lt; l,\\,r=a+(z-h)\\,\\tan ({\\theta }_{p})\\,(\\mathrm{no}\\,\\mathrm{flux})\\end{array}$$<\/p>\n<p>\n                    (6)\n                <\/p>\n<p>$${J}_{{\\rm{O}}}=-{J}_{{\\rm{R}}}={k}_{\\mathrm{red}}{c}_{{\\rm{O}}}-{k}_{\\mathrm{ox}}{c}_{{\\rm{R}}};\\quad 0 &lt; r\\le {a}_{s},\\,z=0\\,(\\mathrm{sample}\\,\\mathrm{surface}\\,)$$<\/p>\n<p>\n                    (7)\n                <\/p>\n<p>where JO and JR represent the inward flux of the oxidized and reduced forms, respectively, and \\({c}_{{\\rm{O}}}^{* }\\) and \\({c}_{{\\rm{R}}}^{* }\\) are the bulk concentrations. The \\(\\frac{\\partial {c}_{i}}{\\partial n}\\) term is the normal derivative of the concentration. The potential drop across the Helmholtz layer is implemented by defining the surface charge density, \u03c3, at the sample surface: <\/p>\n<p>$$\\sigma =\\frac{({V}_{\\mathrm{dl}}-\\phi ){\\varepsilon }_{{\\rm{H}}}{\\varepsilon }_{0}}{{d}_{{\\rm{H}}}};\\quad 0 &lt; r\\le {a}_{s},\\,z=0$$<\/p>\n<p>\n                    (8)\n                <\/p>\n<p>where \u03b5H\u00a0=\u00a06 and dH\u00a0=\u00a00.5\u2009nm are the dielectric constant and thickness of the Helmholtz layer, respectively, yielding the double-layer capacitance Cdl\u00a0=\u00a010\u2009\u03bcF\u2009cm\u20132; Vdl is the corresponding double-layer potential relative to the charge neutrality point. The steady-state current was calculated by integrating the total flux of the reactants (JO) normal to the sample surface: <\/p>\n<p>$$i=2{\\rm{\\pi }}F{\\int }_{0}^{{a}_{s}}{J}_{{\\rm{O}}}r\\,dr$$<\/p>\n<p>\n                    (9)\n                <\/p>\n<p>The diffusion coefficients DO and DR for the Ru(NH3)63+\/2+\u00a0couple were set to 8.43\u00a0\u00d7\u00a010\u22126\u2009cm2\u2009s\u20131 and 1.19\u00a0\u00d7\u00a010\u22125\u2009cm2\u2009s\u20131, respectively; \u03b1\u00a0=\u00a00.5 was used for all simulations, consistent with previous studies on graphene thin films<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 14\" title=\"Yu, Y. et al. Tunable angle-dependent electrochemistry at twisted bilayer graphene with moir&#xE9; flat bands. Nat. Chem. 14, 267&#x2013;273 (2022).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR14\" id=\"ref-link-section-d7750366e3487\" rel=\"nofollow noopener\" target=\"_blank\">14<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 21\" title=\"Zhang, K. et al. Anomalous interfacial electron-transfer kinetics in twisted trilayer graphene caused by layer-specific localization. ACS Central Sci. 9, 1119&#x2013;1128 (2023).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR21\" id=\"ref-link-section-d7750366e3490\" rel=\"nofollow noopener\" target=\"_blank\">21<\/a>. Our observed rates for doped MLG are \u22640.02\u2009cm\u2009s\u20131, and for graphite approximately 0.03\u2009cm\u2009s\u20131, indicating that ET remains primarily kinetically controlled within the experimental window. E0 was determined from electrochemically reversible voltammograms obtained on gold electrodes immediately before the experiments on graphene.<\/p>\n<p>To extract the standard rate constant k0 from experimental voltammograms, we performed finite-element simulations across a range of k0 values and computed residuals between simulated and experimental data via sigmoidal fitting. For each simulation, the coefficient of determination (R2) was calculated using least-squares minimization, with the optimal k0 corresponding to the maximum R2 (minimal residuals). This protocol is illustrated in Extended Data Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Fig7\" rel=\"nofollow noopener\" target=\"_blank\">4<\/a>, where R2 values for simulated rates are plotted alongside representative voltammograms.<\/p>\n<p>Quantum capacitance<\/p>\n<p>Quantum capacitance (Cq) is a material-specific capacitance that arises from the DOS at the EF in low-dimensional materials such as graphene<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 14\" title=\"Yu, Y. et al. Tunable angle-dependent electrochemistry at twisted bilayer graphene with moir&#xE9; flat bands. Nat. Chem. 14, 267&#x2013;273 (2022).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR14\" id=\"ref-link-section-d7750366e3550\" rel=\"nofollow noopener\" target=\"_blank\">14<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 52\" title=\"Li, J., Pham, P. H. Q., Zhou, W., Pham, T. D. &amp; Burke, P. J. Carbon-nanotube&#x2013;electrolyte interface: quantum and electric double layer capacitance. ACS Nano 12, 9763&#x2013;9774 (2018).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR52\" id=\"ref-link-section-d7750366e3553\" rel=\"nofollow noopener\" target=\"_blank\">52<\/a>. When an electric potential (Vapp) is applied across a solid\u2013solution interface, an electric double layer (EDL) forms at the surface to screen the excess charge<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 5\" title=\"Schmickler, W. &amp; Santos, E. Interfacial Electrochemistry 2nd edn (Springer, 2010).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR5\" id=\"ref-link-section-d7750366e3562\" rel=\"nofollow noopener\" target=\"_blank\">5<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 53\" title=\"Bard, A. J. &amp; Faulkner, L. R. Electrochemical Methods: Fundamentals and Applications 2nd edn (Wiley, 2001).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR53\" id=\"ref-link-section-d7750366e3565\" rel=\"nofollow noopener\" target=\"_blank\">53<\/a>. In low-dimensional systems such as MLG, this EDL functions not only as a charge screening layer but also as an electrostatic \u2018gate\u2019, shifting the Fermi level and dynamically altering the material\u2019s carrier concentration through electron or hole doping. In the case of MLG, applying Vapp results in two potential contributions: Vq, which is the potential change due to Cq, and represents the shift in the chemical potential; and Vdl, the potential drop across the double layer itself. These two components are related by: <\/p>\n<p>$${V}_{\\mathrm{app}}={V}_{{\\rm{q}}}+{V}_{\\mathrm{dl}}$$<\/p>\n<p>\n                    (10)\n                <\/p>\n<p>The EDL capacitance, Cdl, in an aqueous solution, is estimated around 10\u2009\u03bcF\u2009cm\u22122, assuming a compact layer capacitance with little dependence on ionic strength<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 54\" title=\"Xia, J., Chen, F., Li, J. &amp; Tao, N. Measurement of the quantum capacitance of graphene. Nat. Nanotechnol. 4, 505&#x2013;509 (2009).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR54\" id=\"ref-link-section-d7750366e3632\" rel=\"nofollow noopener\" target=\"_blank\">54<\/a>. The diffuse-layer capacitance is &gt;100\u2009\u03bcF\u2009cm\u22122 in 0.1\u2009M KCl solution<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 53\" title=\"Bard, A. J. &amp; Faulkner, L. R. Electrochemical Methods: Fundamentals and Applications 2nd edn (Wiley, 2001).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR53\" id=\"ref-link-section-d7750366e3639\" rel=\"nofollow noopener\" target=\"_blank\">53<\/a> and can be neglected. The total capacitance Ctotal combines Cq and Cdl in series: <\/p>\n<p>$$\\frac{1}{{C}_{\\mathrm{total}}}=\\frac{1}{{C}_{{\\rm{q}}}}+\\frac{1}{{C}_{\\mathrm{dl}}}$$<\/p>\n<p>\n                    (11)\n                <\/p>\n<p>Calculating quantum capacitance for MLG<\/p>\n<p>Quantum capacitance is fundamentally connected to the DOS at the Fermi level, which depends on the material\u2019s band structure. For MLG, the quantum capacitance Cq can be expressed as: <\/p>\n<p>$${C}_{{\\rm{q}}}={e}^{2}\\frac{dn}{d{V}_{{\\rm{q}}}}$$<\/p>\n<p>\n                    (12)\n                <\/p>\n<p>where e is the elementary charge, and \\(\\frac{dn}{d{V}_{{\\rm{q}}}}\\) represents the rate of change in carrier concentration n with respect to Vq. Under the two-dimensional free-electron gas model, considering graphene\u2019s linear DOS near the Dirac point<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 55\" title=\"Fang, T., Konar, A., Xing, H. L. &amp; Jena, D. Carrier statistics and quantum capacitance of graphene sheets and ribbons. Appl. Phy. Lett. 91, 092109 (2007).