{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,4]],"date-time":"2026-08-04T13:55:51Z","timestamp":1785851751003,"version":"3.56.0"},"reference-count":63,"publisher":"American Chemical Society (ACS)","issue":"30","license":[{"start":{"date-parts":[[2026,7,20]],"date-time":"2026-07-20T00:00:00Z","timestamp":1784505600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,7,20]],"date-time":"2026-07-20T00:00:00Z","timestamp":1784505600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2026,7,20]],"date-time":"2026-07-20T00:00:00Z","timestamp":1784505600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-045"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["22276022"],"award-info":[{"award-number":["22276022"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026,8,4]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:p>Designing high-performance catalysts for efficient HCHO oxidation under mild conditions is essential, yet remains challenging to achieve through conventional experimental screening. Here, we present a machine-learning-accelerated strategy for designing novel oxide-Ag tandem systems that overcome this limitation by coupling oxide-mediated HCHO activation with subsequent intermediate oxidation on Ag. Guided by an adsorption-energy-based activity descriptor, four theoretically predicted oxide-Ag systems (TiO2, Nb2O5, Ga2O3, SnO2) exhibit markedly enhanced tandem catalytic performance compared to conventional Ag catalysts. In particular, a representative TiO2\/Ag-\u03b3-Al2O3, prepared by simple physical mixing of commercial anatase and Ag-\u03b3-Al2O3 catalyst, achieves an HCHO oxidation rate of 0.56 \u03bcmol gAg\u20131 s\u20131 at 55 \u00b0C, surpassing Ag-\u03b3-Al2O3 alone by over 2 orders of magnitude in performance. Combining experimental and theoretical studies further reveals a cascade reaction mechanism, in which TiO2 catalyzes the HCHO-to-methyl formate transformation via a surface OH-mediated pathway, followed by efficient methyl formate oxidation to CO2 on Ag-\u03b3-Al2O3. Particularly, the local oxygen environment over oxide surfaces is identified as a key factor governing HCHO adsorption and conversion. This work establishes a generalizable design principle for tandem catalysts and provides a data-driven framework for advancing low-temperature HCHO oxidation technologies.<\/jats:p>","DOI":"10.1021\/acs.est.6c04968","type":"journal-article","created":{"date-parts":[[2026,7,20]],"date-time":"2026-07-20T04:56:52Z","timestamp":1784523412000},"page":"21364-21374","source":"Crossref","is-referenced-by-count":0,"title":["Going beyond Conventional\nCatalytic Oxidation of Formaldehyde\nvia Machine-Learning-Accelerated Design of Oxide\u2013Silver Tandem\nCatalysts"],"prefix":"10.1021","volume":"60","author":[{"given":"Yue","family":"Ding","sequence":"first","affiliation":[{"name":"Dalian University of Technology , , ,","place":["Dalian, China, 116024"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0181-3623","authenticated-orcid":true,"given":"Hui","family":"Wang","sequence":"additional","affiliation":[{"name":"Dalian University of Technology , , ,","place":["Dalian, China, 116024"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Cui","family":"Dong","sequence":"additional","affiliation":[{"name":"Dalian University of Technology , , ,","place":["Dalian, China, 116024"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"YuChun","family":"Chang","sequence":"additional","affiliation":[{"name":"Dalian University of Technology , , ,","place":["Dalian, China, 116024"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0948-2029","authenticated-orcid":true,"given":"Zhenping","family":"Qu","sequence":"additional","affiliation":[{"name":"Dalian University of Technology , , ,","place":["Dalian, China, 116024"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"316","published-online":{"date-parts":[[2026,7,20]]},"reference":[{"issue":"2","key":"2026080409302973900_cit1","doi-asserted-by":"publisher","first-page":"122","DOI":"10.1038\/s41929-023-00911-w","article-title":"Bridging the complexity\ngap in computational heterogeneous catalysis with machine learning","volume":"6","author":"Mou","year":"2023","journal-title":"Nat. Catal."