Past, present, and future of computer-tailored nutrition education
Open accessAbstract
Computer-tailored nutrition education is an innovative and promising tool to motivate people to make healthy dietary changes. It provides respondents with individualized feedback about their dietary behaviors, motivations, attitudes, norms, and skills and mimics the process of "person-to-person" dietary counseling. The available evidence indicates that computer-tailored nutrition education is more effective in motivating people to make dietary changes than general nutrition information, especially for reduction of dietary fat. The effectiveness of computer tailoring has been attributed to the fact that individualized feedback commands greater attention, is processed more intensively, contains less redundant information, and is appreciated better than more general intervention materials. Interactive technology (eg, the Internet, the World Wide Web) offers good opportunities for the application of computer-tailored nutrition education, and a first controlled study of Web-based computer tailoring shows promising results. However, using the Web for interactive personalized nutrition education also presents new challenges.
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Personalizing or tailoring content to a user's specific needs or desires has been shown to affect behavior change and outcome.
“The ability to personalize or tailor the content to a user’s specific needs or desires has already been shown to have an impact on behavior change and outcome [40, 41].”
From A Behavior Change Model for Internet Interventions (2009) · cites this paper as [40]
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Cites
The Handbook of Social Psychology
Gravatt, A. E., Lindzey, G. E., & Aronson, F. (1969) · The Family Coordinator · doi:10.2307/582242 · Cited by 12,518 · see citing works
The Elaboration Likelihood Model of Persuasion
Petty, R. E., & Cacioppo, J. T. (1986) · Advances in Experimental Social Psychology · doi:10.1016/s0065-2601(08)60214-2 · Cited by 8,822 · see citing works
The Transtheoretical Model of Health Behavior Change.
Prochaska, J. O., & Velicer, W. F. (1997) · American Journal of Health Promotion · doi:10.4278/0890-1171-12.1.38 · Cited by 7,782 · see citing works
Unrealistic optimism about future life events
Weinstein, N. D. (1980) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.39.5.806 · Cited by 4,999 · see citing works
Menaghan, E. G. (2004) · Contemporary Sociology A Journal of Reviews · doi:10.1177/009430610403300625 · Cited by 2,799 · see citing works
Petty, R. E., Wegener, D. T., & Fabrigar, L. R. (1997) · Annual Review of Psychology · doi:10.1146/annurev.psych.48.1.609 · Cited by 2,290 · see citing works
(1999) · Cited by 1,648 · see citing works
Social cognition models and health behaviour: A structured review
Armitage, C. J., & Conner, M. (2000) · Psychology & Health · doi:10.1080/08870440008400299 · Cited by 797 · see citing works
Stage theories of health behavior: Conceptual and methodological issues.
Weinstein, N. D., Rothman, A. J., & Sutton, S. R. (1998) · Health Psychology · doi:10.1037/0278-6133.17.3.290 · Cited by 670 · see citing works
Tailoring Health Messages: Customizing Communication With Computer Technology
Farrell, D. W., Rimer, B. K., Olevitch, L. R., Brennan, L. K., & Kreuter, M. W. (1999) · Cited by 635 · see citing works
How effective is tailored print communication?
