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A suggested approach for imputation of missing dietary data for young children in daycare
BACKGROUND: Parent-reported 24-h diet recalls are an accepted method of estimating intake in young children. However, many children eat while at childcare making accurate proxy reports by parents difficult. OBJECTIVE: The goal of this study was to demonstrate a method to impute missing weekday lunch...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Co-Action Publishing
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4685296/ https://www.ncbi.nlm.nih.gov/pubmed/26689313 http://dx.doi.org/10.3402/fnr.v59.28626 |
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author | Stevens, June Ou, Fang-Shu Truesdale, Kimberly P. Zeng, Donglin Vaughn, Amber E. Pratt, Charlotte Ward, Dianne S. |
author_facet | Stevens, June Ou, Fang-Shu Truesdale, Kimberly P. Zeng, Donglin Vaughn, Amber E. Pratt, Charlotte Ward, Dianne S. |
author_sort | Stevens, June |
collection | PubMed |
description | BACKGROUND: Parent-reported 24-h diet recalls are an accepted method of estimating intake in young children. However, many children eat while at childcare making accurate proxy reports by parents difficult. OBJECTIVE: The goal of this study was to demonstrate a method to impute missing weekday lunch and daytime snack nutrient data for daycare children and to explore the concurrent predictive and criterion validity of the method. DESIGN: Data were from children aged 2-5 years in the My Parenting SOS project (n=308; 870 24-h diet recalls). Mixed models were used to simultaneously predict breakfast, dinner, and evening snacks (B+D+ES); lunch; and daytime snacks for all children after adjusting for age, sex, and body mass index (BMI). From these models, we imputed the missing weekday daycare lunches by interpolation using the mean lunch to B+D+ES [L/(B+D+ES)] ratio among non-daycare children on weekdays and the L/(B+D+ES) ratio for all children on weekends. Daytime snack data were used to impute snacks. RESULTS: The reported mean (± standard deviation) weekday intake was lower for daycare children [725 (±324) kcal] compared to non-daycare children [1,048 (±463) kcal]. Weekend intake for all children was 1,173 (±427) kcal. After imputation, weekday caloric intake for daycare children was 1,230 (±409) kcal. Daily intakes that included imputed data were associated with age and sex but not with BMI. CONCLUSION: This work indicates that imputation is a promising method for improving the precision of daily nutrient data from young children. |
format | Online Article Text |
id | pubmed-4685296 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Co-Action Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-46852962016-01-15 A suggested approach for imputation of missing dietary data for young children in daycare Stevens, June Ou, Fang-Shu Truesdale, Kimberly P. Zeng, Donglin Vaughn, Amber E. Pratt, Charlotte Ward, Dianne S. Food Nutr Res Original Article BACKGROUND: Parent-reported 24-h diet recalls are an accepted method of estimating intake in young children. However, many children eat while at childcare making accurate proxy reports by parents difficult. OBJECTIVE: The goal of this study was to demonstrate a method to impute missing weekday lunch and daytime snack nutrient data for daycare children and to explore the concurrent predictive and criterion validity of the method. DESIGN: Data were from children aged 2-5 years in the My Parenting SOS project (n=308; 870 24-h diet recalls). Mixed models were used to simultaneously predict breakfast, dinner, and evening snacks (B+D+ES); lunch; and daytime snacks for all children after adjusting for age, sex, and body mass index (BMI). From these models, we imputed the missing weekday daycare lunches by interpolation using the mean lunch to B+D+ES [L/(B+D+ES)] ratio among non-daycare children on weekdays and the L/(B+D+ES) ratio for all children on weekends. Daytime snack data were used to impute snacks. RESULTS: The reported mean (± standard deviation) weekday intake was lower for daycare children [725 (±324) kcal] compared to non-daycare children [1,048 (±463) kcal]. Weekend intake for all children was 1,173 (±427) kcal. After imputation, weekday caloric intake for daycare children was 1,230 (±409) kcal. Daily intakes that included imputed data were associated with age and sex but not with BMI. CONCLUSION: This work indicates that imputation is a promising method for improving the precision of daily nutrient data from young children. Co-Action Publishing 2015-12-17 /pmc/articles/PMC4685296/ /pubmed/26689313 http://dx.doi.org/10.3402/fnr.v59.28626 Text en © 2015 June Stevens et al. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution 4.0 International License, allowing third parties to copy and redistribute the material in any medium or format and to remix, transform, and build upon the material for any purpose, even commercially, provided the original work is properly cited and states its license. |
spellingShingle | Original Article Stevens, June Ou, Fang-Shu Truesdale, Kimberly P. Zeng, Donglin Vaughn, Amber E. Pratt, Charlotte Ward, Dianne S. A suggested approach for imputation of missing dietary data for young children in daycare |
title | A suggested approach for imputation of missing dietary data for young children in daycare |
title_full | A suggested approach for imputation of missing dietary data for young children in daycare |
title_fullStr | A suggested approach for imputation of missing dietary data for young children in daycare |
title_full_unstemmed | A suggested approach for imputation of missing dietary data for young children in daycare |
title_short | A suggested approach for imputation of missing dietary data for young children in daycare |
title_sort | suggested approach for imputation of missing dietary data for young children in daycare |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4685296/ https://www.ncbi.nlm.nih.gov/pubmed/26689313 http://dx.doi.org/10.3402/fnr.v59.28626 |
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