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR55\" id=\"ref-link-section-d7750366e3818\" rel=\"nofollow noopener\" target=\"_blank\">55<\/a>, this relation simplifies to <\/p>\n<p>$${C}_{{\\rm{q}}}=\\frac{2{e}^{2}{k}_{{\\rm{B}}}T}{{\\rm{\\pi }}{\\hbar }^{2}{v}_{{\\rm{F}}}^{2}}ln\\left[2\\left(1+\\cosh \\left(\\frac{e{V}_{\\mathrm{ch}}}{{k}_{{\\rm{B}}}T}\\right)\\right)\\right],$$<\/p>\n<p>\n                    (13)\n                <\/p>\n<p>where \u0127 is the reduced Planck constant, kB is the Boltzmann constant, vF\u00a0\u2248\u00a0c\/300 is the Fermi velocity of Dirac electrons and Vch\u00a0=\u00a0EF\/e is the graphene potential. At the Dirac point, where carrier concentration n is minimal, Cq approaches zero. At T\u00a0=\u00a0300\u2009K, the channel potential can be written as: <\/p>\n<p>$$e{V}_{{\\rm{ch}}}=\\mu +e{V}_{{\\rm{app}}}.$$<\/p>\n<p>\n                    (14)\n                <\/p>\n<p>Assuming constant charge, the relationship between Cq and Cdl is <\/p>\n<p>$$\\frac{{C}_{{\\rm{q}}}}{{C}_{\\mathrm{dl}}}=\\frac{{V}_{\\mathrm{dl}}}{{V}_{{\\rm{q}}}}.$$<\/p>\n<p>\n                    (15)\n                <\/p>\n<p>Substituting Cdl\u00a0=\u00a00.1\u2009F\u2009m\u20132 gives <\/p>\n<p>$${V}_{\\mathrm{dl}}=10\\,{C}_{{\\rm{q}}}{V}_{{\\rm{q}}}.$$<\/p>\n<p>\n                    (16)\n                <\/p>\n<p>This leads to the relation between Vq and the applied potential Vapp: <\/p>\n<p>$${V}_{\\mathrm{app}}=(1+10\\,{C}_{{\\rm{q}}}){V}_{{\\rm{q}}}.$$<\/p>\n<p>\n                    (17)\n                <\/p>\n<p>Finally, substituting equation (<a data-track=\"click\" data-track-label=\"link\" data-track-action=\"equation anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Equ13\" rel=\"nofollow noopener\" target=\"_blank\">13<\/a>) into equation (<a data-track=\"click\" data-track-label=\"link\" data-track-action=\"equation anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Equ17\" rel=\"nofollow noopener\" target=\"_blank\">17<\/a>) yields <\/p>\n<p>$$\\frac{{V}_{{\\rm{q}}}}{{V}_{\\mathrm{app}}}=1+10\\times \\frac{2{e}^{2}{k}_{{\\rm{B}}}T}{{\\rm{\\pi }}{\\hbar }^{2}{v}_{{\\rm{F}}}^{2}}ln\\left[2\\left(1+\\cosh \\left(\\frac{e{V}_{\\mathrm{ch}}}{{k}_{{\\rm{B}}}T}\\right)\\right)\\right].$$<\/p>\n<p>\n                    (18)\n                <\/p>\n<p>This expression provides Vq\/Vapp as a function of Vapp, from which Vdl(Vapp) is extracted for different values of \u03bc and incorporated into our COMSOL simulations to systematically account for quantum capacitance effects. Extended Data Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Fig8\" rel=\"nofollow noopener\" target=\"_blank\">5<\/a> shows the ratio Vq\/Vapp as a function of applied potential at 300\u2009K. The inset presents the corresponding Cq as a function of Vapp.<\/p>\n<p>Raman spectroscopy measurementsSample preparation<\/p>\n<p>The heterostructures used in this study were prepared using a dry transfer method in an argon-filled glovebox. A polymeric stamp consisting of poly(bisphenol-A carbonate) on PDMS was used to pick up a thin layer of hBN, thickness &lt;\u00a05\u2009nm, which was then used to pick MLG and another hBN flake comprising steps of multiple thickness, ensuring that the multilayer hBN fully covered the MLG. The entire stamp was then placed onto freshly exfoliated RuCl3 on a Si\/SiO2 substrate (90-nm-thick SiO2), and the PDMS was gently lifted at 160\u2009\u00b0C, leaving behind the poly(bisphenol-A carbonate). The resulting structure consisted of Si\/SiO2-RuCl3-multilayer hBN\u2013MLG-thin hBN\u2013PC. The thin hBN layer\u2014large enough to cover the entire heterostructure\u2014served as a capping layer to protect the stack from solvents. The poly(bisphenol-A carbonate) was then dissolved in chloroform for 15\u2009min, leaving the heterostructure device ready for Raman measurements. Notably, doping is localized to the graphene in contact with \u03b1-RuCl3, forming an atomically sharp lateral junction<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 30\" title=\"Wang, Y. et al. Modulation doping via a two-dimensional atomic crystalline acceptor. Nano Lett. 20, 8446&#x2013;8452 (2020).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR30\" id=\"ref-link-section-d7750366e4510\" rel=\"nofollow noopener\" target=\"_blank\">30<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 41\" title=\"Nessralla, J. et al. Modulating the electrochemical intercalation of graphene interfaces with &#x3B1;-RuCl3 as a solid-state electron acceptor. Nano Lett. 23, 10334&#x2013;10341 (2023).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR41\" id=\"ref-link-section-d7750366e4513\" rel=\"nofollow noopener\" target=\"_blank\">41<\/a>. During fabrication, defects such as gas bubbles trapped between layers or non-uniform strain distributions may modulate the coupling between the layers locally. This coupling controls charge transfer between graphene and \u03b1-RuCl3, as seen in the distance dependence introduced by hBN spacers. It is therefore crucial to freshly exfoliate RuCl3 just before stacking to avoid contamination, which could decouple the layers.<\/p>\n<p>Spectra acquisition and analysis<\/p>\n<p>Confocal Raman spectra were collected using a Horiba Multiline LabRam Evolution system with a 532\u2009nm laser and 0.4\u20133\u2009mW power, using either a 600- or 1,800-grooves-per-millimitre grating. Spectra were typically recorded with acquisition times of 5\u201310\u2009s and 3\u20135 accumulations. The G peak position in the Raman spectra can be linearly correlated with the doping levels in graphene, particularly when modulated by the electric field effect<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 30\" title=\"Wang, Y. et al. Modulation doping via a two-dimensional atomic crystalline acceptor. Nano Lett. 20, 8446&#x2013;8452 (2020).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR30\" id=\"ref-link-section-d7750366e4529\" rel=\"nofollow noopener\" target=\"_blank\">30<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 41\" title=\"Nessralla, J. et al. Modulating the electrochemical intercalation of graphene interfaces with &#x3B1;-RuCl3 as a solid-state electron acceptor. Nano Lett. 23, 10334&#x2013;10341 (2023).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR41\" id=\"ref-link-section-d7750366e4532\" rel=\"nofollow noopener\" target=\"_blank\">41<\/a>. In the MLG\u2013RuCl3 device, the G peak is blue-shifted by more than 25\u2009cm\u22121 relative to the region without RuCl3, indicating doping of approximately 2.5\u00a0\u00d7\u20091013 holes per cm2, consistent with previous studies<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 30\" title=\"Wang, Y. et al. Modulation doping via a two-dimensional atomic crystalline acceptor. Nano Lett. 20, 8446&#x2013;8452 (2020).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR30\" id=\"ref-link-section-d7750366e4547\" rel=\"nofollow noopener\" target=\"_blank\">30<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 41\" title=\"Nessralla, J. et al. Modulating the electrochemical intercalation of graphene interfaces with &#x3B1;-RuCl3 as a solid-state electron acceptor. Nano Lett. 23, 10334&#x2013;10341 (2023).