Body mass index and food neophilia as correlates of snack portion size selection: a cross-sectional behavioral study
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Published: May 27, 2026
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Page: 955-963
Abstract
This study examined the association between Body Mass Index (BMI) and Food Neophilia with snack portion selection size among undergraduate students. A quantitative cross-sectional design with a behavioral measurement approach was applied. An a priori power analysis using G*Power indicated a minimum sample size of 107 participants (power = 0.95, α = 0.05), and a total of 115 students from the Faculty of Education and Psychology, Universitas Negeri Semarang, participated in the study. snack portion size selection was assessed using a real-food buffet consisting of four snack items, while Food Neophilia was measured using the Variety Seeking Tendency (VARSEEK) Scale. BMI was calculated based on participants weight and height measurements obtained using provided weighing scales and measuring tapes. Data were analyzed using multiple linear regression after all statistical assumptions were met. The results showed that Food Neophilia was negatively associated with portion size (β = -0.0776; 95% CI [-0.1234, -0.0317], p < 0.001), indicating that individuals with higher levels of Food Neophilia tended to select smaller snack portions. Although BMI showed a positive association with portion size (β = 0.0451; 95% CI [-0.0016, 0.0917], p = 0.058), the relationship became weaker after controlling for gender. In addition, male participants tended to select larger snack portions than female participants (β = 0.9516; 95% CI [0.4778, 1.4252], p < 0.001). The model explained 26.4% of the variance in portion size (R² = 0.264). These findings suggest that snack portion size selection may be influenced by a combination of psychological, demographic, and physiological factors, although the association between BMI and portion size became weaker after controlling for gender. The study highlights the importance of considering food-related personality traits and demographic characteristics in understanding eating behavior and supports further research involving more diverse populations.
- Portion size selection; Body Mass Indeks; Food Choice Behavior; Snack intake; Variety-seeking

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- Almiron-Roig, E., Navas-Carretero, S., Emery, P., & Martínez, J. A. (2018). Research Into Food Portion Size: Methodological Aspects And Applications. Food & Function. Https://Doi.Org/10.1039/C7fo01430a
- Berlyne, D. E. (1960). Toward A Theory Of Exploratory Behavior: Ii. Arousal Potential, Perceptual Curiosity, And Learning. Mcgraw-Hill Book Company, 193–227. Https://Doi.Org/10.1037/11164-008
- Cappellotto, M., & Olsen, A. (2021). Food Texture Acceptance, Sensory Sensitivity, And Food Neophobia In Children And Their Parents. Foods, 10(10). Https://Doi.Org/10.3390/Foods10102327
- Durma, A. C., Sosnowska, M., Durma, A. D., Śmiałowski, A., & Czupryniak, L. (2025). Analysis Of Food Perception In Slim, Overweight, Or Obese Individuals. Nutrients, 17(13). Https://Doi.Org/10.3390/Nu17132054
- Duszka, K., Hechenberger, M., Dolak, I., Kobiljak, D., & König, J. (2022). Gender, Age, Hunger, And Body Mass Index As Factors Influencing Portion Size Estimation And Ideal Portion Sizes. Frontiers In Psychology, 13. Https://Doi.Org/10.3389/Fpsyg.2022.873835
- Faul, F., Erdfelder, E. Buchner, A., & Lang, A. G. (2009). Statistical Power Analyses Using G*Power 3.1: Tests For Correlation And Regression Analyses. Behavior Research Methods, 41(4), 1149–1160. Https://Doi.Org/10.3758/Brm.41.4.1149
