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HPV vaccine coverage in Australia and associations with HPV vaccine information exposure among Australian Twitter users
Introduction: Human papillomavirus (HPV) vaccine coverage in Australia is 80% for females and 76% for males. Attitudes may influence coverage but surveys measuring attitudes are resource-intensive. The aim of this study was to determine whether Twitter-derived estimates of HPV vaccine information ex...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Taylor & Francis
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6746515/ https://www.ncbi.nlm.nih.gov/pubmed/30978147 http://dx.doi.org/10.1080/21645515.2019.1596712 |
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author | Dyda, Amalie Shah, Zubair Surian, Didi Martin, Paige Coiera, Enrico Dey, Aditi Leask, Julie Dunn, Adam G. |
author_facet | Dyda, Amalie Shah, Zubair Surian, Didi Martin, Paige Coiera, Enrico Dey, Aditi Leask, Julie Dunn, Adam G. |
author_sort | Dyda, Amalie |
collection | PubMed |
description | Introduction: Human papillomavirus (HPV) vaccine coverage in Australia is 80% for females and 76% for males. Attitudes may influence coverage but surveys measuring attitudes are resource-intensive. The aim of this study was to determine whether Twitter-derived estimates of HPV vaccine information exposure were associated with differences in coverage across regions in Australia. Methods: Regional differences in information exposure were estimated from 1,103,448 Australian Twitter users and 655,690 HPV vaccine related tweets posted between 6 September 2013 and 1 September 2017. Tweets about HPV vaccines were grouped using topic modelling; an algorithm for clustering text-based data. Proportional exposure to topics across 25 regions in Australia were used as factors to model HPV vaccine coverage in females and males, and compared to models using employment and education as factors. Results: Models using topic exposure measures were more closely correlated with HPV vaccine coverage (female: Pearson’s R = 0.75 [0.49 to 0.88]; male: R = 0.76 [0.51 to 0.89]) than models using employment and education as factors (female: 0.39 [−0.02 to 0.68]; male: 0.36 [−0.04 to 0.66]). In Australia, positively-framed news tended to reach more Twitter users overall, but vaccine-critical information made up higher proportions of exposures among Twitter users in low coverage regions, where distorted characterisations of safety research and vaccine-critical blogs were popular. Conclusions: Twitter-derived models of information exposure were correlated with HPV vaccine coverage in Australia. Topic exposure measures may be useful for providing timely and localised reports of the information people access and share to inform the design of targeted vaccine promotion interventions. |
format | Online Article Text |
id | pubmed-6746515 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Taylor & Francis |
record_format | MEDLINE/PubMed |
spelling | pubmed-67465152019-09-24 HPV vaccine coverage in Australia and associations with HPV vaccine information exposure among Australian Twitter users Dyda, Amalie Shah, Zubair Surian, Didi Martin, Paige Coiera, Enrico Dey, Aditi Leask, Julie Dunn, Adam G. Hum Vaccin Immunother Research Paper Introduction: Human papillomavirus (HPV) vaccine coverage in Australia is 80% for females and 76% for males. Attitudes may influence coverage but surveys measuring attitudes are resource-intensive. The aim of this study was to determine whether Twitter-derived estimates of HPV vaccine information exposure were associated with differences in coverage across regions in Australia. Methods: Regional differences in information exposure were estimated from 1,103,448 Australian Twitter users and 655,690 HPV vaccine related tweets posted between 6 September 2013 and 1 September 2017. Tweets about HPV vaccines were grouped using topic modelling; an algorithm for clustering text-based data. Proportional exposure to topics across 25 regions in Australia were used as factors to model HPV vaccine coverage in females and males, and compared to models using employment and education as factors. Results: Models using topic exposure measures were more closely correlated with HPV vaccine coverage (female: Pearson’s R = 0.75 [0.49 to 0.88]; male: R = 0.76 [0.51 to 0.89]) than models using employment and education as factors (female: 0.39 [−0.02 to 0.68]; male: 0.36 [−0.04 to 0.66]). In Australia, positively-framed news tended to reach more Twitter users overall, but vaccine-critical information made up higher proportions of exposures among Twitter users in low coverage regions, where distorted characterisations of safety research and vaccine-critical blogs were popular. Conclusions: Twitter-derived models of information exposure were correlated with HPV vaccine coverage in Australia. Topic exposure measures may be useful for providing timely and localised reports of the information people access and share to inform the design of targeted vaccine promotion interventions. Taylor & Francis 2019-04-12 /pmc/articles/PMC6746515/ /pubmed/30978147 http://dx.doi.org/10.1080/21645515.2019.1596712 Text en © 2019 The Author(s). Published with license by Taylor & Francis Group, LLC. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivatives License (http://creativecommons.org/licenses/by-nc-nd/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited, and is not altered, transformed, or built upon in any way. |
spellingShingle | Research Paper Dyda, Amalie Shah, Zubair Surian, Didi Martin, Paige Coiera, Enrico Dey, Aditi Leask, Julie Dunn, Adam G. HPV vaccine coverage in Australia and associations with HPV vaccine information exposure among Australian Twitter users |
title | HPV vaccine coverage in Australia and associations with HPV vaccine information exposure among Australian Twitter users |
title_full | HPV vaccine coverage in Australia and associations with HPV vaccine information exposure among Australian Twitter users |
title_fullStr | HPV vaccine coverage in Australia and associations with HPV vaccine information exposure among Australian Twitter users |
title_full_unstemmed | HPV vaccine coverage in Australia and associations with HPV vaccine information exposure among Australian Twitter users |
title_short | HPV vaccine coverage in Australia and associations with HPV vaccine information exposure among Australian Twitter users |
title_sort | hpv vaccine coverage in australia and associations with hpv vaccine information exposure among australian twitter users |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6746515/ https://www.ncbi.nlm.nih.gov/pubmed/30978147 http://dx.doi.org/10.1080/21645515.2019.1596712 |
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