},{"issue":"1","key":"2026080409302973900_cit2","doi-asserted-by":"publisher","first-page":"22","DOI":"10.1021\/accountsmr.3c00131","article-title":"Interpretable\nmachine\nlearning for catalytic materials design toward sustainability","volume":"5","author":"Xin","year":"2024","journal-title":"Acc. Mater. Res."},{"issue":"3","key":"2026080409302973900_cit3","doi-asserted-by":"publisher","first-page":"175","DOI":"10.1038\/s41929-022-00744-z","article-title":"Interpretable machine learning for\nknowledge generation in heterogeneous catalysis","volume":"5","author":"Esterhuizen","year":"2022","journal-title":"Nat. Catal."},{"issue":"22","key":"2026080409302973900_cit4","doi-asserted-by":"publisher","DOI":"10.1002\/advs.202301020","article-title":"Machine learning descriptors\nfor data-driven catalysis study","volume":"10","author":"Mou","year":"2023","journal-title":"Adv. Sci."},{"issue":"14","key":"2026080409302973900_cit5","doi-asserted-by":"publisher","first-page":"8572","DOI":"10.1021\/acscatal.2c02291","article-title":"Open challenges\nin developing generalizable large-scale machine-learning models for\ncatalyst discovery","volume":"12","author":"Kolluru","year":"2022","journal-title":"ACS Catal."},{"issue":"1","key":"2026080409302973900_cit6","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-023-41341-3","article-title":"Accelerated discovery of multi-elemental reverse\nwater-gas shift catalysts using extrapolative machine learning approach","volume":"14","author":"Wang","year":"2023","journal-title":"Nat. Commun."},{"issue":"25","key":"2026080409302973900_cit7","doi-asserted-by":"publisher","DOI":"10.1002\/anie.202505589","article-title":"Accelerated Oxide-Zeolite Catalyst Design for Syngas Conversion by\nReaction Phase Diagram Analysis and Machine Learning","volume":"64","author":"Ye","year":"2025","journal-title":"Angew. Chem., Int. Ed."},{"issue":"8","key":"2026080409302973900_cit8","doi-asserted-by":"publisher","first-page":"6239","DOI":"10.1021\/acscatal.5c00086","article-title":"Accelerating\nHCHO-to-CO2 Conversion of a Zeolite-Ag Tandem Catalyst\nvia Adjusting Metal-Oxygen Lewis Pairs","volume":"15","author":"Wang","year":"2025","journal-title":"ACS\nCatal."},{"issue":"1","key":"2026080409302973900_cit9","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-022-29936-8","article-title":"Bifunctional zeolites-silver catalyst\nenabled tandem oxidation of formaldehyde at low temperatures","volume":"13","author":"Li","year":"2022","journal-title":"Nat. Commun."},{"issue":"2","key":"2026080409302973900_cit10","doi-asserted-by":"publisher","first-page":"1411","DOI":"10.1021\/acscatal.4c05879","article-title":"Controlled Growth of Silver Nanoparticles by Metal-Support Interaction\nfor Enhanced Tandem Catalytic Oxidation of HCHO at Low Temperature","volume":"15","author":"Ding","year":"2025","journal-title":"ACS Catal."},{"issue":"9","key":"2026080409302973900_cit11","doi-asserted-by":"publisher","first-page":"3876","DOI":"10.1039\/C2CS35378D","article-title":"Hierarchical\nporous materials: catalytic\napplications","volume":"42","author":"Parlett","year":"2013","journal-title":"Chem. Soc. Rev."},{"key":"2026080409302973900_cit12","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-026-71870-6","article-title":"Metal-metal\ninteractions in catalysis from spatial separation to physical mixtures","volume":"17","author":"Oh","year":"2026","journal-title":"Nat. Commun."},{"issue":"11","key":"2026080409302973900_cit13","doi-asserted-by":"publisher","first-page":"2585","DOI":"10.1021\/jacsau.2c00462","article-title":"Hydrocarbon products\noccluded within zeolite micropores\nimpose transport barriers that regulate br\u00f8nsted acid-catalyzed\npropene oligomerization","volume":"2","author":"Bickel","year":"2022","journal-title":"JACS Au"},{"issue":"13","key":"2026080409302973900_cit14","doi-asserted-by":"publisher","first-page":"6007","DOI":"10.1021\/jacs.9b10249","article-title":"Light olefin diffusion during the\nMTO process on H-SAPO-34: a complex interplay of molecular factors","volume":"142","author":"Cnudde","year":"2020","journal-title":"J. Am. Chem. Soc."