Cargando…

Friendship Network and Dental Brushing Behavior among Middle School Students: An Agent Based Modeling Approach

By using a standard questionnaire, the level of dental brushing frequency was assessed among 201 adolescent female middle school students in Tehran. The initial assessment was repeated after 5 months, in order to observe the dynamics in dental health behavior level. Logistic Regression model was use...

Descripción completa

Detalles Bibliográficos
Autores principales: Sadeghipour, Maryam, Khoshnevisan, Mohammad Hossein, Jafari, Afshin, Shariatpanahi, Seyed Peyman
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5245796/
https://www.ncbi.nlm.nih.gov/pubmed/28103260
http://dx.doi.org/10.1371/journal.pone.0169236
_version_ 1782496882649464832
author Sadeghipour, Maryam
Khoshnevisan, Mohammad Hossein
Jafari, Afshin
Shariatpanahi, Seyed Peyman
author_facet Sadeghipour, Maryam
Khoshnevisan, Mohammad Hossein
Jafari, Afshin
Shariatpanahi, Seyed Peyman
author_sort Sadeghipour, Maryam
collection PubMed
description By using a standard questionnaire, the level of dental brushing frequency was assessed among 201 adolescent female middle school students in Tehran. The initial assessment was repeated after 5 months, in order to observe the dynamics in dental health behavior level. Logistic Regression model was used to evaluate the correlation among individuals’ dental health behavior in their social network. A significant correlation on dental brushing habits was detected among groups of friends. This correlation was further spread over the network within the 5 months period. Moreover, it was identified that the average brushing level was improved within the 5 months period. Given that there was a significant correlation between social network’s nodes’ in-degree value, and brushing level, it was suggested that the observed improvement was partially due to more popularity of individuals with better tooth brushing habit. Agent Based Modeling (ABM) was used to demonstrate the dynamics of dental brushing frequency within a sample of friendship network. Two models with static and dynamic assumptions for the network structure were proposed. The model with dynamic network structure successfully described the dynamics of dental health behavior. Based on this model, on average, every 43 weeks a student changes her brushing habit due to learning from her friends. Finally, three training scenarios were tested by these models in order to evaluate their effectiveness. When training more popular students, considerable improvement in total students’ brushing frequency was demonstrated by simulation results.
format Online
Article
Text
id pubmed-5245796
institution National Center for Biotechnology Information
language English
publishDate 2017
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-52457962017-02-06 Friendship Network and Dental Brushing Behavior among Middle School Students: An Agent Based Modeling Approach Sadeghipour, Maryam Khoshnevisan, Mohammad Hossein Jafari, Afshin Shariatpanahi, Seyed Peyman PLoS One Research Article By using a standard questionnaire, the level of dental brushing frequency was assessed among 201 adolescent female middle school students in Tehran. The initial assessment was repeated after 5 months, in order to observe the dynamics in dental health behavior level. Logistic Regression model was used to evaluate the correlation among individuals’ dental health behavior in their social network. A significant correlation on dental brushing habits was detected among groups of friends. This correlation was further spread over the network within the 5 months period. Moreover, it was identified that the average brushing level was improved within the 5 months period. Given that there was a significant correlation between social network’s nodes’ in-degree value, and brushing level, it was suggested that the observed improvement was partially due to more popularity of individuals with better tooth brushing habit. Agent Based Modeling (ABM) was used to demonstrate the dynamics of dental brushing frequency within a sample of friendship network. Two models with static and dynamic assumptions for the network structure were proposed. The model with dynamic network structure successfully described the dynamics of dental health behavior. Based on this model, on average, every 43 weeks a student changes her brushing habit due to learning from her friends. Finally, three training scenarios were tested by these models in order to evaluate their effectiveness. When training more popular students, considerable improvement in total students’ brushing frequency was demonstrated by simulation results. Public Library of Science 2017-01-19 /pmc/articles/PMC5245796/ /pubmed/28103260 http://dx.doi.org/10.1371/journal.pone.0169236 Text en © 2017 Sadeghipour et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Sadeghipour, Maryam
Khoshnevisan, Mohammad Hossein
Jafari, Afshin
Shariatpanahi, Seyed Peyman
Friendship Network and Dental Brushing Behavior among Middle School Students: An Agent Based Modeling Approach
title Friendship Network and Dental Brushing Behavior among Middle School Students: An Agent Based Modeling Approach
title_full Friendship Network and Dental Brushing Behavior among Middle School Students: An Agent Based Modeling Approach
title_fullStr Friendship Network and Dental Brushing Behavior among Middle School Students: An Agent Based Modeling Approach
title_full_unstemmed Friendship Network and Dental Brushing Behavior among Middle School Students: An Agent Based Modeling Approach
title_short Friendship Network and Dental Brushing Behavior among Middle School Students: An Agent Based Modeling Approach
title_sort friendship network and dental brushing behavior among middle school students: an agent based modeling approach
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5245796/
https://www.ncbi.nlm.nih.gov/pubmed/28103260
http://dx.doi.org/10.1371/journal.pone.0169236
work_keys_str_mv AT sadeghipourmaryam friendshipnetworkanddentalbrushingbehavioramongmiddleschoolstudentsanagentbasedmodelingapproach
AT khoshnevisanmohammadhossein friendshipnetworkanddentalbrushingbehavioramongmiddleschoolstudentsanagentbasedmodelingapproach
AT jafariafshin friendshipnetworkanddentalbrushingbehavioramongmiddleschoolstudentsanagentbasedmodelingapproach
AT shariatpanahiseyedpeyman friendshipnetworkanddentalbrushingbehavioramongmiddleschoolstudentsanagentbasedmodelingapproach