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The utility of network analysis in the context of Indigenous Australian oral health literacy

BACKGROUND: The study of oral health literacy (OHL) is likely to gain new and interesting insights with the use of network analysis, a powerful analytical tool that allows the investigation of complex systems of relationships. Our aim was to investigate the relationships between oral health literacy...

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Autores principales: Soares, Gustavo Hermes, Santiago, Pedro Henrique Ribeiro, Michel-Crosato, Edgard, Jamieson, Lisa
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7269264/
https://www.ncbi.nlm.nih.gov/pubmed/32492049
http://dx.doi.org/10.1371/journal.pone.0233972
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author Soares, Gustavo Hermes
Santiago, Pedro Henrique Ribeiro
Michel-Crosato, Edgard
Jamieson, Lisa
author_facet Soares, Gustavo Hermes
Santiago, Pedro Henrique Ribeiro
Michel-Crosato, Edgard
Jamieson, Lisa
author_sort Soares, Gustavo Hermes
collection PubMed
description BACKGROUND: The study of oral health literacy (OHL) is likely to gain new and interesting insights with the use of network analysis, a powerful analytical tool that allows the investigation of complex systems of relationships. Our aim was to investigate the relationships between oral health literacy and oral health-related factors in a sample of Indigenous Australian adults using a network analysis approach. METHODS: Data from 400 Indigenous Australian adults was used to estimate four regularised partial correlation networks. Initially, a network with the 14 items of the Health Literacy in Dentistry scale (HeLD-14) was estimated. In a second step, psychosocial, sociodemographic and oral health-related factors were included in the network. Finally, two networks were estimated for participants with high and low oral health literacy. Participants were categorised into ‘high’ or ‘low’ OHL networks based on a median split. Centrality measures, clustering coefficients, network stability, and edge accuracy were evaluated. A permutation-based test was used to test differences between networks. RESULTS: Solid connections among HeLD-14 items followed the structure of theoretical domains across all networks. Oral health-related self-efficacy, sporting activities, and self-rated oral health status were the strongest positively associated nodes with items of the HeLD-14 scale. HeLD-14 items were the four most central nodes in both HeLD-14 + covariates network and high OHL network, but not in the low OHL network. Differences between high and low OHL models were observed in terms of overall network structure, edge weight, and clustering coefficient. CONCLUSION: Network models captured the dynamic relationships between oral health literacy and psychosocial, sociodemographic and oral health-related factors. Discussion on the implications of these findings for informing the development of targeted interventions to improve oral health literacy is presented.
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spelling pubmed-72692642020-06-10 The utility of network analysis in the context of Indigenous Australian oral health literacy Soares, Gustavo Hermes Santiago, Pedro Henrique Ribeiro Michel-Crosato, Edgard Jamieson, Lisa PLoS One Research Article BACKGROUND: The study of oral health literacy (OHL) is likely to gain new and interesting insights with the use of network analysis, a powerful analytical tool that allows the investigation of complex systems of relationships. Our aim was to investigate the relationships between oral health literacy and oral health-related factors in a sample of Indigenous Australian adults using a network analysis approach. METHODS: Data from 400 Indigenous Australian adults was used to estimate four regularised partial correlation networks. Initially, a network with the 14 items of the Health Literacy in Dentistry scale (HeLD-14) was estimated. In a second step, psychosocial, sociodemographic and oral health-related factors were included in the network. Finally, two networks were estimated for participants with high and low oral health literacy. Participants were categorised into ‘high’ or ‘low’ OHL networks based on a median split. Centrality measures, clustering coefficients, network stability, and edge accuracy were evaluated. A permutation-based test was used to test differences between networks. RESULTS: Solid connections among HeLD-14 items followed the structure of theoretical domains across all networks. Oral health-related self-efficacy, sporting activities, and self-rated oral health status were the strongest positively associated nodes with items of the HeLD-14 scale. HeLD-14 items were the four most central nodes in both HeLD-14 + covariates network and high OHL network, but not in the low OHL network. Differences between high and low OHL models were observed in terms of overall network structure, edge weight, and clustering coefficient. CONCLUSION: Network models captured the dynamic relationships between oral health literacy and psychosocial, sociodemographic and oral health-related factors. Discussion on the implications of these findings for informing the development of targeted interventions to improve oral health literacy is presented. Public Library of Science 2020-06-03 /pmc/articles/PMC7269264/ /pubmed/32492049 http://dx.doi.org/10.1371/journal.pone.0233972 Text en © 2020 Soares 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
Soares, Gustavo Hermes
Santiago, Pedro Henrique Ribeiro
Michel-Crosato, Edgard
Jamieson, Lisa
The utility of network analysis in the context of Indigenous Australian oral health literacy
title The utility of network analysis in the context of Indigenous Australian oral health literacy
title_full The utility of network analysis in the context of Indigenous Australian oral health literacy
title_fullStr The utility of network analysis in the context of Indigenous Australian oral health literacy
title_full_unstemmed The utility of network analysis in the context of Indigenous Australian oral health literacy
title_short The utility of network analysis in the context of Indigenous Australian oral health literacy
title_sort utility of network analysis in the context of indigenous australian oral health literacy
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7269264/
https://www.ncbi.nlm.nih.gov/pubmed/32492049
http://dx.doi.org/10.1371/journal.pone.0233972
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