- Flieh, S. M., Miguel-Berges, M. L., González-Gil, E. M., Gottrand, F., & Censi, L. (2021). Association Between Portion Size And Body Composition: Helena Study. Nutrients, 13. Https://Doi.Org/10.3390/Nu13030954
- Fruh, S. M. (2017). Obesity: Risk Factors, Complications, And Strategies For Sustainable Long-Term Weight Management. Journal Of The American Association Of Nurse Practitioners, 29(S3), S3–S14. Https://Doi.Org/10.1002/2327-6924.12510
- Godefroy, V., Champel, C., Trinchera, L., & Rigal, N. (2018). Effects Of Parental Food Restriction On Child Overweight. Appetite, 123, 82–90. Https://Doi.Org/10.1016/J.Appet.2017.12.008
- Hajishizari, S., Imani, H., Mehranfar, S., Saeed Yekaninejad, M., Mirzababaei, A., Clark, C. C. T., & Mirzaei, K. (2022). The Association Of Appetite And Hormones (Leptin, Ghrelin, And Insulin) With Resting Metabolic Rate In Overweight/ Obese Women: A Case–Control Study. Bmc Nutrition, 8(1). Https://Doi.Org/10.1186/S40795-022-00531-W
- Hallberg, S. J., Gershuni, V. M., & Athinarayanan, S. J. (2019). Reversing Type 2 Diabetes: A Narrative Review Of The Evidence. Nutrients, 11(4), 1–16. Https://Doi.Org/10.3390/Nu11040766
- Hartati, Y., Yulianto, Y., Wijaya, K., & Imelda, I. (2023). Gambaran Besar Porsi Dan Asupan Zat Gizi. Jurnal Pustaka Padi. Https://Doi.Org/10.55382/Jurnalpustakapadi.V2i3.657
- Heatherton, T. F., & Baumeister, R. F. (1996). Self-Regulation Failure: Past, Present, And Future. Psychological Inquiry, 7(1), 90–98. Https://Doi.Org/10.1207/S15327965pli0701_20
- Hermawan, D., Muhani, S. N., & Sari, S. N. (2020). Mengenal Obesitas. Penerbit Andi. Isbn: 978-623-01-0763-4
- Jeon, S. Y., & Kim, K. O. (2018). Effect Of Portion Size On Long-Term Acceptability As Affected By Consumers’ Neophobia Level: A Case Study On Flavored Green-Tea Drinks. Food Quality And Preference, 63, 63–72. Https://Doi.Org/10.1016/J.Foodqual.2017.07.014
- Kadir, S. (2019). Pola Makan Dan Kejadian Hipertensi. Jambura Health And Sport Journal. Https://Doi.Org/10.37311/Jhsj.V1i2.2469
- Kang, M., Park, S. Y., Boushey, C. J., Wilkens, L. R., Monroe, K. R., Le Marchand, L., Kolonel, L. N., Murphy, S. P., & Paik, H. Y. (2018). Portion Sizes From 24-Hour Dietary Recalls Differed By Sex Among Those Who Selected The Same Portion Size Category On A Food Frequency Questionnaire. Journal Of The Academy Of Nutrition And Dietetics, 118(9), 1711–1718. Https://Doi.Org/10.1016/J.Jand.2018.02.014
- Badan Kebijakan Pembangunan Kesehatan. (2023). Hasil Survei Kesehatan Indonesia (Ski) 2023. Kementerian Kesehatan Republik Indonesia. Https://Www.Badankebijakan.Kemkes.Go.Id/Hasil-Ski-2023/
- Knaapila, A. J., Sandell, M. A., Vaarno, J., Hoppu, U., Puolimatka, T., Kaljonen, A., & Lagström, H. (2015). Food Neophobia Associates With Lower Dietary Quality And Higher Bmi In Finnish Adults. Public Health Nutrition, 18(12), 2161–2171. Https://Doi.Org/10.1017/S1368980014003024
- Langlet, B., Bach, M. T., Odegi, D., Fagerberg, P., Ioakimidis, I., Langlet, B., Bach, M. T., Odegi, D., Fagerberg, P., & Ioakimidis, I. (2018). The Effect Of Food Unit Sizes And Meal Serving Occasions On Eating Behaviour Characteristics: Within Person Randomised Crossover Studies On Healthy Women. Nutrients 2018, Vol. 10, 10(7). Https://Doi.Org/10.3390/Nu10070880
- Latimer, L. A., Pope, L., & Wansink, B. (2015). Food Neophiles: Profiling The Adventurous Eater. Obesity, 23(8), 1577–1581. Https://Doi.Org/10.1002/Oby.21154
- Liu, Q., Allman-Farinelli, M., & Rangan, A. (2025). Differences Between The Normal And Perceived Appropriate Portion Sizes Of Discretionary Foods. European Journal Of Clinical Nutrition, 79(5), 419–426. Https://Doi.Org/10.1038/S41430-025-01569-2
- Loporcaro, G., & Baldassarre, F. (2017). Raffaele Campo The Effects Of Food Aesthetics On Consumers. Visual Stimuli And Food Marketing. Dubrovnik International Economic Meeting Diem. E-Issn 1849-5206.
