A study on the relationship between orthorexia and lateral thinking using machine learning

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dc.contributor.authorOzden, Gurkan
dc.contributor.authorAktur, Seher Cevik
dc.contributor.authorSaritas, Seyhan Citlik
dc.contributor.authorSeri, Emine Kaplan
dc.date.accessioned2026-04-04T13:31:19Z
dc.date.available2026-04-04T13:31:19Z
dc.date.issued2024
dc.departmentİnönü Üniversitesi
dc.description.abstractIntroduction and objectives: Orthorexia, one of the most important health problems today, is an unhealthy attachment to a healthy diet. This study aimed to investigate the relationship between lateral thinking disposition and orthorexia using classical statistical methods and machine learning. Material and methods: This descriptive study was conducted between June and October 2020 with nursing students at a college in eastern Turkey. Relationship between lateral thinking and orthorexia and agreement between classical statistical methods and machine learning methods. Results: BMI, gender, predisposition to lateral thinking, and family income were identified as important predictors of orthorexia. The deep learning algorithm provided more efficient results than the regression analysis and other machine learning algorithms (accuracy=66.0%, AUC=0.71). Conclusions: In eating disorder studies, such as ON, machine learning can help interpret complex relationships more accurately.
dc.identifier.doi10.3306/AJHS.2024.39.05.137
dc.identifier.issn1579-5853
dc.identifier.issn2255-0569
dc.identifier.issue5
dc.identifier.orcid0000-0002-2775-3163
dc.identifier.urihttps://doi.org/10.3306/AJHS.2024.39.05.137
dc.identifier.urihttps://hdl.handle.net/11616/108723
dc.identifier.volume39
dc.identifier.wosWOS:001343128500016
dc.identifier.wosqualityQ3
dc.indekslendigikaynakWeb of Science
dc.language.isoen
dc.publisherReial Acad Medicina Illes Balears
dc.relation.ispartofMedicina Balear
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_WOS_20250329
dc.subjectLateral Thinking
dc.subjectOrthorexia Nervosa
dc.subjectMachine Learning
dc.subjectDeep Learning
dc.subjectNursing
dc.titleA study on the relationship between orthorexia and lateral thinking using machine learning
dc.typeArticle

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