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR41\" id=\"ref-link-section-d7750366e4550\" rel=\"nofollow noopener\" target=\"_blank\">41<\/a>. Such studies have shown that the G and 2D peak shifts in graphene vary with doping induced by the electric field effect<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 30\" title=\"Wang, Y. et al. Modulation doping via a two-dimensional atomic crystalline acceptor. Nano Lett. 20, 8446&#x2013;8452 (2020).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR30\" id=\"ref-link-section-d7750366e4554\" rel=\"nofollow noopener\" target=\"_blank\">30<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 41\" title=\"Nessralla, J. et al. Modulating the electrochemical intercalation of graphene interfaces with &#x3B1;-RuCl3 as a solid-state electron acceptor. Nano Lett. 23, 10334&#x2013;10341 (2023).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR41\" id=\"ref-link-section-d7750366e4557\" rel=\"nofollow noopener\" target=\"_blank\">41<\/a>, and the G peak shift has a quasi-linear dependence on doping. Averaging the slopes of the G peak shift versus carrier density across these studies yields a value of approximately 9\u00a0\u00d7\u20091011\u2009cm\u22122 carriers per wavenumber shift in the G peak position. Voigt profiles are used to fit the peaks, accounting for the Lorentzian nature of the phonons and the Gaussian instrumental resolution<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 30\" title=\"Wang, Y. et al. Modulation doping via a two-dimensional atomic crystalline acceptor. Nano Lett. 20, 8446&#x2013;8452 (2020).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR30\" id=\"ref-link-section-d7750366e4565\" rel=\"nofollow noopener\" target=\"_blank\">30<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 41\" title=\"Nessralla, J. et al. Modulating the electrochemical intercalation of graphene interfaces with &#x3B1;-RuCl3 as a solid-state electron acceptor. Nano Lett. 23, 10334&#x2013;10341 (2023).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR41\" id=\"ref-link-section-d7750366e4568\" rel=\"nofollow noopener\" target=\"_blank\">41<\/a>. A constant background is subtracted from each spectrum before fitting the peaks. The 2D peak position provides a sensitive probe of strain and morphological changes. Extended Data Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Fig9\" rel=\"nofollow noopener\" target=\"_blank\">6<\/a> shows negligible shifts in the 2D peak for MLG with and without hBN\/RuCl3, across varying hBN thicknesses, thereby confirming the absence of significant geometric alteration.<\/p>\n<p>First-principles modelling of doping in MLG\/hBN\/RuCl3 heterostructures<\/p>\n<p>The MLG\/hBN\/RuCl3 heterostructure was modelled as a parallel-plate capacitor following Bokdam et al.<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 32\" title=\"Bokdam, M., Khomyakov, P. A., Brocks, G. &amp; Kelly, P. J. Field effect doping of graphene in metal&#x2014;dielectric&#x2014;graphene heterostructures: a model based upon first-principles calculations. Phys. Rev. B 87, 075414 (2013).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR32\" id=\"ref-link-section-d7750366e4591\" rel=\"nofollow noopener\" target=\"_blank\">32<\/a>, with the Fermi level shift given by: <\/p>\n<p>$$\\Delta {E}_{{\\rm{F}}}({E}_{{\\rm{ext}}})=\\pm \\frac{\\sqrt{1+2{D}_{0}\\alpha {\\left(\\frac{d}{\\kappa }\\right)}^{2}| e({E}_{{\\rm{ext}}}+{E}_{0})| }-1}{{D}_{0}\\alpha d\/\\kappa }$$<\/p>\n<p>\n                    (19)\n                <\/p>\n<p>Here, \\(\\alpha =\\frac{{e}^{2}}{{\\varepsilon }_{0}A}=34.93\\) eV\u2009\u00c5\u20131 (where A\u00a0=\u00a05.18\u2009\u00c52 is the area of the graphene unit cell, and \u03b50 is vacuum permittivity), D0\u00a0=\u00a00.102\u2009eV\u22122 per unit cell (slope of MLG DOS), d is the dielectric spacer thickness, \u03ba is relative permittivity and Eext is the external electric field. E0 accounts for any built-in electric field or doping potential.<\/p>\n<p>Experimental validation of defect-mediated doping<\/p>\n<p>To resolve the anomalous doping in thin hBN heterostructures (&lt;20\u2009nm), we fabricated devices with alternating hBN-supported (MLG\/hBN\/RuCl3) and suspended MLG regions using approximately 4-nm-thick hBN, as shown in Extended Data Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Fig10\" rel=\"nofollow noopener\" target=\"_blank\">7<\/a> (MLG\/air\/RuCl3). Doping levels were calculated using equation (<a data-track=\"click\" data-track-label=\"link\" data-track-action=\"equation anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Equ19\" rel=\"nofollow noopener\" target=\"_blank\">19<\/a>) and measured via Raman G-peak shifts (Extended Data Table <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"table anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Tab2\" rel=\"nofollow noopener\" target=\"_blank\">2<\/a>).<\/p>\n<p>The suspended region shows good agreement between theory and experiment. In contrast, the hBN-supported region has 21% higher doping than predicted. This discrepancy, along with the thickness-dependent deviations shown in Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Fig2\" rel=\"nofollow noopener\" target=\"_blank\">2e<\/a>, suggests that defect states in hBN do contribute further charge transfer beyond classical capacitive coupling.<\/p>\n<p>Liquid-activated fluorescence measurements<\/p>\n<p>The sample was mounted on a Nikon Ti-E inverted fluorescence microscope equipped with a 100\u00d7 oil-immersion objective lens (CFI Plan Apochromat \u03bb 100\u00d7, NA\u2009=\u20091.45). Intensities in Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Fig3\" rel=\"nofollow noopener\" target=\"_blank\">3c<\/a> were captured under 561\u2009nm laser excitation (OBIS 561LS, Coherent, 165\u2009mW) with an exposure time of 6\u2009ms. Emission was collected after a band-pass filter (ET605\/70m, Chroma).<\/p>\n<p>Nanofabrication of Hall measurement devices<\/p>\n<p>All device fabrication was performed in the Marvell Nanofabrication Laboratory. Electron beam lithography (CRESTEC CABL-UH system), with an A6 950 poly(methyl methacrylate) resist, was used to define the electrode and contact regions. Reactive ion etching (SEMI RIE system) exposed the graphene edges in the hBN\u2013graphene\u2013RuCl3 heterostructure through a sequence of plasma treatments: 15\u2009s of O2 plasma to remove surface residues; 40\u2009s of SF6\/O2 plasma to etch through hBN and reveal the graphene; and a final 15\u2009s of O2 plasma to eliminate etching by-products. Immediately following etching, Cr\/Au (20\/120\u2009nm) was deposited by thermal evaporation (NRC Evaporator) at rates of 0.5\u2009\u00c5\u2009s\u20131 for Cr and 2\u20134\u2009\u00c5\u2009s\u20131 for Au to form electrical contacts and bonding pads. After lift-off, a second electron beam lithography step defined an etch mask for shaping the heterostructure into a Hall bar geometry, minimizing longitudinal and transverse resistance mixing. The poly(methyl methacrylate) mask was retained after fabrication to protect RuCl3 from environmental degradation. Device integrity was verified by measuring resistance between electrical contacts using a lock-in amplifier (Stanford Research SR830) on a probe station. Functional devices were wire bonded (TPT HB05) to 16-pin ceramic dual inline packages for subsequent measurements in a Quantum Design PPMS.<\/p>\n<p>Theoretical preliminaries<\/p>\n<p>The [Ru(NH3)6]2+\/3+\u00a0redox couple is known to undergo ET through an outer-sphere mechanism, where the thermal fluctuations of long-ranged electrostatic interactions with the environment play a central role in mediating the dynamics<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 56\" title=\"Chandler, D. Electron Transfer in Water and Other Polar Environments, How it Happens Ch. 2, 25&#x2013;49 (World Scientific, 1998).