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Research on the typical flavor characteristics, textural properties, and their influencing factors of\n                      <jats:italic>Chouguiyu<\/jats:italic>\n                      is of great significance for understanding the fermentation mechanism of this traditional food and guiding the development direction of the industry. However, there is currently a lack of literature reviews on this unique product. This review systematically summarizes the volatile odor profile of\n                      <jats:italic>Chouguiyu<\/jats:italic>\n                      and its evolution during processing, the composition of the microbial community and its contribution to the flavor profile, as well as the texture characteristics of the food and its formation mechanism. This review provides new insights for\n                      <jats:italic>Chouguiyu<\/jats:italic>\n                      research and development. Future research should focus on the optimization of processing technology for\n                      <jats:italic>Chouguiyu<\/jats:italic>\n                      and the identification of microbial functions and functional strains, so as to meet the demand for high\u2010quality fermented fish products.\n                    <\/jats:p>\n                  <\/jats:sec>","DOI":"10.1111\/1750-3841.71301","type":"journal-article","created":{"date-parts":[[2026,7,14]],"date-time":"2026-07-14T11:47:08Z","timestamp":1784029628000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Unveiling\n                    <i>Chouguiyu<\/i>\n                    : A Review of Flavor Development, Microbial Dynamics, and Texture Formation in Fermented Mandarin Fish"],"prefix":"10.1111","volume":"91","author":[{"given":"Tongtong","family":"Mo","sequence":"first","affiliation":[{"name":"Guangdong Teachers College of Foreign Languages and Arts  Guangzhou China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yonghua","family":"Yan","sequence":"additional","affiliation":[{"name":"Guangdong Provincial South China Technology Commercialization Center Co., Ltd.  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