Skinner, C. S., Campbell, M. K., Rimer, B. K., Curry, S. J., & Prochaska, J. O. (1999) · Annals of Behavioral Medicine · doi:10.1007/bf02895960 · Cited by 441 · see citing works
Self-citationPSYCHOSOCIAL CORRELATES OF DIETARY INTAKE: Advancing Dietary Intervention
Baranowski, T., Cullen, K. W., & Baranowski, J. (1999) · Annual Review of Nutrition · doi:10.1146/annurev.nutr.19.1.17 · Cited by 426 · see citing works
Kreuter, M. W. (2000) · Health Education Research · doi:10.1093/her/15.1.1 · Cited by 414 · see citing works
Health, Coping, and Well-being: Perspectives From Social Comparison Theory
Buunk, B. P. (2013) · doi:10.4324/9780203774106 · Cited by 393 · see citing works
The Impact of a Computer-Tailored Nutrition Intervention
Brug, J., Steenhuis, I. H., van Assema, P., & de Vries, H. (1996) · Preventive Medicine · doi:10.1006/pmed.1996.0052 · Cited by 364 · see citing works
Self-citationBrug, J., Campbell, M. K., & van Assema, P. (1999) · Patient Education and Counseling · doi:10.1016/s0738-3991(98)00131-1 · Cited by 352 · see citing works
Self-citationKreuter, M. W., Bull, F., Clark, E. M., & Oswald, D. L. (1999) · Health Psychology · doi:10.1037/0278-6133.18.5.487 · Cited by 348 · see citing works
de Vries, H., & Brug, J. (1999) · Patient Education and Counseling · doi:10.1016/s0738-3991(98)00127-x · Cited by 327 · see citing works
Self-citationWeb-based tailored nutrition education: results of a randomized controlled trial
Oenema, A. (2001) · Health Education Research · doi:10.1093/her/16.6.647 · Cited by 316 · see citing works
Self-citationFood, People and Society. A European Perspective of Consumers' Food Choices
Frewer, L. J., Risvik, E., & Schifferstein, H. N. J. (2001) · Socio-Environmental Systems Modeling · Cited by 275 · see citing works
Are tailored health education materials always more effective than non-tailored materials?
Kreuter, M. W. (2000) · Health Education Research · doi:10.1093/her/15.3.305 · Cited by 273 · see citing works
The Impact of Computer-Tailored Feedback and Iterative Feedback on Fat, Fruit, and Vegetable Intake
Brug, J., Glanz, K., van Assema, P., Kok, G., & van Breukelen, G. (1998) · Health Education & Behavior · doi:10.1177/109019819802500409 · Cited by 268 · see citing works
Self-citationCampbell, M. K., Tessaro, I. A., DeVellis, B. M., Benedict, S., Kelsey, K., Belton, L., & Sanhueza, A. (2002) · Preventive Medicine · doi:10.1006/pmed.2001.0988 · Cited by 234 · see citing works
Self-citationThe development of computer-generated tailored interventions
Dijkstra, A., & de Vries, H. (1999) · Patient Education and Counseling · doi:10.1016/s0738-3991(98)00135-9 · Cited by 216 · see citing works
Planning, Implementing, and Evaluating Health Promotion Programs : A Primer
McKenzie, J. F., & Smeltzer, J. L. (1992) · Cited by 199 · see citing works
Van Duyn, M. A. S., Kristal, A. R., Dodd, K., Campbell, M. K., Subar, A. F., Stables, G., Nebeling, L., & Glanz, K. (2001) · American Journal of Health Promotion · doi:10.4278/0890-1171-16.2.69 · Cited by 192 · see citing works
Self-citationJames, A. S., Campbell, M. K., & Hudson, M. A. (2002) · PubMed · Cited by 192 · see citing works
Self-citationHealth Promotion and Interactive Technology
Street, R. L., Gold, W. R., & Manning, T. R. (2013) · Routledge eBooks · doi:10.4324/9780203811047 · Cited by 191 · see citing works
Brug, J., van Assema, P., Kok, G., Lenderink, T., & Glanz, K. (1994) · Journal of Nutrition Education · doi:10.1016/s0022-3182(12)80890-9 · Cited by 154 · see citing works
Self-citationPlanning, Implementing and Evaluating Health Promotion Programs: A Primer.