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR56\" id=\"ref-link-section-d7750366e4979\" rel=\"nofollow noopener\" target=\"_blank\">56<\/a>. In the weak-coupling (non-adiabatic) regime, the rate of interfacial reduction is well-described by the golden-rule expression<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 6\" title=\"Marcus, R. A. On the theory of oxidation-reduction reactions involving electron transfer. II. Applications to data on the rates of isotopic exchange reactions. J. Chem. Phys. 26, 867&#x2013;871 (1957).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR6\" id=\"ref-link-section-d7750366e4983\" rel=\"nofollow noopener\" target=\"_blank\">6<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 57\" title=\"Kuznetsov, A. M. Charge Transfer in Physics, Chemistry and Biology: Physical Mechanisms of Elementary Processes and an Introduction to the Theory (CRC, 1995).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR57\" id=\"ref-link-section-d7750366e4986\" rel=\"nofollow noopener\" target=\"_blank\">57<\/a>, <\/p>\n<p>$${k}_{\\mathrm{red}}({E}_{{\\rm{F}}})=\\frac{2{\\rm{\\pi }}}{\\hbar }| V{| }^{2}{\\int }_{-\\infty }^{\\infty }D(E){f}_{{E}_{{\\rm{F}}}}(E){\\langle \\delta (\\Delta E-E)\\rangle }_{\\mathrm{ox}}dE$$<\/p>\n<p>\n                    (20)\n                <\/p>\n<p>$$=\\,\\frac{2{\\rm{\\pi }}}{\\hbar }| V{| }^{2}{\\int }_{-\\infty }^{\\infty }D(E){f}_{{E}_{{\\rm{F}}}}(E){p}_{{E}_{{\\rm{F}}}}^{{\\rm{(ox)}}}(E)dE$$<\/p>\n<p>\n                    (21)\n                <\/p>\n<p>Where V is the electronic coupling between the two redox states (assumed to be small); D(E) is the electrode\u2019s DOS; \\({f}_{{E}_{{\\rm{F}}}}(E)\\) is the Fermi\u2013Dirac distribution, centred at the electrode\u2019s Fermi level, EF;<\/p>\n<p>$${f}_{{E}_{{\\rm{F}}}}(E)=\\frac{1}{1+{e}^{(E-{E}_{{\\rm{F}}})\/{k}_{{\\rm{B}}}T}}$$<\/p>\n<p>\n                    (22)\n                <\/p>\n<p>and \\({p}_{{E}_{{\\rm{F}}}}^{{\\rm{(ox)}}}(\\Delta E)\\) is the equilibrium probability distribution of the vertical energy gap between the two charge transfer states, evaluated in the oxidized state. Under an assumption of linear dielectric response, the rate is appropriately computed with Marcus theory, where the energy gap obeys Gaussian statistics and the free energy surfaces of ET are parabolic<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 6\" title=\"Marcus, R. A. On the theory of oxidation-reduction reactions involving electron transfer. II. Applications to data on the rates of isotopic exchange reactions. J. Chem. Phys. 26, 867&#x2013;871 (1957).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR6\" id=\"ref-link-section-d7750366e5548\" rel=\"nofollow noopener\" target=\"_blank\">6<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 7\" title=\"Marcus, R. A. On the theory of oxidation-reduction reactions involving electron transfer. I. J. Chem. Phys. 24, 966&#x2013;978 (1956).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR7\" id=\"ref-link-section-d7750366e5551\" rel=\"nofollow noopener\" target=\"_blank\">7<\/a>, <\/p>\n<p>$$-{\\rm{ln}}{p}_{{E}_{{\\rm{F}}}}^{{\\rm{(ox)}}}(E)=\\frac{{(E-{E}_{{\\rm{F}}}+\\lambda )}^{2}}{4\\lambda {k}_{{\\rm{B}}}T}+\\frac{1}{2}ln[4{\\rm{\\pi }}{k}_{{\\rm{B}}}T]$$<\/p>\n<p>\n                    (23)\n                <\/p>\n<p>An assumption of chemical equilibrium is made, such that the intersection of the Marcus curves is aligned with the electrode\u2019s Fermi level<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 58\" title=\"Nitzan, A.Chemical Dynamics in Condensed Phases: Relaxation, Transfer, and Reactions in Condensed Molecular Systems (Oxford Univ. Press, 2014).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR58\" id=\"ref-link-section-d7750366e5743\" rel=\"nofollow noopener\" target=\"_blank\">58<\/a>. The reorganization energy, \u03bb\u2014a critical determinant of the activation free energy\u2014quantifies the reversible work required to deform the equilibrium solvation environment of a redox species into that of its counterpart without ET. Equivalently, \u03bb represents the energy dissipated during a vertical transition, reflecting the solvent and electrode polarization response to instantaneous charge redistribution.<\/p>\n<p>The effect of electrode metallicity on the reorganization energy<\/p>\n<p>In outer sphere redox reactions, the electrostatic potential at the interface is critical in determining the ET rate<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 59\" title=\"Dzhavakhidze, P. G., Kornyshev, A. A. &amp; Krishtalik, L. I. Activation energy of electrode reactions: the non-local effects. J. Electroanal. Chem. Interfac. Electrochem. 228, 329&#x2013;346 (1987).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR59\" id=\"ref-link-section-d7750366e5760\" rel=\"nofollow noopener\" target=\"_blank\">59<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 60\" title=\"Phelps, D. K., Kornyshev, A. A. &amp; Weaver, M. J. Nonlocal electrostatic effects on electron-transfer activation energies: some consequences for and comparisons with electrochemical and homogeneous-phase kinetics. J. Phys. Chem. 94, 1753&#x2013;1761 (1990).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR60\" id=\"ref-link-section-d7750366e5763\" rel=\"nofollow noopener\" target=\"_blank\">60<\/a>. As the Fermi level is shifted, the change in DOS renormalizes the material\u2019s electrostatic interactions, reflecting variations in the material\u2019s dielectric response function due to an altered number of charge carriers that can respond to external fields. Insight into this effect can be gained through simple models of electronic screening such as TF theory<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 61\" title=\"Thomas, L. H. The calculation of atomic fields. Math. Proc. Cambridge Philos. Soc. 23, 542&#x2013;548 (1927).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR61\" id=\"ref-link-section-d7750366e5767\" rel=\"nofollow noopener\" target=\"_blank\">61<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 62\" title=\"Fermi, E. Statistical method to determine some properties of atoms. Rend. Accad. Naz. Lincei 6, 5 (1927).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR62\" id=\"ref-link-section-d7750366e5770\" rel=\"nofollow noopener\" target=\"_blank\">62<\/a> parametrized by a screening length, \u2113TF, which sets the scale of exponential decay of electrostatic interactions in the material, and interpolates between a perfect metal (\u2113TF\u00a0=\u00a00) and an insulating material (\u2113TF\u00a0\u2192\u00a0\u221e). The screening length is closely related to a material\u2019s low-energy electronic structure. In two dimensions, and for kBT\u00a0&lt;\u00a0&lt;\u00a0EF, which is typically the case for the energy scale of valence electrons, \u2113TF is<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 63\" title=\"Ando, T., Fowler, A. B. &amp; Stern, F. Electronic properties of two-dimensional systems. Rev. Mod. Phys. 54, 437&#x2013;672 (1982).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR63\" id=\"ref-link-section-d7750366e5805\" rel=\"nofollow noopener\" target=\"_blank\">63<\/a><\/p>\n<p>$${{\\ell }}_{\\mathrm{TF}}=\\frac{{{\\epsilon }}^{(\\mathrm{el})}}{2{\\rm{\\pi }}{e}^{2}D({E}_{{\\rm{F}}})}$$<\/p>\n<p>\n                    (24)\n                <\/p>\n<p>where n is the charge density of the material. Marcus derived dielectric continuum estimates of the reorganization energy for charge transfer with a perfect conductor \u2113TF\u00a0=\u00a00 (ref. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 7\" title=\"Marcus, R. A. On the theory of oxidation-reduction reactions involving electron transfer. I. J. Chem. Phys. 24, 966&#x2013;978 (1956).