},{"key":"2026080409302973900_cit15","doi-asserted-by":"publisher","DOI":"10.1016\/j.mcat.2026.115889","article-title":"Machine learning\nfor advanced oxidation catalysis: from descriptors to inverse design","volume":"596","author":"Li","year":"2026","journal-title":"Mol. Catal."},{"issue":"1","key":"2026080409302973900_cit16","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-023-44674-1","article-title":"Machine-learning-accelerated design\nof high-performance platinum intermetallic nanoparticle fuel cell\ncatalysts","volume":"15","author":"Yin","year":"2024","journal-title":"Nat. Commun."},{"issue":"26","key":"2026080409302973900_cit17","doi-asserted-by":"publisher","first-page":"6111","DOI":"10.1021\/acs.jpclett.1c01526","article-title":"Machine-learning-accelerated\ncatalytic activity predictions of transition metal phthalocyanine\ndual-metal-site catalysts for CO2 reduction","volume":"12","author":"Wan","year":"2021","journal-title":"J. Phys. Chem. Lett."},{"issue":"9","key":"2026080409302973900_cit18","doi-asserted-by":"publisher","first-page":"696","DOI":"10.1038\/s41929-018-0142-1","article-title":"Active learning\nacross intermetallics to guide discovery\nof electrocatalysts for CO2 reduction and H2 evolution","volume":"1","author":"Tran","year":"2018","journal-title":"Nat. Catal."},{"issue":"1","key":"2026080409302973900_cit19","doi-asserted-by":"publisher","first-page":"213","DOI":"10.1038\/s41524-025-01664-9","article-title":"Machine learning accelerated descriptor\ndesign for catalyst discovery in CO2 to methanol conversion","volume":"11","author":"Pisal","year":"2025","journal-title":"npj Comput. Mater."},{"issue":"1","key":"2026080409302973900_cit20","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-023-43118-0","article-title":"Data-driven\ndiscovery of electrocatalysts for CO2 reduction using active\nmotifs-based machine learning","volume":"14","author":"Mok","year":"2023","journal-title":"Nat. Commun."},{"issue":"19","key":"2026080409302973900_cit21","doi-asserted-by":"publisher","first-page":"8372","DOI":"10.1021\/acs.est.4c01691","article-title":"Machine-learning-assisted descriptors\nidentification for indoor formaldehyde oxidation catalysts","volume":"58","author":"Cao","year":"2024","journal-title":"Environ. Sci. Technol."},{"issue":"19","key":"2026080409302973900_cit22","doi-asserted-by":"publisher","DOI":"10.1063\/5.0007045","article-title":"CP2K: An electronic\nstructure and molecular dynamics software package-Quickstep: Efficient\nand accurate electronic structure calculations","volume":"152","author":"Ku\u0308hne","year":"2020","journal-title":"J. Chem. Phys."},{"issue":"4","key":"2026080409302973900_cit23","doi-asserted-by":"publisher","first-page":"890","DOI":"10.1103\/PhysRevLett.80.890","article-title":"Comment on \u201cGeneralized gradient approximation made simple\u2033","volume":"80","author":"Zhang","year":"1998","journal-title":"Phys. Rev. Lett."},{"issue":"18","key":"2026080409302973900_cit24","doi-asserted-by":"publisher","first-page":"3865","DOI":"10.1103\/PhysRevLett.77.3865","article-title":"Generalized\ngradient approximation\nmade simple","volume":"77","author":"Perdew","year":"1996","journal-title":"Phys. Rev. Lett."},{"issue":"3","key":"2026080409302973900_cit25","doi-asserted-by":"publisher","first-page":"1703","DOI":"10.1103\/PhysRevB.54.1703","article-title":"Separable\ndual-space Gaussian pseudopotentials","volume":"54","author":"Goedecker","year":"1996","journal-title":"Phys.\nRev. B"},{"issue":"15","key":"2026080409302973900_cit26","doi-asserted-by":"publisher","DOI":"10.1063\/1.3382344","article-title":"A consistent and accurate\nab initio parametrization of density functional dispersion correction\n(DFT-D) for the 94 elements H-Pu","volume":"132","author":"Grimme","year":"2010","journal-title":"J. Chem. Phys."