Sharby, N. (2005) · Journal of Physical Therapy Education · doi:10.1097/00001416-200507000-00017 · Cited by 148 · see citing works
Campbell, M. K. (1999) · Health Education Research · doi:10.1093/her/14.2.257 · Cited by 124 · see citing works
Self-citationStages of change for fruit, vegetable and fat intake: consequences of misconception
Lechner, L., Brug, J., de Vries, H., van Assema, P., & Mudde, A. N. (1998) · Health Education Research · doi:10.1093/her/13.1.1-a · Cited by 118 · see citing works
Self-citationGlanz, K., Brug, J., & van Assema, P. (1997) · European Journal of Clinical Nutrition · doi:10.1038/sj.ejcn.1600442 · Cited by 92 · see citing works
Self-citationDeterminants of bone mineralization in 8 to 20 year old Finnish females
Uusi‐Rasi, K., Haapasalo, H. H., Kannus, P., et al. (1997) · European Journal of Clinical Nutrition · doi:10.1038/sj.ejcn.1600362 · Cited by 84 · see citing works
Tailoring dietary feedback to reduce fat intake: an intervention at the family level
Bourdeaudhuij, I. D. (2000) · Health Education Research · doi:10.1093/her/15.4.449 · Cited by 79 · see citing works
Stafleu, A., de Graaf, C., van Staveren, W. A., & Schroots, J. J. F. (1991) · Food Quality and Preference · doi:10.1016/0950-3293(91)90033-b · Cited by 70 · see citing works
Brug, J., & van Assema, P. (2000) · Appetite · doi:10.1006/appe.2000.0322 · Cited by 67 · see citing works
Self-citationCampbell, M. K., Tessaro, I. A., DeVellis, B. M., Benedict, S., Kelsey, K., Belton, L., & Henríquez-Roldán, C. F. (2000) · American Journal of Health Promotion · doi:10.4278/0890-1171-14.5.306 · Cited by 62 · see citing works
Self-citationDifferences in psychosocial factors and fat consumption between stages of change for fat reduction
Brug, J., Hospers, H. J., & Kok, G. (1997) · Psychology and Health · doi:10.1080/08870449708407417 · Cited by 59 · see citing works
Self-citationDutch research into the development and impact of computer-tailored nutrition education
Brug, J. (1999) · European Journal of Clinical Nutrition · doi:10.1038/sj.ejcn.1600808 · Cited by 41 · see citing works
Self-citationBourdeaudhuij, I. D. (2002) · Health Education Research · doi:10.1093/her/17.4.435 · Cited by 34 · see citing works
Fat Watch: A Nationwide Campaign in the Netherlands to Reduce Fat Intake—Process Evaluations
Lille, J. C. J. F. V. D. F. D., Riedstra, M., Hardeman, W., Wedel, M., Brug, J., Pruyn, J. F. A., & Löwik, M. R. H. (1998) · Nutrition and Health · doi:10.1177/026010609801200203 · Cited by 32 · see citing works
Self-citationDutch research into the development and impact of computer-tailored nutrition education.
Brug, & Truswell (1999) · Cited by 29 · see citing works
Orchestrating the Points of Community Intervention: Enhancing the Diffusion Process
Preston, M. A., Baranowski, T., & Higginbotham, J. C. (1988) · International Quarterly of Community Health Education · doi:10.2190/hhfg-mk7c-han7-0eyw · Cited by 17 · see citing works
Fat Watch: A Nationwide Campaign in the Netherlands to Reduce Fat Intake—Effect Evaluation
Wechem, S. N. V., Brug, J., van Assema, P., et al. (1998) · Nutrition and Health · doi:10.1177/026010609801200204 · Cited by 16 · see citing works
Self-citationBeliefs About Fat Why do we Hold Beliefs About Fat and why and how do we Study these Beliefs?
Brug, J., & van Assema, P. (2001) · Springer eBooks · doi:10.1007/978-3-662-04601-2_4 · Cited by 14 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 6
- De Vries H, Brug J. Computer-tailored interventions to promote health promoting behaviors: an introduction to a new approach. Patient Educ Couns 1999;36:99-105.
- Flay BR, Petraitis J. The theory of triadic influence: a new theory of health behavior with implication for preventive interventions. Adv Med Sociol 1994;4:4-19.
- Van Duyn, Kristal A, Dodd K, Campbell MK, Glanz K, Subar A. Association of diet-related psychosocial variables with fruit and veg- etable consumption: a national survey. Am J Health Promot 2001;16: 69-78.
- Contento I, Balch GI, Bronner YL, et al. The effectiveness of nutrition education and implications for nutrition education policy, programs and research. J Nutr Educ 1995;27:277-422.
- Brug J, de Vries H. Computer-tailored education. Patient Educ Couns 1999;36:99-105.
- De Nooijer J, Lechner L, Candel M, De Vries H. A randomized con- trolled study of short-term and long-term effects of tailored information versus general information on determinants and behaviors related to early detection of cancer. Cancer Epidemiol Biomarkers Prev (in press).