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR7\" id=\"ref-link-section-d7750366e5889\" rel=\"nofollow noopener\" target=\"_blank\">7<\/a>),<\/p>\n<p>$$\\lambda =-\\frac{\\delta {q}^{2}}{4{z}_{0}}\\left(\\frac{1}{{{\\epsilon }}_{\\infty }^{({\\rm{sol}})}}-\\frac{1}{{{\\epsilon }}^{({\\rm{sol}})}}\\right)+{\\lambda }_{{\\rm{B}}},$$<\/p>\n<p>\n                    (25)\n                <\/p>\n<p>where \u03b4q is the amount of transferred charge, \\({{\\epsilon }}_{\\infty }^{({\\rm{sol}})}\\) and \u03f5(sol) are the electrolyte\u2019s optical and static dielectric constants respectively, z0 is the separation from the electrochemical interface, and \u03bbB is the bulk contribution to the reorganization energy, which dominates when far away from the interface. The \\((1\/{{\\epsilon }}_{\\infty }^{({\\rm{sol}})}-1\/{{\\epsilon }}^{({\\rm{sol}})})\\) term, known as the Pekar factor<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 64\" title=\"Landau, L. &amp; Pekar, S. Effective mass of a polaron. Zh. Eksp. Teor. Fiz 18, 419&#x2013;423 (1948).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR64\" id=\"ref-link-section-d7750366e6211\" rel=\"nofollow noopener\" target=\"_blank\">64<\/a>, is a measure of the free energy difference between a charge exclusively solvated by the medium\u2019s fast (electronic) degrees of freedom, and that of a charge fully stabilized by the polarization field\u2019s nuclear and electronic degrees of freedom.<\/p>\n<p>The electrostatic potential at dielectric discontinuities can be obtained by solving Poisson\u2019s equation with appropriate boundary conditions at the interface. If the two media that make up the interface are complex materials with some degree of unbound charge, the dielectric constant is replaced by a dielectric response function \u03f5(r), and the non-local Poisson equation reads, <\/p>\n<p>$$\\nabla \\cdot \\int \\,{d}^{3}{{\\bf{r}}}^{{\\prime} }{{\\epsilon }}_{\\alpha }({\\bf{r}}-{{\\bf{r}}}^{{\\prime} })\\nabla \\phi ({{\\bf{r}}}^{{\\prime} })=-{\\rho }_{\\alpha }({\\bf{r}})$$<\/p>\n<p>\n                    (26)\n                <\/p>\n<p>where \u03b1 labels the medium, and \u03c1\u03b1(r) is the charge density in medium \u03b1. The boundary conditions to be satisfied are the continuity of the potential and the electric displacement field across the interface. For a point charge near a perfect conductor, the potential energy due to the conductor\u2019s polarization in response to the external field can be mapped to the interaction between the real charge and an opposite-sign \u2018image\u2019 charge placed symmetrically inside the metal. The electrode contribution to the reorganization energy in equation (<a data-track=\"click\" data-track-label=\"link\" data-track-action=\"equation anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Equ25\" rel=\"nofollow noopener\" target=\"_blank\">25<\/a>) directly corresponds to the electrostatic interaction of a point charge \u03b4q with its image, weighted by the Pekar factor. It provides reasonable estimates of the reorganization energy at electrodes that approach the behaviour of an ideal conductor, but becomes inaccurate away from this limit. We have recently developed a formalism<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 25\" title=\"Coello Escalante, L. &amp; Limmer, D. T. Microscopic origin of twist-dependent electron transfer rate in bilayer graphene. Nano Lett. 24, 14868&#x2013;14874 (2024).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR25\" id=\"ref-link-section-d7750366e6406\" rel=\"nofollow noopener\" target=\"_blank\">25<\/a>\u2014building on previous developments<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Kornyshev, A., Rubinshtein, A. &amp; Vorotyntsev, M. Image potential near a dielectric&#x2013;plasma-like medium interface. Phys. Status Soli. B 84, 125&#x2013;132 (1977).\" href=\"#ref-CR65\" id=\"ref-link-section-d7750366e6411\">65<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Kaiser, V. et al. Electrostatic interactions between ions near Thomas&#x2013;Fermi substrates and the surface energy of ionic crystals at imperfect metals. Faraday Discuss. 199, 129&#x2013;158 (2017).\" href=\"#ref-CR66\" id=\"ref-link-section-d7750366e6411_1\">66<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 67\" title=\"Liu, Y.-P. &amp; Newton, M. D. Reorganization energy for electron transfer at film-modified electrode surfaces: a dielectric continuum model. J. Phys. Chem. 98, 7162&#x2013;7169 (1994).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR67\" id=\"ref-link-section-d7750366e6414\" rel=\"nofollow noopener\" target=\"_blank\">67<\/a>\u2014that describes how the solvent reorganization energy changes as a function of the electrode\u2019s metallicity in the context of TF theory. If we consider the electrostatic boundary-value problem of a charge q embedded in a dielectric in contact with a material with finite TF screening, Poisson\u2019s equation can be solved making use of Fourier-Bessel transforms<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 65\" title=\"Kornyshev, A., Rubinshtein, A. &amp; Vorotyntsev, M. Image potential near a dielectric&#x2013;plasma-like medium interface. Phys. Status Soli. B 84, 125&#x2013;132 (1977).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR65\" id=\"ref-link-section-d7750366e6421\" rel=\"nofollow noopener\" target=\"_blank\">65<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 66\" title=\"Kaiser, V. et al. Electrostatic interactions between ions near Thomas&#x2013;Fermi substrates and the surface energy of ionic crystals at imperfect metals. Faraday Discuss. 199, 129&#x2013;158 (2017).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR66\" id=\"ref-link-section-d7750366e6424\" rel=\"nofollow noopener\" target=\"_blank\">66<\/a>. The end result is an expression that encodes the interaction of the point charge q with the induced charge density in the electrode, as well as the self energy of the induced charge density. Although the Fourier\u2013Bessel transform of the potential cannot be analytically inverted, an analogy can be made to the method of images to write the electrostatic potential energy of this system as the effective interaction of q with a modified image charge at \u2212z0, <\/p>\n<p>$$U({z}_{0},{{\\ell }}_{\\mathrm{TF}})=\\frac{{q}^{2}{\\xi }_{{{\\ell }}_{\\mathrm{TF}}}({z}_{0},{{\\epsilon }}^{(\\mathrm{sol})})}{4{{\\epsilon }}^{(\\mathrm{sol})}{z}_{0}}$$<\/p>\n<p>\n                    (27)\n                <\/p>\n<p>where we have defined the image charge scaling function, \\({\\xi }_{{{\\ell }}_{\\mathrm{TF}}}({z}_{0},{{\\epsilon }}^{(\\mathrm{sol})})\\), which informs on the value (with respect to q) of this fictitious image charge as a function of screening length \u2113TF, and the dielectric constants of both media. It smoothly interpolates between the electrostatics at the boundary of an ideal conductor, and an insulator. We see that, at a fixed z0, the TF screening length in the electrode takes the image charge from \u2212q to \u03be\u221e(z0,\u00a0\u03f5(sol))q. The screening-dependent image potential results in a modified reorganization energy, <\/p>\n<p>$$\\lambda ({{\\ell }}_{{\\rm{TF}}})=\\frac{\\delta {q}^{2}}{4{z}_{0}}\\left(\\frac{{\\xi }_{{{\\ell }}_{{\\rm{TF}}}}({z}_{0},{{\\epsilon }}_{\\infty }^{({\\rm{sol}})})}{{{\\epsilon }}_{\\infty }^{({\\rm{sol}})}}-\\frac{{\\xi }_{{{\\ell }}_{{\\rm{TF}}}}({z}_{0},{{\\epsilon }}^{({\\rm{sol}})})}{{{\\epsilon }}^{({\\rm{sol}})}}\\right)+{\\lambda }_{{\\rm{B}}}$$<\/p>\n<p>\n                    (28)\n                <\/p>\n<p>The term in parenthesis in equation (<a data-track=\"click\" data-track-label=\"link\" data-track-action=\"equation anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Equ28\" rel=\"nofollow noopener\" target=\"_blank\">28<\/a>) can be identified as a generalization of the Pekar factor, extended to describe the modulation of image interactions at the surface of a TF electrode.