- Maslin, K., Grimshaw, K., Oliver, E., Roberts, G., Arshad, S. H., Dean, T., Grundy, J., Glasbey, G., & Venter, C. (2016). Taste Preference, Food Neophobia And Nutritional Intake In Children Consuming A Cows’ Milk Exclusion Diet: A Prospective Study. Journal Of Human Nutrition And Dietetics, 29(6), 786–796. Https://Doi.Org/10.1111/Jhn.12387
- Migliore, G., Farina, V., Tinervia, S., Matranga, G., & Schifani, G. (2017). Consumer Interest Towards Tropical Fruit: Factors Affecting Avocado Fruit Consumption In Italy. Agricultural And Food Economics 2017 5:1, 5(1), 24-. Https://Doi.Org/10.1186/S40100-017-0095-8
- Miko, A., & Pratiwi, M. (2017). Hubungan Pola Makan Dan Aktivitas Fisik Dengan Kejadian Obesitas Mahasiswa Poltekkes Kemenkes Aceh. Action: Aceh Nutrition Journal, 2(1). Https://Doi.Org/10.30867/Action.V2i1.29
- Pereira, J. L., Mendes, A., Crispim, S., Marchioni, D., & Fisberg, R. (2016). Association Of Overweight With Food Portion Size Among Adults Of São Paulo. Plos One. Https://Doi.Org/10.1371/Journal.Pone.0164127
- Phelps, N. H., Singleton, R. K., Zhou, B., Heap, R. A., Mishra, A., Bennett, J. E. (2024). Worldwide Trends In Underweight And Obesity From 1990 To 2022. The Lancet, 403(10431), 1027–1050. Https://Doi.Org/10.1016/S0140-6736(23)02750-2
- Premordia, I., & Gál, T. (2023). Food Neophilics’ Choice Of An Ethnic Restaurant: The Moderating Role Of Authenticity. Plos One, 18(5), E0281453. Https://Doi.Org/10.1371/Journal.Pone.0281453
- Reily, N. M., Herman, C. P., & Vartanian, L. R. (2016). Portion-Size Preference As A Function Of Individuals’ Body Mass Index. Obesity Science And Practice, 2(3), 241–247. Https://Doi.Org/10.1002/Osp4.59
- Rippin, H. L., Hutchinson, J., Jewell, J., Breda, J. J., & Cade, J. E. (2018). Portion Size Of Energy-Dense Foods In French And Uk Adults By Bmi Status: Is There An Association Between Portion Size And Bmi? Nutrition Society, 10–12. Https://Doi.Org/10.1017/S0029665118001878
- Ruby, M. B., Alvarenga, M. S., & Rozin, P. (2024). Differences In Portion Sizes In Brazil, France, And The Usa. Foods, 13(3). Https://Doi.Org/10.3390/Foods13030455
- Seo, S., & Kim, M. K. (2023). Consumers’ Neophobic And Variety-Seeking Tendency In Food Choices According To Their Fashion Involvement Status: An Exploratory Study Of Korean Consumers. Foods, 12(9). Https://Doi.Org/10.3390/Foods12091878
- Siegrist, M., Hartmann, C., & Keller, C. (2013). Antecedents Of Food Neophobia And Its Association With Eating Behavior And Food Choices. Food Quality And Preference, 30(2), 293–298. Https://Doi.Org/10.1016/J.Foodqual.2013.06.013
- Spence, M., Stancu, V., Dean, M., Livingstone, M. B. E., Gibney, E. R., & Lähteenmäki, L. (2016). Are Food-Related Perceptions Associated With Meal Portion Size Decisions? A Cross-Sectional Study. Appetite, 103, 377–385. Https://Doi.Org/10.1016/J.Appet.2016.04.039
- Stubbs, R. J., Horgan, G. W., & Blundell, J. E. (2023). Diet Composition And Energy Intake In Humans. Philosophical Transactions Of The Royal Society B: Biological Sciences, 378(1888), 20220449. Https://Doi.Org/10.1098/Rstb.2022.0449.
- Tarinc, A., Aytekin, A., Ozbek, O. T., Ergün, G. S., Keles, A., Uslu, F., Keles, H., & Yayla, O. (2023). How Do Food Neophobia And Neophilia Moderate The Effect Of Local Food Quality On Dining Satisfaction And Post-Dining Behavioral Intention In The Perspective Of Sustainable Gastronomy Tourism?. Sustainability, 15(12). Https://Doi.Org/10.3390/Su15129510
- Trijp, H. C. M., & Steenkamp, J. E. B. M. (1992). Consumers’ Variety Seeking Tendency With Respect To Foods: Measurement And Managerial Implications. European Review Of Agricultural Economics, 19(2), 181–195. Https://Doi.Org/10.1093/Erae/19.2.181
- Wortmann, H. R., Gisch, U. A., Bergmann, M. M., & Warschburger, P. (2023). Exploring The Longitudinal Stability Of Food Neophilia And Dietary Quality And Their Prospective Relationship In Older Adults: A Cross-Lagged Panel Analysis. Nutrients, 15(5). Https://Doi.Org/10.3390/Nu15051248
- Wortmann, H. R., Gisch, U. A., & Warschburger, P. (2021). Psychometric Evaluation Of The German Version Of The Variety Seeking Tendency Scale (Varseek). Food Quality And Preference, 94, 104319. Https://Doi.Org/10.1016/J.Foodqual.2021.104319