Cargando…
What does it mean to use the mean? The impact of different data handling strategies on the proportion of children classified as meeting 24-hr movement guidelines and associations with overweight and obesity
BACKGROUND: Despite the widespread endorsement of 24-hour movement guidelines (physical activity, sleep, screentime) for youth, no standardized processes for categorizing guideline achievement exists. The purpose of this study was to illustrate the impact of different data handling strategies on the...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10543030/ https://www.ncbi.nlm.nih.gov/pubmed/37790505 http://dx.doi.org/10.1101/2023.09.22.23295801 |
_version_ | 1785114211600302080 |
---|---|
author | Pfledderer, Christopher D. Burkart, Sarah Dugger, Roddrick Parker, Hannah von Klinggraeff, Lauren Okely, Anthony D. Weaver, R. Glenn Beets, Michael W. |
author_facet | Pfledderer, Christopher D. Burkart, Sarah Dugger, Roddrick Parker, Hannah von Klinggraeff, Lauren Okely, Anthony D. Weaver, R. Glenn Beets, Michael W. |
author_sort | Pfledderer, Christopher D. |
collection | PubMed |
description | BACKGROUND: Despite the widespread endorsement of 24-hour movement guidelines (physical activity, sleep, screentime) for youth, no standardized processes for categorizing guideline achievement exists. The purpose of this study was to illustrate the impact of different data handling strategies on the proportion of children meeting 24-hour movement guidelines (24hrG) and associations with overweight and obesity. METHODS: A subset of 524 children (ages 5–12yrs) with complete 24-hour behavior measures on at least 10 days was used to compare the impact of data handling strategies on estimates of meeting 24hrG. Physical activity and sleep were measured via accelerometry. Screentime was measured via parent self-report. Comparison of meeting 24hrG were made using 1) average of behaviors across all days (AVG-24hr), 2) classifying each day and evaluating the percentage meeting 24hrG from 10–100% of their measured days (DAYS-24hr), and 3) the average of a random sample of 4 days across 10 iterations (RAND-24hr). A second subset of children (N=475) with height and weight data was used to explore the influence of each data handling strategy on children meeting guidelines and the odds of overweight/obesity via logistic regression. RESULTS: Classification for AVG-24hr resulted in 14.7% of participants meeting 24hrG. Classification for DAYS-24hr resulted in 63.5% meeting 24hrG on 10% of measured days with <1% meeting 24hrG on 100% of days. Classification for RAND-24hr resulted in 15.9% of participants meeting 24hrG. Across 10 iterations, 63.6% of participants never met 24hrG regardless of the days sampled, 3.4% always met 24hrG, with the remaining 33.0% classified as meeting 24hrG for at least one of the 10 random iterations of days. Using AVG-24hr as a strategy, meeting all three guidelines associated with lower odds of having overweight obesity (OR=0.38, p<0.05). The RAND-24hr strategy produced a range of odds from 0.27 to 0.56. Using the criteria of needing to meet 24hrG on 100% of days, meeting all three guidelines associated with the lowest odds of having overweight and obesity as well (OR=0.04, p<0.05). CONCLUSIONS: Varying estimates of meeting the 24hrG and the odds of overweight and obesity results from different data handling strategies and days sampled. |
format | Online Article Text |
id | pubmed-10543030 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
spelling | pubmed-105430302023-10-03 What does it mean to use the mean? The impact of different data handling strategies on the proportion of children classified as meeting 24-hr movement guidelines and associations with overweight and obesity Pfledderer, Christopher D. Burkart, Sarah Dugger, Roddrick Parker, Hannah von Klinggraeff, Lauren Okely, Anthony D. Weaver, R. Glenn Beets, Michael W. medRxiv Article BACKGROUND: Despite the widespread endorsement of 24-hour movement guidelines (physical activity, sleep, screentime) for youth, no standardized processes for categorizing guideline achievement exists. The purpose of this study was to illustrate the impact of different data handling strategies on the proportion of children meeting 24-hour movement guidelines (24hrG) and associations with overweight and obesity. METHODS: A subset of 524 children (ages 5–12yrs) with complete 24-hour behavior measures on at least 10 days was used to compare the impact of data handling strategies on estimates of meeting 24hrG. Physical activity and sleep were measured via accelerometry. Screentime was measured via parent self-report. Comparison of meeting 24hrG were made using 1) average of behaviors across all days (AVG-24hr), 2) classifying each day and evaluating the percentage meeting 24hrG from 10–100% of their measured days (DAYS-24hr), and 3) the average of a random sample of 4 days across 10 iterations (RAND-24hr). A second subset of children (N=475) with height