{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,14]],"date-time":"2026-10-14T13:44:14Z","timestamp":1791985454135,"version":"4.4.0"},"reference-count":149,"publisher":"Wiley","issue":"19","license":[{"start":{"date-parts":[[2026,10,7]],"date-time":"2026-10-07T00:00:00Z","timestamp":1791331200000},"content-version":"vor","delay-in-days":6,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"},{"start":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T00:00:00Z","timestamp":1790812800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/doi.wiley.com\/10.1002\/tdm_license_1.1"}],"content-domain":{"domain":["aces.onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Chemistry \u0097 An Asian Journal"],"published-print":{"date-parts":[[2026,10]]},"abstract":"<jats:title>ABSTRACT<\/jats:title>\n                  <jats:p>\n                    Semiconductor metal oxide (SMOX) gas sensors are attractive platforms for detecting volatile organic compounds, greenhouse gases, and hazardous organophosphorus compounds owing to their low cost, structural simplicity, miniaturization potential, and high sensitivity. However, their practical application remains limited by high operating temperatures, poor selectivity, humidity interference, and an incomplete understanding of surface reaction mechanisms. This review discusses recent advances in resistance\u2010change\u2010type SMOX gas sensors from the integrated viewpoints of materials chemistry,\n                    <jats:italic>operando<\/jats:italic>\n                    mechanistic analysis, and data\u2010driven gas identification. Representative n\u2010type oxides, including ZnO, SnO\n                    <jats:sub>2<\/jats:sub>\n                    , WO\n                    <jats:sub>3<\/jats:sub>\n                    , In\n                    <jats:sub>2<\/jats:sub>\n                    O\n                    <jats:sub>3<\/jats:sub>\n                    , and TiO\n                    <jats:sub>2<\/jats:sub>\n                    , are considered, with ZnO highlighted as a model system for examining crystal\u2010facet engineering, oxygen\u2010vacancy regulation, nanostructure design, noble\u2010metal modification, and heterojunction formation. Particular attention is given to the detection of ethanol, acetone, toluene, nitrous oxide, and dimethyl methylphosphonate as chemically distinct target analytes.\n                    <jats:italic>Operando<\/jats:italic>\n                    spectroscopy and density functional theory (DFT) calculations are discussed as powerful tools for clarifying adsorbed species, reaction intermediates, lattice oxygen participation, and electronic\u2010structure evolution under working conditions. Finally, machine learning (ML)\u2010assisted analysis of multidimensional sensing signals is reviewed as an emerging strategy for improving selectivity and quantitative recognition. This review provides a unified chemical perspective for the rational design of next\u2010generation SMOX gas sensors.\n                  <\/jats:p>","DOI":"10.1002\/asia.71004","type":"journal-article","created":{"date-parts":[[2026,10,8]],"date-time":"2026-10-08T04:02:42Z","timestamp":1791432162000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Semiconducting Metal Oxide Gas Sensors for VOCs, N\n                    <sub>2<\/sub>\n                    O, and Organophosphorus Compounds: Materials Design,\n                    <i>Operando<\/i>\n                    Mechanistic Insights, and Data\u2010Driven Selective Detection"],"prefix":"10.1002","volume":"21","author":[{"given":"Soki","family":"Yoneda","sequence":"first","affiliation":[{"name":"Department of Applied Chemistry and Biochemistry Graduate School of Science and Technology Kumamoto University  Kumamoto 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