Cited by
Sorted by citations
A meta-analysis of web-delivered tailored health behavior change interventions
Lustria, M. L. A., Noar, S. M., Cortese, J., Van Stee, S. K., Glueckauf, R. L., & Lee, J. (2013) · Journal of Health Communication · doi:10.1080/10810730.2013.768727 · Cited by 689 · see citing works
A Behavior Change Model for Internet Interventions
Ritterband, L. M., Thorndike, F. P., Cox, D. J., Kovatchev, B. P., & Gonder-Frederick, L. A. (2009) · Annals of Behavioral Medicine · doi:10.1007/s12160-009-9133-4 · Cited by 591 · see citing works
A Review of eHealth Interventions for Physical Activity and Dietary Behavior Change
Norman, G. J., Zabinski, M. F., Adams, M. A., Rosenberg, D. E., Yaroch, A. L., & Atienza, A. A. (2007) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2007.05.007 · Cited by 605 · see citing works
Computer-tailored health interventions delivered over the web: Review and analysis of key components
Lustria, M. L. A., Cortese, J., Noar, S. M., & Glueckauf, R. L. (2009) · Patient Education and Counseling · doi:10.1016/j.pec.2008.08.023 · Cited by 566 · see citing works
Kroeze, W., Werkman, A., & Brug, J. (2006) · Annals of Behavioral Medicine · doi:10.1207/s15324796abm3103_2 · Cited by 570 · see citing works
Brouwer, W., Kroeze, W., Crutzen, R., de Nooijer, J., de Vries, N. K., Brug, J., & Oenema, A. (2011) · Journal of Medical Internet Research · doi:10.2196/jmir.1639 · Cited by 455 · see citing works
Self-citationThe importance of habits in eating behaviour. An overview and recommendations for future research
Riet, J. V., Sijtsema, S. J., Dagevos, H., & De Bruijn, G.-J. (2011) · Appetite · doi:10.1016/j.appet.2011.07.010 · Cited by 399 · see citing works
A systematic review of workplace health promotion interventions for increasing physical activity
Malik, S. H., Blake, H., & Suggs, L. S. (2014) · British Journal of Health Psychology · doi:10.1111/bjhp.12052 · Cited by 337 · see citing works
Moreno, L., González-Gross, M., Kersting, M., Molnár, D., de Henauw, S., Beghin, L., Sjöström, M., Hagströmer, M., Manios, Y., Gilbert, C., et al. (2008) · Public Health Nutrition · doi:10.1017/s1368980007000535 · Cited by 282 · see citing works
Glasgow, R. E., Nelson, C. C., Kearney, K. A., Reid, R., Ritzwoller, D. P., Strecher, V. J., Couper, M. P., Green, B., & Wildenhaus, K. (2007) · Journal of Medical Internet Research · doi:10.2196/jmir.9.2.e11 · Cited by 216 · see citing works
Engagement in a Diabetes Self-management Website: Usage Patterns and Generalizability of Program Use
Glasgow, R. E., Christiansen, S. M., Kurz, D., King, D. K., Woolley, T., Faber, A. J., Estabrooks, P. A., Strycker, L., Toobert, D., & Dickman, J. (2011) · Journal of Medical Internet Research · doi:10.2196/jmir.1391 · Cited by 219 · see citing works
Predicting Fruit Consumption: Cognitions, Intention, and Habits
Brug, J., de Vet, E., de Nooijer, J., & Verplanken, B. (2006) · Journal of Nutrition Education and Behavior · doi:10.1016/j.jneb.2005.11.027 · Cited by 195 · see citing works
Self-citationWorking mechanisms of computer-tailored health education: evidence from smoking cessation
Dijkstra, A. (2005) · Health Education Research · doi:10.1093/her/cyh014 · Cited by 193 · see citing works
Oenema, A., Tan, F., & Brug, J. (2005) · Annals of Behavioral Medicine · doi:10.1207/s15324796abm2901_8 · Cited by 170 · see citing works
Self-citationMobile Diary for Wellness Management—Results on Usage and Usability in Two User Studies
Mattila, E., Parkka, J., Hermersdorf, M., Kaasinen, J., Vainio, J., Samposalo, K., Merilahti, J., Kolari, J., Kulju, M., Lappalainen, R., et al. (2008) · IEEE Transactions on Information Technology in Biomedicine · doi:10.1109/titb.2007.908237 · Cited by 143 · see citing works