<\/p>\n<p>Image interactions in hole-doped MLG<\/p>\n<p>The low-energy band structure of graphene can be described analytically, obeying the well-known linear dispersion relation characteristic of massless Dirac fermions<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 68\" title=\"Castro Neto, A. H., Guinea, F., Peres, N. M. R., Novoselov, K. S. &amp; Geim, A. K. Density of states of TBG. Rev. Mod. Phys. 81, 109&#x2013;162 (2009).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR68\" id=\"ref-link-section-d7750366e7008\" rel=\"nofollow noopener\" target=\"_blank\">68<\/a>. This in turn results in a linear electronic DOS, <\/p>\n<p>$$D(E)=\\frac{2}{{\\rm{\\pi }}{\\hbar }^{2}{v}_{{\\rm{F}}}^{2}}| E| $$<\/p>\n<p>\n                    (29)\n                <\/p>\n<p>where vF\u00a0\u2248\u00a0106\u2009ms\u22121 is the Fermi velocity, and the electronic energy E is measured from the Dirac point. Under a low-temperature approximation, graphene\u2019s charge density is<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 69\" title=\"Fogler, M., Novikov, D. &amp; Shklovskii, B. I. Screening of a hypercritical charge in graphene. Phys. Rev. B 76, 233402 (2007).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR69\" id=\"ref-link-section-d7750366e7087\" rel=\"nofollow noopener\" target=\"_blank\">69<\/a>, <\/p>\n<p>$$\\rho ({E}_{{\\rm{F}}})={\\rm{sgn}}({E}_{{\\rm{F}}})\\frac{{{E}_{{\\rm{F}}}}^{2}}{{\\rm{\\pi }}{\\hbar }^{2}{v}_{{\\rm{F}}}^{2}}$$<\/p>\n<p>\n                    (30)\n                <\/p>\n<p>leading to an explicit relationship between \u2113TF and the Fermi level<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 70\" title=\"Katsnelson, M. Nonlinear screening of charge impurities in graphene. Phys. Rev. B 74, 201401 (2006).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR70\" id=\"ref-link-section-d7750366e7233\" rel=\"nofollow noopener\" target=\"_blank\">70<\/a>, <\/p>\n<p>$${{\\ell }}_{{\\rm{TF}}}({E}_{{\\rm{F}}})=\\frac{{{\\epsilon }}^{({\\rm{el}})}{\\hbar }^{2}{v}_{{\\rm{F}}}^{2}}{4{e}^{2}| {E}_{{\\rm{F}}}| }.$$<\/p>\n<p>\n                    (31)\n                <\/p>\n<p>The separation of the redox ion from the electrode, z0, must be chosen judiciously. Given the outer-sphere nature of the reaction, it must account for the structure of the interface, including an adlayer of water molecules on the surface of the electrode that are tightly bound and held together by a hydrogen-bonding network<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 71\" title=\"Limmer, D. T., Willard, A. P., Madden, P. &amp; Chandler, D. Hydration of metal surfaces can be dynamically heterogeneous and hydrophobic. Proc. Natl Acad. Sci. USA 110, 4200&#x2013;4205 (2013).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR71\" id=\"ref-link-section-d7750366e7398\" rel=\"nofollow noopener\" target=\"_blank\">71<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 72\" title=\"Limmer, D. T., Willard, A. P., Madden, P. A. &amp; Chandler, D. Water exchange at a hydrated platinum electrode is rare and collective. J. Phys. Chem. C 119, 24016&#x2013;24024 (2015).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR72\" id=\"ref-link-section-d7750366e7401\" rel=\"nofollow noopener\" target=\"_blank\">72<\/a>, as well as the inner coordination environment and the outer solvation shell of the redox species. On the other hand, as the diabatic coupling term typically decays exponentially with separation \\(V\\approx {V}_{0}{e}^{-{z}_{0}\/{z}_{\\mathrm{ref}}}\\), the rate will be dominated by the distance of closest approach to the electrode, so an estimated lower bound of the separation should always be chosen. A distance of z0\u00a0=\u00a06\u2009\u00c5 was set on the basis of these considerations.<\/p>\n<p>With an understanding of how the reorganization energy is modified in response to doping, the rate of electro-reduction may be estimated as: <\/p>\n<p>$${k}_{{\\rm{red}}}({E}_{{\\rm{F}}})=\\frac{2| V{| }^{2}}{{\\hbar }^{3}{v}_{{\\rm{F}}}^{2}\\sqrt{{{\\rm{\\pi }}}^{3}\\lambda ({E}_{{\\rm{F}}}){k}_{{\\rm{B}}}T}}\\int \\,\\frac{| E| {e}^{-\\frac{{(E-{E}_{{\\rm{F}}}-\\lambda ({E}_{{\\rm{F}}}))}^{2}}{4{k}_{{\\rm{B}}}T\\lambda ({E}_{{\\rm{F}}})}}}{1+{e}^{(E-{E}_{{\\rm{F}}})\/{k}_{{\\rm{B}}}T}}dE.$$<\/p>\n<p>\n                    (32)\n                <\/p>\n<p>In keeping with the non-adiabatic limit that makes this treatment valid, we assume that the electronic coupling \u2223V\u2223 remains small regardless of the degree of doping. In fact, we take this factor to be roughly constant such that it approximately cancels when taking the ratio with respect to some reference, for instance the CNP, k(EF)\/kCNP. This allows us to assess the behaviour of the rate as a function of doping without direct knowledge of \u2223V\u2223.<\/p>\n<p>As noted earlier, \u03bb arises from solvation energy changes during instantaneous charge transfer between redox species and the electrode. These changes are stabilized exclusively by fast solvent polarization modes, quantified by the optical dielectric constant \\({{\\epsilon }}_{\\infty }^{({\\rm{sol}})}\\). In water, the static dielectric constant vastly exceeds the optical dielectric constant, rendering the second term in equation (<a data-track=\"click\" data-track-label=\"link\" data-track-action=\"equation anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Equ28\" rel=\"nofollow noopener\" target=\"_blank\">28<\/a>) negligible compared with the first. Therefore, to a reasonable approximation, the behaviour of the reorganization energy will closely resemble the image potential of a charge interacting with the electrode only through the optical dielectric constant, close to 1 in water.<\/p>\n<p>Adiabatic versus non-adiabatic outer-sphere ET in [Ru(NH3)6]3+\/2+<\/p>\n<p>The question of whether outer-sphere ET in [Ru(NH3)6]3+\/2+\u00a0proceeds adiabatically or non-adiabatically remains an area of active debate in electrochemistry. We assume that interfacial ET for [Ru(NH3)6]3+\/2+\u00a0falls within the non-adiabatic regime, which contrasts previous work by Liu and co-workers<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 73\" title=\"Liu, D.-Q. et al. Adiabatic versus non-adiabatic electron transfer at 2D electrode materials. Nat. Commun. 12, 7110 (2021).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR73\" id=\"ref-link-section-d7750366e7954\" rel=\"nofollow noopener\" target=\"_blank\">73<\/a>, who proposed adiabatic ET for this redox couple at graphene electrodes. Several observations support our assumption.<\/p>\n<p>First, we find that the rate is highly sensitive to electronic properties of the electrode, which is a distinctive characteristic of non-adiabatic ET. Furthermore, there is contrasting experimental evidence to that presented with regard to the adiabaticity of outer sphere ET in the [Ru(NH3)6]3+\/2+\u00a0redox couple at graphene electrodes<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 73\" title=\"Liu, D.-Q. et al. Adiabatic versus non-adiabatic electron transfer at 2D electrode materials. Nat. Commun. 12, 7110 (2021).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR73\" id=\"ref-link-section-d7750366e7967\" rel=\"nofollow noopener\" target=\"_blank\">73<\/a>. The alluded work posits adiabatic ET on the basis of the assumption that increasing graphene layers equates to increasing tunnelling distance. However, this perspective may neglect the role of graphene\u2019s intrinsic electronic states, which actively participate in ET, making the simplified tunnelling argument inadequate, as we have illustrated in this work. Conversely, studies using hBN as a true inert spacer on graphite electrodes indeed demonstrate an exponential decrease in ET rates with increasing spacer thickness, consistent with non-adiabatic tunnelling processes<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 74\" title=\"Velick&#xFD;, M. et al. Electron tunneling through boron nitride confirms Marcus&#x2013;Hush theory predictions for ultramicroelectrodes. ACS Nano 14, 993&#x2013;1002 (2020).