},{"key":"2026080409302973900_cit27","doi-asserted-by":"publisher","DOI":"10.1016\/j.comptc.2021.113249","article-title":"Shermo: A general code\nfor calculating molecular thermochemistry\nproperties","volume":"1200","author":"Lu","year":"2021","journal-title":"Comput. Theor. Chem."},{"issue":"5","key":"2026080409302973900_cit28","doi-asserted-by":"publisher","first-page":"580","DOI":"10.1002\/jcc.22885","article-title":"Multiwfn: A multifunctional\nwavefunction analyzer","volume":"33","author":"Lu","year":"2012","journal-title":"J. Comput. Chem."},{"issue":"8","key":"2026080409302973900_cit29","doi-asserted-by":"publisher","DOI":"10.1063\/5.0216272","article-title":"A comprehensive\nelectron wavefunction analysis toolbox for chemists, Multiwfn","volume":"161","author":"Lu","year":"2024","journal-title":"J. Chem. Phys."},{"key":"2026080409302973900_cit30","first-page":"2825","article-title":"Scikit-learn: machine learning in\nPython","volume":"12","author":"Pedregosa","year":"2012","journal-title":"J. Mach. Learn. Res."},{"key":"2026080409302973900_cit31","doi-asserted-by":"crossref","unstructured":"Chen, T.; He, T.; Benesty, M.; Khotilovich, V.; Tang, Y.; Cho, H.; Chen, K.; Mitchell, R.; Cano, I.; Zhou, T.\n          Xgboost:\nextreme gradient boosting. R package version 0.4-2, 2015.","DOI":"10.32614\/CRAN.package.xgboost"},{"issue":"15","key":"2026080409302973900_cit32","doi-asserted-by":"publisher","DOI":"10.1063\/5.0005082","article-title":"Quantum ESPRESSO toward\nthe exascale","volume":"152","author":"Giannozzi","year":"2020","journal-title":"J. Chem. Phys."},{"issue":"39","key":"2026080409302973900_cit33","doi-asserted-by":"publisher","DOI":"10.1088\/0953-8984\/21\/39\/395502","article-title":"QUANTUM ESPRESSO: a\nmodular and open-source software project for quantumsimulations of\nmaterials","volume":"21","author":"Giannozzi","year":"2009","journal-title":"J. Phys.: Condens. Matter"},{"issue":"46","key":"2026080409302973900_cit34","doi-asserted-by":"publisher","DOI":"10.1088\/1361-648X\/aa8f79","article-title":"Advanced capabilities\nfor materials\nmodelling with Quantum ESPRESSO","volume":"29","author":"Giannozzi","year":"2017","journal-title":"J. Phys. Condens.\nMatter"},{"issue":"2","key":"2026080409302973900_cit35","doi-asserted-by":"publisher","first-page":"734","DOI":"10.1021\/acscatal.0c04170","article-title":"Data-driven\ndescriptor engineering\nand refined scaling relations for predicting transition metal oxide\nreactivity","volume":"11","author":"Xu","year":"2021","journal-title":"ACS Catal."},{"issue":"2","key":"2026080409302973900_cit36","doi-asserted-by":"publisher","DOI":"10.1002\/anie.202414314","article-title":"Screening\nof silver-based single-atom\nalloy catalysts for NO electroreduction to NH3 by DFT calculations\nand machine learning","volume":"137","author":"Liu","year":"2025","journal-title":"Angew. Chem., Int. Ed."},{"key":"2026080409302973900_cit37","unstructured":"Lundberg, S. M.; Lee, S.-I.\n          A unified approach\nto interpreting model predictions.  NeurIPS, 2017."},{"issue":"1","key":"2026080409302973900_cit38","doi-asserted-by":"publisher","first-page":"56","DOI":"10.1038\/s42256-019-0138-9","article-title":"From local\nexplanations to global\nunderstanding with explainable AI for trees","volume":"2","author":"Lundberg","year":"2020","journal-title":"Nat. Mach. Intell."},{"issue":"26","key":"2026080409302973900_cit39","doi-asserted-by":"publisher","first-page":"22806","DOI":"10.1021\/jacs.5c04572","article-title":"Enhancing\nwater oxidation performance of transition\nmetal oxides by atomically precise heteroatom doping","volume":"147","author":"Zhang","year":"2025","journal-title":"J. Am. Chem. Soc."},{"issue":"8","key":"2026080409302973900_cit40","doi-asserted-by":"publisher","first-page":"5936","DOI":"10.1021\/acscatal.3c06234","article-title":"Local Electronic\nStructure Modulation of Interfacial Oxygen Vacancies Promotes the\nOxygen Activation Capacity of Pt\/Ce1-xMxO2\u2013\u03b4","volume":"14","author":"Yang","year":"2024","journal-title":"ACS\nCatal."