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Small Area Variation of Adherence to Clinical Recommendations: An Example from Switzerland

BACKGROUND: Unwarranted variation in healthcare utilization can only partly be explained by variation in the health care needs of the population, yet it is frequently found globally. This is the first cross-sectional study that systematically assessed geographic variation in the adherence to clinica...

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Autores principales: Gruebner, Oliver, Wei, Wenjia, Ulyte, Agne, von Wyl, Viktor, Dressel, Holger, Brüngger, Beat, Bähler, Caroline, Blozik, Eva, Schwenkglenks, Matthias
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9102215/
https://www.ncbi.nlm.nih.gov/pubmed/35573484
http://dx.doi.org/10.1177/23333928221097741
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author Gruebner, Oliver
Wei, Wenjia
Ulyte, Agne
von Wyl, Viktor
Dressel, Holger
Brüngger, Beat
Bähler, Caroline
Blozik, Eva
Schwenkglenks, Matthias
author_facet Gruebner, Oliver
Wei, Wenjia
Ulyte, Agne
von Wyl, Viktor
Dressel, Holger
Brüngger, Beat
Bähler, Caroline
Blozik, Eva
Schwenkglenks, Matthias
author_sort Gruebner, Oliver
collection PubMed
description BACKGROUND: Unwarranted variation in healthcare utilization can only partly be explained by variation in the health care needs of the population, yet it is frequently found globally. This is the first cross-sectional study that systematically assessed geographic variation in the adherence to clinical recommendations in Switzerland. Specifically, we explored 1) the geographic variation of adherence to clinical recommendations across 24 health services at the sub-cantonal level, 2) assessed and mapped statistically significant spatial clusters, and 3) explored possible influencing factors for the observed geographic variation. METHODS: Exploratory spatial analysis using the Moran’s I statistic on multivariable multilevel model residuals to systematically identify small area variation of adherence to clinical recommendations across 24 health services. RESULTS: Although there was no overall spatial pattern in adherence to clinical recommendations across all health care services, we identified health services that exhibited statistically significant spatial dependence in adherence. For these, we provided evidence about the locations of local clusters. INTERPRETATION: We identified regions in Switzerland in which specific recommended or discouraged health care services are utilized less or more than elsewhere. Future studies are needed to investigate the place-based social determinants of health responsible for the sub-cantonal variation in adherence to clinical recommendations in Switzerland and elsewhere over time.
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spelling pubmed-91022152022-05-14 Small Area Variation of Adherence to Clinical Recommendations: An Example from Switzerland Gruebner, Oliver Wei, Wenjia Ulyte, Agne von Wyl, Viktor Dressel, Holger Brüngger, Beat Bähler, Caroline Blozik, Eva Schwenkglenks, Matthias Health Serv Res Manag Epidemiol Original Research BACKGROUND: Unwarranted variation in healthcare utilization can only partly be explained by variation in the health care needs of the population, yet it is frequently found globally. This is the first cross-sectional study that systematically assessed geographic variation in the adherence to clinical recommendations in Switzerland. Specifically, we explored 1) the geographic variation of adherence to clinical recommendations across 24 health services at the sub-cantonal level, 2) assessed and mapped statistically significant spatial clusters, and 3) explored possible influencing factors for the observed geographic variation. METHODS: Exploratory spatial analysis using the Moran’s I statistic on multivariable multilevel model residuals to systematically identify small area variation of adherence to clinical recommendations across 24 health services. RESULTS: Although there was no overall spatial pattern in adherence to clinical recommendations across all health care services, we identified health services that exhibited statistically significant spatial dependence in adherence. For these, we provided evidence about the locations of local clusters. INTERPRETATION: We identified regions in Switzerland in which specific recommended or discouraged health care services are utilized less or more than elsewhere. Future studies are needed to investigate the place-based social determinants of health responsible for the sub-cantonal variation in adherence to clinical recommendations in Switzerland and elsewhere over time. SAGE Publications 2022-05-11 /pmc/articles/PMC9102215/ /pubmed/35573484 http://dx.doi.org/10.1177/23333928221097741 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution 4.0 License (https://creativecommons.org/licenses/by/4.0/) which permits any use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access page (https://us.sagepub.com/en-us/nam/open-access-at-sage).
spellingShingle Original Research
Gruebner, Oliver
Wei, Wenjia
Ulyte, Agne
von Wyl, Viktor
Dressel, Holger
Brüngger, Beat
Bähler, Caroline
Blozik, Eva
Schwenkglenks, Matthias
Small Area Variation of Adherence to Clinical Recommendations: An Example from Switzerland
title Small Area Variation of Adherence to Clinical Recommendations: An Example from Switzerland
title_full Small Area Variation of Adherence to Clinical Recommendations: An Example from Switzerland
title_fullStr Small Area Variation of Adherence to Clinical Recommendations: An Example from Switzerland
title_full_unstemmed Small Area Variation of Adherence to Clinical Recommendations: An Example from Switzerland
title_short Small Area Variation of Adherence to Clinical Recommendations: An Example from Switzerland
title_sort small area variation of adherence to clinical recommendations: an example from switzerland
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9102215/
https://www.ncbi.nlm.nih.gov/pubmed/35573484
http://dx.doi.org/10.1177/23333928221097741
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