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Does the pharmacy expenditure of patients always correspond with their morbidity burden? Exploring new approaches in the interpretation of pharmacy expenditure

BACKGROUND: The computerisation of primary health care (PHC) records offers the opportunity to focus on pharmacy expenditure from the perspective of the morbidity of individuals. The objective of the present study was to analyse the behaviour of pharmacy expenditure within different morbidity groups...

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Autores principales: Calderón-Larrañaga, Amaia, Poblador-Plou, Beatriz, López-Cabañas, Anselmo, Alcalá-Nalvaiz, José Tomás, Abad-Díez, José María, Bordonaba-Bosque, Daniel, Prados-Torres, Alexandra
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2881885/
https://www.ncbi.nlm.nih.gov/pubmed/20459840
http://dx.doi.org/10.1186/1471-2458-10-244
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author Calderón-Larrañaga, Amaia
Poblador-Plou, Beatriz
López-Cabañas, Anselmo
Alcalá-Nalvaiz, José Tomás
Abad-Díez, José María
Bordonaba-Bosque, Daniel
Prados-Torres, Alexandra
author_facet Calderón-Larrañaga, Amaia
Poblador-Plou, Beatriz
López-Cabañas, Anselmo
Alcalá-Nalvaiz, José Tomás
Abad-Díez, José María
Bordonaba-Bosque, Daniel
Prados-Torres, Alexandra
author_sort Calderón-Larrañaga, Amaia
collection PubMed
description BACKGROUND: The computerisation of primary health care (PHC) records offers the opportunity to focus on pharmacy expenditure from the perspective of the morbidity of individuals. The objective of the present study was to analyse the behaviour of pharmacy expenditure within different morbidity groups. We paid special attention to the identification of individuals who had higher values of pharmacy expenditure than their morbidity would otherwise suggest (i.e. outliers). METHODS: Observational study consisting of 75,574 patients seen at PHC centres in Zaragoza, Spain, at least once in 2005. Demographic and disease variables were analysed (ACG(® )8.1), together with a response variable that we termed 'total pharmacy expenditure per patient'. Outlier patients were identified based on boxplot methods, adjusted boxplot for asymmetric distributions, and by analysing standardised residuals of tobit regression models. RESULTS: The pharmacy expenditure of up to 7% of attendees in the studied PHC centres during one year exceeded expectations given their morbidity burden. This group of patients was responsible for up to 24% of the total annual pharmacy expenditure. There was a significantly higher number of outlier patients within the low-morbidity band which matched up with the higher variation coefficient observed in this group (3.2 vs. 2.0 and 1.3 in the moderate- and high-morbidity bands, respectively). CONCLUSIONS: With appropriate validation, the methodologies of the present study could be incorporated in the routine monitoring of the prescribing profile of general practitioners. This could not only enable evaluation of their performance, but also target groups of outlier patients and foster analyses of the causes of unusually high pharmacy expenditures among them. This interpretation of pharmacy expenditure gives new clues for the efficiency in utilisation of healthcare resources, and could be complementary to management interventions focused on individuals with a high morbidity burden.
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spelling pubmed-28818852010-06-08 Does the pharmacy expenditure of patients always correspond with their morbidity burden? Exploring new approaches in the interpretation of pharmacy expenditure Calderón-Larrañaga, Amaia Poblador-Plou, Beatriz López-Cabañas, Anselmo Alcalá-Nalvaiz, José Tomás Abad-Díez, José María Bordonaba-Bosque, Daniel Prados-Torres, Alexandra BMC Public Health Research article BACKGROUND: The computerisation of primary health care (PHC) records offers the opportunity to focus on pharmacy expenditure from the perspective of the morbidity of individuals. The objective of the present study was to analyse the behaviour of pharmacy expenditure within different morbidity groups. We paid special attention to the identification of individuals who had higher values of pharmacy expenditure than their morbidity would otherwise suggest (i.e. outliers). METHODS: Observational study consisting of 75,574 patients seen at PHC centres in Zaragoza, Spain, at least once in 2005. Demographic and disease variables were analysed (ACG(® )8.1), together with a response variable that we termed 'total pharmacy expenditure per patient'. Outlier patients were identified based on boxplot methods, adjusted boxplot for asymmetric distributions, and by analysing standardised residuals of tobit regression models. RESULTS: The pharmacy expenditure of up to 7% of attendees in the studied PHC centres during one year exceeded expectations given their morbidity burden. This group of patients was responsible for up to 24% of the total annual pharmacy expenditure. There was a significantly higher number of outlier patients within the low-morbidity band which matched up with the higher variation coefficient observed in this group (3.2 vs. 2.0 and 1.3 in the moderate- and high-morbidity bands, respectively). CONCLUSIONS: With appropriate validation, the methodologies of the present study could be incorporated in the routine monitoring of the prescribing profile of general practitioners. This could not only enable evaluation of their performance, but also target groups of outlier patients and foster analyses of the causes of unusually high pharmacy expenditures among them. This interpretation of pharmacy expenditure gives new clues for the efficiency in utilisation of healthcare resources, and could be complementary to management interventions focused on individuals with a high morbidity burden. BioMed Central 2010-05-11 /pmc/articles/PMC2881885/ /pubmed/20459840 http://dx.doi.org/10.1186/1471-2458-10-244 Text en Copyright ©2010 Calderón-Larrañaga et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research article
Calderón-Larrañaga, Amaia
Poblador-Plou, Beatriz
López-Cabañas, Anselmo
Alcalá-Nalvaiz, José Tomás
Abad-Díez, José María
Bordonaba-Bosque, Daniel
Prados-Torres, Alexandra
Does the pharmacy expenditure of patients always correspond with their morbidity burden? Exploring new approaches in the interpretation of pharmacy expenditure
title Does the pharmacy expenditure of patients always correspond with their morbidity burden? Exploring new approaches in the interpretation of pharmacy expenditure
title_full Does the pharmacy expenditure of patients always correspond with their morbidity burden? Exploring new approaches in the interpretation of pharmacy expenditure
title_fullStr Does the pharmacy expenditure of patients always correspond with their morbidity burden? Exploring new approaches in the interpretation of pharmacy expenditure
title_full_unstemmed Does the pharmacy expenditure of patients always correspond with their morbidity burden? Exploring new approaches in the interpretation of pharmacy expenditure
title_short Does the pharmacy expenditure of patients always correspond with their morbidity burden? Exploring new approaches in the interpretation of pharmacy expenditure
title_sort does the pharmacy expenditure of patients always correspond with their morbidity burden? exploring new approaches in the interpretation of pharmacy expenditure
topic Research article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2881885/
https://www.ncbi.nlm.nih.gov/pubmed/20459840
http://dx.doi.org/10.1186/1471-2458-10-244
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