},{"issue":"14","key":"2026080409302973900_cit41","doi-asserted-by":"publisher","first-page":"5132","DOI":"10.1021\/acs.jpcc.6c00625","article-title":"Modulating Metal-Support\nElectronic\nInteractions Enhances CO Oxidation Activity on Pt\/TiO2","volume":"130","author":"He","year":"2026","journal-title":"J. Phys. Chem. C"},{"issue":"12","key":"2026080409302973900_cit42","doi-asserted-by":"publisher","first-page":"1625","DOI":"10.2478\/s11696-014-0624-9","article-title":"Adsorption,\nchemisorption, and catalysis","volume":"68","author":"Kra\u0301lik","year":"2014","journal-title":"Chem. Pap."},{"key":"2026080409302973900_cit43","volume-title":"Adsorption and Catalysis\non Transition Metals and Yheir Oxides","author":"Kiselev","year":"2012"},{"key":"2026080409302973900_cit44","volume-title":"The Theory of Adsorption\nand Catalysis","author":"Clark","year":"2018"},{"issue":"1","key":"2026080409302973900_cit45","doi-asserted-by":"publisher","DOI":"10.1038\/srep12950","article-title":"Effect of\nsupport on the activity of Ag-based catalysts for formaldehyde\noxidation","volume":"5","author":"Zhang","year":"2015","journal-title":"Sci. Rep."},{"key":"2026080409302973900_cit46","doi-asserted-by":"publisher","first-page":"2480","DOI":"10.1016\/j.cej.2017.11.121","article-title":"Ag supported on CeO2 with different morphologies for the\ncatalytic oxidation of HCHO","volume":"334","author":"Yu","year":"2018","journal-title":"Chem. Eng. J."},{"key":"2026080409302973900_cit47","doi-asserted-by":"publisher","DOI":"10.1016\/j.apsusc.2020.145910","article-title":"Catalytic activity\nof gold-silver nanoalloys for HCHO oxidation: Effect of hydroxyl and\nparticle size","volume":"513","author":"Xu","year":"2020","journal-title":"Appl. Surf. Sci."},{"key":"2026080409302973900_cit48","doi-asserted-by":"publisher","DOI":"10.1016\/j.apcata.2020.117705","article-title":"Effect of Al2O3 phase on the catalytic performance\nfor HCHO oxidation over Ag\/Al2O3 catalysts","volume":"602","author":"Wang","year":"2020","journal-title":"Appl. Catal.,\nA"},{"key":"2026080409302973900_cit49","doi-asserted-by":"publisher","first-page":"729","DOI":"10.1016\/j.cej.2012.06.103","article-title":"Catalytic formaldehyde\nremoval by \u201cstorage-oxidation\u201d\ncycling process over supported silver catalysts","volume":"200-202","author":"Shi","year":"2012","journal-title":"Chem. Eng. J."},{"key":"2026080409302973900_cit50","doi-asserted-by":"publisher","first-page":"36","DOI":"10.1016\/j.apcatb.2013.10.039","article-title":"Ag\/CeO2 nanospheres: Efficient catalysts for formaldehyde oxidation","volume":"148-149","author":"Ma","year":"2014","journal-title":"Appl. Catal., B"},{"key":"2026080409302973900_cit51","doi-asserted-by":"publisher","first-page":"257","DOI":"10.1016\/j.cattod.2016.02.040","article-title":"Promotion\nof formaldehyde oxidation over Ag catalyst by Fe doped MnOx support at room temperature","volume":"277","author":"Li","year":"2016","journal-title":"Catal. Today"},{"key":"2026080409302973900_cit52","doi-asserted-by":"publisher","first-page":"838","DOI":"10.1016\/j.apcatb.2013.06.025","article-title":"Identification of reaction\nintermediates and mechanism responsible for highly active HCHO oxidation\non Ag\/MCM-41 catalysts","volume":"142\u2013143","author":"Chen","year":"2013","journal-title":"Appl. Catal., B"},{"key":"2026080409302973900_cit53","doi-asserted-by":"publisher","first-page":"98","DOI":"10.1016\/j.molcata.2015.04.014","article-title":"Effect of\noxygen pretreatment on the surface catalytic oxidation of HCHO on\nAg\/MCM-41 catalysts","volume":"404\u2013405","author":"Chen","year":"2015","journal-title":"J. Mol. Catal. A"},{"issue":"8","key":"2026080409302973900_cit54","doi-asserted-by":"publisher","first-page":"2753","DOI":"10.1021\/cs5006663","article-title":"Positive effects of\nK+ ions on three-dimensional mesoporous\nAg\/Co3O4 catalyst for HCHO oxidation","volume":"4","author":"Bai","year":"2014","journal-title":"ACS Catal."