{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,2]],"date-time":"2026-09-02T18:14:20Z","timestamp":1788372860881,"version":"build-2803163510"},"reference-count":54,"publisher":"MDPI AG","issue":"23","license":[{"start":{"date-parts":[[2025,11,21]],"date-time":"2025-11-21T00:00:00Z","timestamp":1763683200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"R&D&I support program of CES Don Bosco"},{"DOI":"10.13039\/501100004960","name":"Universidad Aut\u00f3noma del Estado de M\u00e9xico","doi-asserted-by":"publisher","award":["6937\/2023SF"],"award-info":[{"award-number":["6937\/2023SF"]}],"id":[{"id":"10.13039\/501100004960","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Nutrients"],"abstract":"<jats:p>Background: University students often display unhealthy eating habits shaped by economic, cultural, and psychosocial factors. These behaviors increase risks of chronic and mental disorders. The COVID-19 pandemic further changed their diet and physical activity (PA) habits, highlighting the need to identify determinants of diet quality (DQ). Objective: The objective of this study is to identify risk profiles of poor DQ among university students from Chile, Mexico, Spain, and Italy through multivariate segmentation analysis. Methods: A cross-sectional predictive study was conducted among 686 university students (60.8% women; mean age = 22.4 \u00b1 5.1 years) using an online questionnaire on sociodemographic, academic, health, and lifestyle factors, including PA (IPAQ-SF\u00ae) and DQ (HEI). Analyses included descriptive, inferential, and decision tree (CHAID and CART) models. Results: Significant differences in HEI scores (p &lt; 0.001) were observed by country, field of study, academic year, and PA level. Chilean and Mexican students had the lowest DQ. Both models achieved high overall accuracy (\u224891%), but balanced accuracy was around 50%, reflecting limited discrimination of healthy diet profiles and underscoring their exploratory value for identifying at-risk subgroups rather than precise prediction. CART identified country of residence and socioeconomic status as the primary determinants of poor diet quality (DQ), while CHAID highlighted field of study and socioeconomic status, with PA and BMI contributing at secondary levels. Conclusions: The results emphasize adapting public health strategies to local contexts\u2014promoting Mediterranean-style diets in European universities and improving access to affordable healthy foods in Latin American campuses, complemented by campus initiatives integrating nutrition education, physical activity, and psychosocial support.<\/jats:p>","DOI":"10.3390\/nu17233639","type":"journal-article","created":{"date-parts":[[2025,11,21]],"date-time":"2025-11-21T11:04:31Z","timestamp":1763723071000},"page":"3639","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Risk Profiles of Poor Diet Quality Among University Students: A Multivariate Segmentation Analysis"],"prefix":"10.3390","volume":"17","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2118-0568","authenticated-orcid":false,"given":"Luis","family":"Moral-Moreno","sequence":"first","affiliation":[{"name":"Departamento de Did\u00e1ctica de la Expresi\u00f3n Musical, Pl\u00e1stica y Corporal, Centro de Ense\u00f1anza Superior Don Bosco, Mar\u00eda Auxiliadora, 9, 28040 Madrid, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Elizabeth","family":"Flores-Ferro","sequence":"additional","affiliation":[{"name":"Escuela de Ciencias y Tecnolog\u00eda Educativa, Facultad de Educaci\u00f3n, Universidad Cat\u00f3lica Silva Henr\u00edquez, General Jofr\u00e9, 462, Santiago 8330225, Chile"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fernando Maureira","family":"Cid","sequence":"additional","affiliation":[{"name":"Departamento de Educaci\u00f3n F\u00edsica, Deportes y Recreaci\u00f3n, Universidad Metropolitana de Ciencias de la Educaci\u00f3n, Av. Jos\u00e9 Pedro Alessandri, 774, \u00d1u\u00f1oa, Santiago 7760197, Chile"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ivonne","family":"Vizcarra","sequence":"additional","affiliation":[{"name":"Instituto de Ciencias Agropecuarias y Rurales (ICAR), Universidad Aut\u00f3noma del Estado de M\u00e9xico, Instituto Literario 100 Col. Centro, Toluca 50000, Mexico"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alejandra D.","family":"Ben\u00edtez-Arciniega","sequence":"additional","affiliation":[{"name":"Instituto de Ciencias Agropecuarias y Rurales (ICAR), Universidad Aut\u00f3noma del Estado de M\u00e9xico, Instituto Literario 100 Col. Centro, Toluca 50000, Mexico"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9114-0962","authenticated-orcid":false,"given":"Edna Graciela","family":"Garc\u00eda","sequence":"additional","affiliation":[{"name":"Instituto de Ciencias Agropecuarias y Rurales (ICAR), Universidad Aut\u00f3noma del Estado de M\u00e9xico, Instituto Literario 100 Col. 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