ArticleJournal of medical Internet research2014
Online dietary intake estimation: reproducibility and validity of the Food4Me food frequency questionnaire against a 4-day weighed food record.
Article in Journal of medical Internet research, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 97 papers, 4 of them syntheses that pooled it.
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Who cites it
97 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- A meta-analysis of the reproducibility of food frequency questionnaires in nutritional epidemiological studies.The international journal of behavioral nutrition and physical activity · 2021Pooled it
- A systematic review of reviews identifying UK validated dietary assessment tools for inclusion on an interactive guided website for researchers: www.nutritools.org.Critical reviews in food science and nutrition · 2020Pooled it
- A systematic review of methods to assess intake of sugar-sweetened beverages among healthy European adults and children: a DEDIPAC (DEterminants of DIet and Physical Activity) study.Public health nutrition · 2017Pooled it
- A systematic review of methods to assess intake of fruits and vegetables among healthy European adults and children: a DEDIPAC (DEterminants of DIet and Physical Activity) study.Public health nutrition · 2017Pooled it
- Effectiveness of Web-Based Personalized Nutrition Advice for Adults Using the eNutri Web App: Evidence From the EatWellUK Randomized Controlled Trial.Journal of medical Internet research · 2022Trial
- Personalised nutrition advice reduces intake of discretionary foods and beverages: findings from the Food4Me randomised controlled trial.The international journal of behavioral nutrition and physical activity · 2021Trial
- Reliability and validity of assessing energy and nutrient intake with the Vienna food record: a cross-over randomised study.Nutrition journal · 2019Trial
- Trial
- Mediterranean Diet Adherence and Genetic Background Roles within a Web-Based Nutritional Intervention: The Food4Me Study.Nutrients · 2017Trial
- Characteristics of European adults who dropped out from the Food4Me Internet-based personalised nutrition intervention.Public health nutrition · 2017Trial
- Clustering of adherence to personalised dietary recommendations and changes in healthy eating index within the Food4Me study.Public health nutrition · 2016Trial
- A Dietary Feedback System for the Delivery of Consistent Personalized Dietary Advice in the Web-Based Multicenter Food4Me Study.Journal of medical Internet research · 2016Trial
- Analysis of Dietary Pattern Impact on Weight Status for Personalised Nutrition through On-Line Advice: The Food4Me Spanish Cohort.Nutrients · 2015Trial
- Relative Validity of Food Frequency Questionnaires in Adult Populations: A Systematic Review and Meta-Analysis.Food science & nutrition · 2026Review
- Article
- Agreement between a new web-based and a legacy paper-based food frequency questionnaires in French-speaking Switzerland.Nutrition journal · 2026Article
- Article
- Design and usability of Abu Dhabi Food Intake24: a culturally adapted digital 24-hour dietary recall for the United Arab Emirates.Frontiers in nutrition · 2026Article
- Ultra-processed foods: Implications for gastrointestinal health.World journal of gastroenterology · 2025Review
- Beyond "validated": the need for more rigorous reporting of food frequency questionnaire validation metrics in nutritional epidemiology.European journal of nutrition · 2025Article
37 more citing papers are in PubMed but not listed here.
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Authors and funding
9 authors.
Funding
Abstract
backgroundAdvances in nutritional assessment are continuing to embrace developments in computer technology. The online Food4Me food frequency questionnaire (FFQ) was created as an electronic system for the collection of nutrient intake data. To ensure its accuracy in assessing both nutrient and food group intake, further validation against data obtained using a reliable, but independent, instrument and assessment of its reproducibility are required.
objectiveThe aim was to assess the reproducibility and validity of the Food4Me FFQ against a 4-day weighed food record (WFR).
methodsReproducibility of the Food4Me FFQ was assessed using test-retest methodology by asking participants to complete the FFQ on 2 occasions 4 weeks apart. To assess the validity of the Food4Me FFQ against the 4-day WFR, half the participants were also asked to complete a 4-day WFR 1 week after the first administration of the Food4Me FFQ. Level of agreement between nutrient and food group intakes estimated by the repeated Food4Me FFQ and the Food4Me FFQ and 4-day WFR were evaluated using Bland-Altman methodology and classification into quartiles of daily intake. Crude unadjusted correlation coefficients were also calculated for nutrient and food group intakes.
resultsIn total, 100 people participated in the assessment of reproducibility (mean age 32, SD 12 years), and 49 of these (mean age 27, SD 8 years) also took part in the assessment of validity. Crude unadjusted correlations for repeated Food4Me FFQ ranged from .65 (vitamin D) to .90 (alcohol). The mean cross-classification into "exact agreement plus adjacent" was 92% for both nutrient and food group intakes, and Bland-Altman plots showed good agreement for energy-adjusted macronutrient intakes. Agreement between the Food4Me FFQ and 4-day WFR varied, with crude unadjusted correlations ranging from .23 (vitamin D) to .65 (protein, % total energy) for nutrient intakes and .11 (soups, sauces and miscellaneous foods) to .73 (yogurts) for food group intake. The mean cross-classification into "exact agreement plus adjacent" was 80% and 78% for nutrient and food group intake, respectively. There were no significant differences between energy intakes estimated using the Food4Me FFQ and 4-day WFR, and Bland-Altman plots showed good agreement for both energy and energy-controlled nutrient intakes.
conclusionsThe results demonstrate that the online Food4Me FFQ is reproducible for assessing nutrient and food group intake and has moderate agreement with the 4-day WFR for assessing energy and energy-adjusted nutrient intakes. The Food4Me FFQ is a suitable online tool for assessing dietary intake in healthy adults.
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