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR74\" id=\"ref-link-section-d7750366e7971\" rel=\"nofollow noopener\" target=\"_blank\">74<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 75\" title=\"Feldberg, S. W. &amp; Sutin, N. Distance dependence of heterogeneous electron transfer through the nonadiabatic and adiabatic regimes. Chem. Phys. 324, 216&#x2013;225 (2006).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR75\" id=\"ref-link-section-d7750366e7974\" rel=\"nofollow noopener\" target=\"_blank\">75<\/a>. The pronounced dependence of ET kinetics on the electrode\u2019s DOS observed here and in past studies further supports this interpretation<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 14\" title=\"Yu, Y. et al. Tunable angle-dependent electrochemistry at twisted bilayer graphene with moir&#xE9; flat bands. Nat. Chem. 14, 267&#x2013;273 (2022).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR14\" id=\"ref-link-section-d7750366e7979\" rel=\"nofollow noopener\" target=\"_blank\">14<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 21\" title=\"Zhang, K. et al. Anomalous interfacial electron-transfer kinetics in twisted trilayer graphene caused by layer-specific localization. ACS Central Sci. 9, 1119&#x2013;1128 (2023).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR21\" id=\"ref-link-section-d7750366e7982\" rel=\"nofollow noopener\" target=\"_blank\">21<\/a>. Finally, ET for the [Ru(NH3)6]3+\/2+\u00a0system has been reported to occur near the outer Helmholtz plane, where the redox species is separated from the electrode surface by a structured solvent layer. Experimental evidence, including negative activation volumes, indicates ET through solvated species rather than direct electrode contact, implying weak electronic coupling<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 76\" title=\"Vijaikanth, V., Li, G. &amp; Swaddle, T. W. Kinetics of reduction of aqueous hexaammineruthenium(III) ion at Pt and Au microelectrodes: electrolyte, temperature, and pressure effects. Inorganic Chem. 52, 2757&#x2013;2768 (2013).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR76\" id=\"ref-link-section-d7750366e7992\" rel=\"nofollow noopener\" target=\"_blank\">76<\/a>. Furthermore, the work of Nazmutdinov and colleagues supports our assumption<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 77\" title=\"Nazmutdinov, R. R., Rusanova, M. Y., VanderPorten, D., Tsirlina, G. A. &amp; Fawcett, W. R. Toward the reactivity prediction: outersphere electroreduction of transition-metal ammine complexes. J. Phys. Chem. C 113, 2881&#x2013;2890 (2009).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR77\" id=\"ref-link-section-d7750366e7996\" rel=\"nofollow noopener\" target=\"_blank\">77<\/a>. They argue that \u2018for all amine complexes residing outside of the compact layer, ET proceeds in a diabatic limit, which originates mostly from a strong localization of the molecular acceptor orbitals on the central atoms\u2019; this directly aligns with our picture of weak electronic coupling mediated through the solvent layer. Collectively, these observations align with our assumption of non-adiabatic ET mediated by tunnelling through a solvent barrier. We have performed further calculations to clarify this question further, and our results are presented below.<\/p>\n<p>A clear way to distinguish between adiabatic and non-adiabatic ET is by evaluating the rate dependence on the electronic coupling, V, between the two ET states. A rate that follows Fermi\u2019s golden rule (and is therefore non-adiabatic) will increase with the coupling as \u2223V\u22232, whereas an adiabatic rate is expected to be weakly dependent on coupling up until \u2223V\u2223 is large enough to induce barrier-lowering effects. Although we don\u2019t have direct knowledge of the exact value of V in our system, we can make inferences by computing both non-adiabatic and adiabatic rates at different couplings, and evaluating which theory is in best agreement with experimental data.<\/p>\n<p>The model that we use for adiabatic ET differs slightly from the impurity model in Schmickler\u2019s formulation of the problem<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 78\" title=\"Schmickler, W. A theory of adiabatic electron-transfer reactions. J. Electroanal. Chem. Interfac. Electrochem. 204, 31&#x2013;43 (1986).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR78\" id=\"ref-link-section-d7750366e8020\" rel=\"nofollow noopener\" target=\"_blank\">78<\/a>, which is the treatment adopted by Liu and colleagues<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 73\" title=\"Liu, D.-Q. et al. Adiabatic versus non-adiabatic electron transfer at 2D electrode materials. Nat. Commun. 12, 7110 (2021).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR73\" id=\"ref-link-section-d7750366e8024\" rel=\"nofollow noopener\" target=\"_blank\">73<\/a>. We adopt an alternative, simpler model because we find it more amenable for a dielectric continuum description of the reorganization energy, and it allows us to implement the specific form of the DOS of MLG more easily<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 5\" title=\"Schmickler, W. &amp; Santos, E. Interfacial Electrochemistry 2nd edn (Springer, 2010).\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#ref-CR5\" id=\"ref-link-section-d7750366e8028\" rel=\"nofollow noopener\" target=\"_blank\">5<\/a>. In particular, we start with a 2\u00a0\u00d7\u00a02 Hamiltonian describing the ET process between a discrete molecular state in the electrolyte and a specific electronic state k in the electrode: <\/p>\n<p>$${{\\mathbb{H}}}_{k}({\\bf{q}})=\\left(\\begin{array}{cc}{H}_{1,k}({\\bf{q}}) &amp; {V}_{k}\\\\ {V}_{k}^{* } &amp; {H}_{2,k}({\\bf{q}})\\end{array}\\right)$$<\/p>\n<p>\n                    (33)\n                <\/p>\n<p>where q denotes nuclear coordinates. Going forward, we will assume a \u2018wide band approximation\u2019, meaning, <\/p>\n<p>$${V}_{k}=V={\\rm{const}}\\qquad \\forall k$$<\/p>\n<p>\n                    (34)\n                <\/p>\n<p>The classical non-adiabatic rate can be derived from this model by invoking Fermi\u2019s golden rule and linear response, resulting in the Marcus expression: <\/p>\n<p>$${k}_{1\\to 2}({{\\epsilon }}_{k})=\\frac{| V{| }^{2}}{\\hbar }\\sqrt{\\frac{{\\rm{\\pi }}}{{k}_{{\\rm{B}}}T\\lambda }}\\exp \\left[-\\beta \\frac{{(\\lambda +\\Delta {\\epsilon }-{{\\epsilon }}_{k})}^{2}}{4\\lambda }\\right]$$<\/p>\n<p>\n                    (35)\n                <\/p>\n<p>The electrochemical rate is then given by averaging over electronic states in the electrode giving the well-known result: <\/p>\n<p>$${k}_{1\\to 2}=\\int \\,D({\\epsilon })(1-f({\\epsilon })){k}_{1\\to 2}({\\epsilon })d{\\epsilon }$$<\/p>\n<p>\n                    (36)\n                <\/p>\n<p>With electrode DOS D(\u03f5), and Fermi\u2013Dirac distribution, f(\u03f5). An adiabatic rate can also be derived from the same model Hamiltonian in equation (<a data-track=\"click\" data-track-label=\"link\" data-track-action=\"equation anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Equ33\" rel=\"nofollow noopener\" target=\"_blank\">33<\/a>). We start by diagonalizing the 2\u00a0\u00d7\u00a02 Hamiltonian, leading to an adiabatic Hamiltonian: <\/p>\n<p>$${H}_{{\\rm{ad}},k}({\\bf{q}})=\\frac{1}{2}({H}_{1,k}({\\bf{q}})+{H}_{2,k}({\\bf{q}}))-\\frac{1}{2}\\sqrt{{({H}_{1,k}({\\bf{q}})-{H}_{2,k}({\\bf{q}}))}^{2}+4|V{|}^{2}}$$<\/p>\n<p>\n                    (37)\n                <\/p>\n<p>The adiabatic free energy surface associated with this Hamiltonian can be constructed from importance sampling in a molecular simulation. Alternatively, we can make the following simplifying assumption: within the linear response regime, we expect the adiabatic free energy surface to be given by a simple mixture of the corresponding diabatic (Marcus) free energy surfaces: <\/p>\n<p>$${F}_{{\\rm{ad}},k}(\\Delta E)\\approx \\frac{1}{2}({F}_{1,k}(\\Delta E)+{F}_{2,k}(\\Delta E))-\\frac{1}{2}\\sqrt{\\Delta {E}^{2}+4| V{| }^{2}}$$<\/p>\n<p>\n                    (38)\n                <\/p>\n<p>where \u0394E\u00a0\u2261\u00a0H2,k\u00a0\u2212\u00a0H1,k\u00a0=\u00a0F2,k\u00a0\u2212\u00a0F1,k is the vertical energy gap between the diabatic states, recognized in Marcus theory as the reaction coordinate, and F1,2 have the usual parabolic form: <\/p>\n<p>$${F}_{1,k}(\\Delta E)=\\frac{{(\\Delta E+\\lambda +\\Delta {\\epsilon }-{{\\epsilon }}_{k})}^{2}}{4\\lambda }$$<\/p>\n<p>\n                    (39)\n                <\/p>\n<p>$${F}_{2,k}(\\Delta E)=\\frac{{(\\Delta E-\\lambda +\\Delta {\\epsilon }-{{\\epsilon }}_{k})}^{2}}{4\\lambda }+\\Delta {\\epsilon }-{{\\epsilon }}_{k}$$<\/p>\n<p>\n                    (40)\n                <\/p>\n<p>Equation (<a data-track=\"click\" data-track-label=\"link\" data-track-action=\"equation anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Equ38\" rel=\"nofollow noopener\" target=\"_blank\">38<\/a>) describes a bistable free energy surface, depicted in Extended Data Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Fig11\" rel=\"nofollow noopener\" target=\"_blank\">8<\/a>, with shape defined by the reorganization energy, driving force and electronic coupling. The rate of transition between these meta-stable wells can be calculated using standard approaches such as transition state theory or Kramers\u2019 theory. The Kramers\u2019 estimate for the rate is: <\/p>\n<p>$${k}_{1\\to 2}^{\\mathrm{ad}}({{\\epsilon }}_{k})=\\frac{m{\\omega }_{1}{\\omega }_{b}}{2{\\rm{\\pi }}\\gamma }{e}^{-\\beta \\Delta {F}_{\\mathrm{ad}}^{\\ddagger }}$$<\/p>\n<p>\n                    (41)\n                <\/p>\n<p>where \u03b3 is the solvent friction and: <\/p>\n<p>$${\\omega }_{1}=\\sqrt{\\frac{1}{m}{\\left(\\frac{{\\partial }^{2}{F}_{{\\rm{ad}}}}{\\partial \\Delta {E}^{2}}\\right)}_{\\Delta E=\\Delta {E}_{1}}}$$<\/p>\n<p>\n                    (42)\n                <\/p>\n<p>$${\\omega }_{b}=\\sqrt{-\\frac{1}{m}{\\left(\\frac{{\\partial }^{2}{F}_{{\\rm{ad}}}}{\\partial \\Delta {E}^{2}}\\right)}_{\\Delta E=\\Delta {E}^{\\ddagger }}}$$<\/p>\n<p>\n                    (43)\n                <\/p>\n<p>$$\\Delta {F}_{{\\rm{ad}}}^{\\ddagger }={F}_{{\\rm{ad}}}(\\Delta {E}^{\\ddagger })-{F}_{{\\rm{ad}}}(\\Delta {E}_{1})$$<\/p>\n<p>\n                    (44)\n                <\/p>\n<p>\u0394E1 is the location of the reactant minimum, and \u0394E\u2021 is the location of the barrier. The dependence on the mass m cancels out when inserting equations (<a data-track=\"click\" data-track-label=\"link\" data-track-action=\"equation anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Equ42\" rel=\"nofollow noopener\" target=\"_blank\">42<\/a>) and (<a data-track=\"click\" data-track-label=\"link\" data-track-action=\"equation anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Equ43\" rel=\"nofollow noopener\" target=\"_blank\">43<\/a>) into equation (<a data-track=\"click\" data-track-label=\"link\" data-track-action=\"equation anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Equ41\" rel=\"nofollow noopener\" target=\"_blank\">41<\/a>), and the dependence on the solvent friction cancels when evaluating ratios of rates. All of these quantities depend on reorganization energy, driving and coupling. The net adiabatic rate can finally be estimated by summing over all thermally accessible reactive channels in the electrode: <\/p>\n<p>$${k}_{1\\to 2}^{{\\rm{ad}}}(\\lambda ,V)=\\int \\,D({\\epsilon })(1-f({\\epsilon })){k}_{1\\to 2}^{{\\rm{ad}}}({\\epsilon };\\lambda ,V)d{\\epsilon }$$<\/p>\n<p>\n                    (45)\n                <\/p>\n<p>$$=\\,\\frac{1}{2{\\rm{\\pi }}\\gamma }\\int \\,D({\\epsilon })(1-f({\\epsilon })){\\omega }_{1}({\\epsilon };\\lambda ,V){\\omega }_{b}({\\epsilon };\\lambda ,V){e}^{-\\beta \\Delta {F}_{{\\rm{a}}{\\rm{d}}}^{\\ddagger }({\\epsilon };\\lambda ,V)}d{\\epsilon }$$<\/p>\n<p>\n                    (46)\n                <\/p>\n<p>Note that every value of \u03f5 in the integrand defines a different Fad, with different stationary points and frequencies that need to be calculated at every point when evaluating the integral through quadrature.<\/p>\n<p>We applied this model of adiabatic ET to calculate rates in doped MLG. Calculations using equation (<a data-track=\"click\" data-track-label=\"link\" data-track-action=\"equation anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Equ45\" rel=\"nofollow noopener\" target=\"_blank\">45<\/a>) were performed using both our model for a screening-dependent reorganization energy and a constant value of reorganization energy, and then compared with the corresponding non-adiabatic rate. The results can be found in Extended Data Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"http:\/\/www.nature.com\/articles\/s41586-026-10311-2#Fig12\" rel=\"nofollow noopener\" target=\"_blank\">9<\/a>. As expected, the adiabatic rate approaches the non-adiabatic limit as \u2223V\u2223 \u2192 0, and the rate behaviour is even quite similar for a coupling of 5\u2009kBT. As the coupling increases to larger values, we begin to see that the rate enhancement is less pronounced and deviates significantly from experimental measurements. We also note that accounting for doping-dependent reorganization energy in the adiabatic rates is also crucial to improve agreement with the experimental rate enhancement, as we see in the non-adiabatic calculation.<\/p>\n<p>In summary, these results strongly indicate that the coupling in our system is small enough to warrant a non-adiabatic treatment, and adiabatic rates with stronger coupling cannot explain our experimental results. These calculations, in conjunction with the aforementioned arguments in support of non-adiabaticity, allow us to confidently assume non-adiabatic behaviour.<\/p>\n","protected":false},"excerpt":{"rendered":"Chemicals and materials Natural Kish graphite crystals (Grade 300, 99.99% purity) were procured from Graphene Supermarket. Hexagonal boron&hellip;\n","protected":false},"author":2,"featured_media":601461,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[32],"tags":[63844,25991,1159,1160,79,1635],"class_list":{"0":"post-601460","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-science","8":"tag-electrochemistry","9":"tag-electron-transfer","10":"tag-humanities-and-social-sciences","11":"tag-multidisciplinary","12":"tag-science","13":"tag-two-dimensional-materials"},"_links":{"self":[{"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/posts\/601460","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/comments?post=601460"}],"version-history":[{"count":0,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/posts\/601460\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/media\/601461"}],"wp:attachment":[{"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/media?parent=601460"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/categories?post=601460"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/tags?post=601460"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}