},{"issue":"3","key":"2026080409302973900_cit55","doi-asserted-by":"publisher","first-page":"1753","DOI":"10.1021\/acscatal.8b04272","article-title":"Role of the\nacid site for selective catalytic oxidation\nof NH3 over Au\/Nb2O5","volume":"9","author":"Lin","year":"2019","journal-title":"ACS Catal."},{"issue":"1","key":"2026080409302973900_cit56","doi-asserted-by":"publisher","first-page":"345","DOI":"10.1021\/acscatal.8b04068","article-title":"Photocatalysis with\nreduced TiO2: from black TiO2 to cocatalyst-free\nhydrogen production","volume":"9","author":"Naldoni","year":"2019","journal-title":"ACS Catal."},{"issue":"12","key":"2026080409302973900_cit57","doi-asserted-by":"publisher","first-page":"1514","DOI":"10.3390\/catal11121514","article-title":"Application of EPR spectroscopy in\nTiO2 and Nb2O5 photocatalysis","volume":"11","author":"Al-Madanat","year":"2021","journal-title":"Catalysts"},{"issue":"3","key":"2026080409302973900_cit58","doi-asserted-by":"publisher","first-page":"405","DOI":"10.1021\/cm303502b","article-title":"Anatase TiO2 single crystals\nexposed with high-reactive {111} facets toward efficient H2 evolution","volume":"25","author":"Xu","year":"2013","journal-title":"Chem. Mater."},{"issue":"15","key":"2026080409302973900_cit59","doi-asserted-by":"publisher","first-page":"10916","DOI":"10.1021\/acs.est.2c01278","article-title":"Effect of\nhydroxyl groups on metal anchoring and formaldehyde oxidation performance\nof Pt\/Al2O3","volume":"56","author":"Zhang","year":"2022","journal-title":"Environ.\nSci. Technol."},{"issue":"23","key":"2026080409302973900_cit60","doi-asserted-by":"publisher","first-page":"17331","DOI":"10.1021\/acs.est.2c07099","article-title":"Electronic\nmodification by transitional metal dopants to tune the oxidation activity\nof Pt-CeO2-based catalysts","volume":"56","author":"Zhang","year":"2022","journal-title":"Environ.\nSci. Technol."},{"issue":"3","key":"2026080409302973900_cit61","doi-asserted-by":"publisher","first-page":"371","DOI":"10.1016\/0166-9834(84)80008-1","article-title":"Dimerization\nof formaldehyde to methyl formate on SnO2-WO3 catalysts","volume":"9","author":"Ai","year":"1984","journal-title":"Appl. Catal."},{"issue":"21","key":"2026080409302973900_cit62","doi-asserted-by":"publisher","first-page":"1931","DOI":"10.1002\/jcc.26353","article-title":"LOBSTER: Local\norbital projections, atomic charges,\nand chemical-bonding analysis from projector-augmented-wave-based\ndensity-functional theory","volume":"41","author":"Nelson","year":"2020","journal-title":"J. Comput. Chem."},{"issue":"11","key":"2026080409302973900_cit63","doi-asserted-by":"publisher","first-page":"1030","DOI":"10.1002\/jcc.24300","article-title":"LOBSTER: a\ntool to extract chemical bonding from plane-wave based DFT","volume":"37","author":"Maintz","year":"2016","journal-title":"J. Comput. Chem."}],"container-title":["Environmental Science &amp;\nTechnology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/pubs.acs.org\/doi\/pdf\/10.1021\/acs.est.6c04968","content-type":"application\/pdf","content-version":"vor","intended-application":"unspecified"},{"URL":"https:\/\/pubs.acs.org\/esthag\/article-pdf\/60\/30\/21364\/66031470\/acs.est.6c04968.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/pubs.acs.org\/esthag\/article-pdf\/60\/30\/21364\/66031470\/acs.est.6c04968.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,8,4]],"date-time":"2026-08-04T13:30:44Z","timestamp":1785850244000},"score":1,"resource":{"primary":{"URL":"https:\/\/pubs.acs.org\/esthag\/article\/60\/30\/21364\/5215617\/Going-beyond-Conventional-Catalytic-Oxidation-of"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7,20]]},"references-count":63,"journal-issue":{"issue":"30","published-online":{"date-parts":[[2026,7,20]]},"published-print":{"date-parts":[[2026,8,4]]}},"URL":"https:\/\/doi.org\/10.1021\/acs.est.6c04968","relation":{},"ISSN":["0013-936X","1520-5851"],"issn-type":[{"value":"0013-936X","type":"print"},{"value":"1520-5851","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,7,20]]}}}