and weight data was used to explore the influence of each data handling strategy on children meeting guidelines and the odds of overweight/obesity via logistic regression. RESULTS: Classification for AVG-24hr resulted in 14.7% of participants meeting 24hrG. Classification for DAYS-24hr resulted in 63.5% meeting 24hrG on 10% of measured days with <1% meeting 24hrG on 100% of days. Classification for RAND-24hr resulted in 15.9% of participants meeting 24hrG. Across 10 iterations, 63.6% of participants never met 24hrG regardless of the days sampled, 3.4% always met 24hrG, with the remaining 33.0% classified as meeting 24hrG for at least one of the 10 random iterations of days. Using AVG-24hr as a strategy, meeting all three guidelines associated with lower odds of having overweight obesity (OR=0.38, p<0.05). The RAND-24hr strategy produced a range of odds from 0.27 to 0.56. Using the criteria of needing to meet 24hrG on 100% of days, meeting all three guidelines associated with the lowest odds of having overweight and obesity as well (OR=0.04, p<0.05). CONCLUSIONS: Varying estimates of meeting the 24hrG and the odds of overweight and obesity results from different data handling strategies and days sampled. Cold Spring Harbor Laboratory 2023-10-09 /pmc/articles/PMC10543030/ /pubmed/37790505 http://dx.doi.org/10.1101/2023.09.22.23295801 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nc-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, for noncommercial purposes only, and only so long as attribution is given to the creator. |
spellingShingle | Article Pfledderer, Christopher D. Burkart, Sarah Dugger, Roddrick Parker, Hannah von Klinggraeff, Lauren Okely, Anthony D. Weaver, R. Glenn Beets, Michael W. What does it mean to use the mean? The impact of different data handling strategies on the proportion of children classified as meeting 24-hr movement guidelines and associations with overweight and obesity |
title | What does it mean to use the mean? The impact of different data handling strategies on the proportion of children classified as meeting 24-hr movement guidelines and associations with overweight and obesity |
title_full | What does it mean to use the mean? The impact of different data handling strategies on the proportion of children classified as meeting 24-hr movement guidelines and associations with overweight and obesity |
title_fullStr | What does it mean to use the mean? The impact of different data handling strategies on the proportion of children classified as meeting 24-hr movement guidelines and associations with overweight and obesity |
title_full_unstemmed | What does it mean to use the mean? The impact of different data handling strategies on the proportion of children classified as meeting 24-hr movement guidelines and associations with overweight and obesity |
title_short | What does it mean to use the mean? The impact of different data handling strategies on the proportion of children classified as meeting 24-hr movement guidelines and associations with overweight and obesity |
title_sort | what does it mean to use the mean? the impact of different data handling strategies on the proportion of children classified as meeting 24-hr movement guidelines and associations with overweight and obesity |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10543030/ https://www.ncbi.nlm.nih.gov/pubmed/37790505 http://dx.doi.org/10.1101/2023.09.22.23295801 |
work_keys_str_mv | AT pfleddererchristopherd whatdoesitmeantousethemeantheimpactofdifferentdatahandlingstrategiesontheproportionofchildrenclassifiedasmeeting24hrmovementguidelinesandassociationswithoverweightandobesity AT burkartsarah whatdoesitmeantousethemeantheimpactofdifferentdatahandlingstrategiesontheproportionofchildrenclassifiedasmeeting24hrmovementguidelinesandassociationswithoverweightandobesity AT duggerroddrick whatdoesitmeantousethemeantheimpactofdifferentdatahandlingstrategiesontheproportionofchildrenclassifiedasmeeting24hrmovementguidelinesandassociationswithoverweightandobesity AT parkerhannah whatdoesitmeantousethemeantheimpactofdifferentdatahandlingstrategiesontheproportionofchildrenclassifiedasmeeting24hrmovementguidelinesandassociationswithoverweightandobesity AT vonklinggraefflauren whatdoesitmeantousethemeantheimpactofdifferentdatahandlingstrategiesontheproportionofchildrenclassifiedasmeeting24hrmovementguidelinesandassociationswithoverweightandobesity AT okelyanthonyd whatdoesitmeantousethemeantheimpactofdifferentdatahandlingstrategiesontheproportionofchildrenclassifiedasmeeting24hrmovementguidelinesandassociationswithoverweightandobesity AT weaverrglenn whatdoesitmeantousethemeantheimpactofdifferentdatahandlingstrategiesontheproportionofchildrenclassifiedasmeeting24hrmovementguidelinesandassociationswithoverweightandobesity AT beetsmichaelw whatdoesitmeantousethemeantheimpactofdifferentdatahandlingstrategiesontheproportionofchildrenclassifiedasmeeting24hrmovementguidelinesandassociationswithoverweightandobesity |