Brouwer, W., Oenema, A., Raat, H., Crutzen, R., de Nooijer, J., de Vries, N. K., & Brug, J. (2010) · Health Education Research · doi:10.1093/her/cyp063 · Cited by 147 · see citing works
Self-citationActual use of a front-of-pack nutrition logo in the supermarket: consumers’ motives in food choice
Vyth, E. L., Steenhuis, I. H., Vlot, J. A., Wulp, A., Hogenes, M. G., Looije, D. H., Brug, J., & Seidell, J. C. (2010) · Public Health Nutrition · doi:10.1017/s1368980010000637 · Cited by 142 · see citing works
Self-citationKarekla, M., Kasinopoulos, O., Neto, D. D., Ebert, D. D., Van Daele, T., Nordgreen, T., Höfer, S., Oeverland, S., & Jensen, K. L. (2019) · European Psychologist · doi:10.1027/1016-9040/a000349 · Cited by 117 · see citing works
Vyth, E. L., Steenhuis, I. H. M., Heymans, M. W., Roodenburg, A. J. C., Brug, J., & Seidell, J. C. (2011) · Journal of the American Dietetic Association · doi:10.1016/j.jada.2010.10.003 · Cited by 113 · see citing works
Self-citationHamel, L. M., Robbins, L. B., & Wilbur, J. (2011) · Journal of Advanced Nursing · doi:10.1111/j.1365-2648.2010.05493.x · Cited by 100 · see citing works
Internet-based exercise intervention systems: Are more interactive designs better?
Hurling, R., Fairley, B. W., & Dias, M. B. (2006) · Psychology & Health · doi:10.1080/14768320600603257 · Cited by 94 · see citing works
Riva, S., Camerini, A.-L., Allam, A., & Schulz, P. J. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.3474 · Cited by 96 · see citing works
Riley, W. T., Serrano, K. J., Nilsen, W., & Atienza, A. A. (2015) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2015.03.024 · Cited by 76 · see citing works
Jacobs, N. C., Völlink, T., Dehue, F., & Lechner, L. (2014) · BMC Public Health · doi:10.1186/1471-2458-14-396 · Cited by 75 · see citing works
Brouwer, W., Oenema, A., Crutzen, R., de Nooijer, J., de Vries, N. K., & Brug, J. (2009) · Health Education · doi:10.1108/09654280911001149 · Cited by 67 · see citing works
Self-citationReinwand, D. A., Schulz, D. N., Crutzen, R., Kremers, S. P., & de Vries, H. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.3932 · Cited by 62 · see citing works
- Authors
- Brug, J., Oenema, A., & Campbell, M.
- Affiliations
- Erasmus MC (NL)
- University of North Carolina at Chapel Hill (US)
- Venue
- The American Journal of Clinical Nutrition
- Publisher
- Elsevier BV
- Published
- 2003-04
- Volume
- 77
- Issue
- 4
- Pages
- 1028S-1034S
- ISSN
- 0002-9165 (ISSN-L)
- OpenAlex
- W1863797700
- Cited by
- 392
- References
- 46
- Citations by year
- 2026: 2 · 2025: 2 · 2024: 9 · 2023: 8 · 2022: 6 · 2021: 5 · 2020: 9 · 2019: 15 · 2018: 9 · 2017: 12 · 2016: 18 · 2015: 19 · 2014: 45 · 2013: 21 · 2012: 23
- FWCI
- 2.64
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- American Journal of Clinical Nutrition (publishedVersion)
- PubMed (publishedVersion)
- Research Publications (Maastricht University) (publishedVersion, other-oa)
- EUR Research Repository (Erasmus University Rotterdam) (submittedVersion, other-oa)
- RePub (Erasmus University Rotterdam) (submittedVersion, other-oa)
- Research Publications (Maastricht University) (submittedVersion, other-oa)
- Topics
- Health Sciences › Nursing › Nutrition and Dietetics › Nutrition, Health and Food Behavior
- Social Sciences › Psychology › Applied Psychology › Behavioral Health and Interventions
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Nutrition, Genetics, and Disease
- Keywords
- personalized feedback, dietary behavior change, nutrition counseling, fat loss, online intervention, interactive technologies, motivation
- MeSH terms
- Computer-Assisted Instruction, Health Education, Humans, Research, Nutritional Sciences
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