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European national health plans and the monitoring of online searches for information on diabetes mellitus in different European healthcare systems
Diabetes mellitus (DM) is a serious non-communicable disease (NCD) and relies on the patient being aware of their condition, proactive, and having adequate medical care. European countries healthcare models are aware of the impact of these variables. This study evaluates the impact of online health...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9729732/ https://www.ncbi.nlm.nih.gov/pubmed/36504997 http://dx.doi.org/10.3389/fpubh.2022.1023404 |
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author | Bosch-Frigola, Irene Coca-Villalba, Fernando Pérez-Lacasta, María José Carles-Lavila, Misericòrdia |
author_facet | Bosch-Frigola, Irene Coca-Villalba, Fernando Pérez-Lacasta, María José Carles-Lavila, Misericòrdia |
author_sort | Bosch-Frigola, Irene |
collection | PubMed |
description | Diabetes mellitus (DM) is a serious non-communicable disease (NCD) and relies on the patient being aware of their condition, proactive, and having adequate medical care. European countries healthcare models are aware of the impact of these variables. This study evaluates the impact of online health information seeking behavior (OHISB) during World Diabetes Mellitus Day (WDMD) in European countries from 2014 to 2019 by grouping countries according to the changes in citizens' search behavior, diabetes mellitus prevalence, the existence of National Health Plans (NHP), and their respective healthcare systems. We extracted data from Global Burden of Disease, Google Trends (GT), Public Health European Commission, European Coalition for Diabetes, and the Spanish Ministry of Health. First, we used the broken-line models to analyze significant changes in search trends (GT) in European Union member countries in the 30-day intervals before and after the WDMD (November 14) from 2014 to 2019. Then the results obtained were used in the second phase to group these countries by factor analysis of mixed data (FAMD) using the prevalence of DM, the existence of NHP, and health models in each country. The calculations were processed using R software (gtrendsR, segmented, Factoextra, and FactoMineR). We established changes in search trends before and after WDMD, highlighting unevenness among European countries. However, significant changes were mostly observed among countries with NHP. These changes in search trends, in addition to being significant, were reiterated over time and occurred especially in countries belonging to the Beveridge Model (Portugal, Spain, and Sweden) and with NHPs in place. Greater awareness of diabetes mellitus among the population and continuous improvements in NHP can improve the patients' quality of life, thus impacting in disease management and healthcare expenditure. |
format | Online Article Text |
id | pubmed-9729732 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-97297322022-12-09 European national health plans and the monitoring of online searches for information on diabetes mellitus in different European healthcare systems Bosch-Frigola, Irene Coca-Villalba, Fernando Pérez-Lacasta, María José Carles-Lavila, Misericòrdia Front Public Health Public Health Diabetes mellitus (DM) is a serious non-communicable disease (NCD) and relies on the patient being aware of their condition, proactive, and having adequate medical care. European countries healthcare models are aware of the impact of these variables. This study evaluates the impact of online health information seeking behavior (OHISB) during World Diabetes Mellitus Day (WDMD) in European countries from 2014 to 2019 by grouping countries according to the changes in citizens' search behavior, diabetes mellitus prevalence, the existence of National Health Plans (NHP), and their respective healthcare systems. We extracted data from Global Burden of Disease, Google Trends (GT), Public Health European Commission, European Coalition for Diabetes, and the Spanish Ministry of Health. First, we used the broken-line models to analyze significant changes in search trends (GT) in European Union member countries in the 30-day intervals before and after the WDMD (November 14) from 2014 to 2019. Then the results obtained were used in the second phase to group these countries by factor analysis of mixed data (FAMD) using the prevalence of DM, the existence of NHP, and health models in each country. The calculations were processed using R software (gtrendsR, segmented, Factoextra, and FactoMineR). We established changes in search trends before and after WDMD, highlighting unevenness among European countries. However, significant changes were mostly observed among countries with NHP. These changes in search trends, in addition to being significant, were reiterated over time and occurred especially in countries belonging to the Beveridge Model (Portugal, Spain, and Sweden) and with NHPs in place. Greater awareness of diabetes mellitus among the population and continuous improvements in NHP can improve the patients' quality of life, thus impacting in disease management and healthcare expenditure. Frontiers Media S.A. 2022-11-24 /pmc/articles/PMC9729732/ /pubmed/36504997 http://dx.doi.org/10.3389/fpubh.2022.1023404 Text en Copyright © 2022 Bosch-Frigola, Coca-Villalba, Pérez-Lacasta and Carles-Lavila. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Public Health Bosch-Frigola, Irene Coca-Villalba, Fernando Pérez-Lacasta, María José Carles-Lavila, Misericòrdia European national health plans and the monitoring of online searches for information on diabetes mellitus in different European healthcare systems |
title | European national health plans and the monitoring of online searches for information on diabetes mellitus in different European healthcare systems |
title_full | European national health plans and the monitoring of online searches for information on diabetes mellitus in different European healthcare systems |
title_fullStr | European national health plans and the monitoring of online searches for information on diabetes mellitus in different European healthcare systems |
title_full_unstemmed | European national health plans and the monitoring of online searches for information on diabetes mellitus in different European healthcare systems |
title_short | European national health plans and the monitoring of online searches for information on diabetes mellitus in different European healthcare systems |
title_sort | european national health plans and the monitoring of online searches for information on diabetes mellitus in different european healthcare systems |
topic | Public Health |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9729732/ https://www.ncbi.nlm.nih.gov/pubmed/36504997 http://dx.doi.org/10.3389/fpubh.2022.1023404 |
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