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Detecting unexpected growths in health technologies expenditures: the case of MIPRES in Colombia

We developed an algorithm to explore unexpected growth in the usage and costs of health technologies. We exploit data from the expenditures on technologies funded by the Colombian government under the compulsory insurance system, where all prescriptions for technologies not included in an explicit l...

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Autores principales: Espinosa, Oscar, Bejarano, Valeria, Sanabria, Cristian, Rodríguez, Jhonathan, Basto, Sergio, Rodríguez-Lesmes, Paul, Robayo, Adriana
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10601102/
https://www.ncbi.nlm.nih.gov/pubmed/37880691
http://dx.doi.org/10.1186/s12913-023-10155-w
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author Espinosa, Oscar
Bejarano, Valeria
Sanabria, Cristian
Rodríguez, Jhonathan
Basto, Sergio
Rodríguez-Lesmes, Paul
Robayo, Adriana
author_facet Espinosa, Oscar
Bejarano, Valeria
Sanabria, Cristian
Rodríguez, Jhonathan
Basto, Sergio
Rodríguez-Lesmes, Paul
Robayo, Adriana
author_sort Espinosa, Oscar
collection PubMed
description We developed an algorithm to explore unexpected growth in the usage and costs of health technologies. We exploit data from the expenditures on technologies funded by the Colombian government under the compulsory insurance system, where all prescriptions for technologies not included in an explicit list must be registered in a centralized information system, covering the period from 2017 to 2022. The algorithm consists of two steps: an outlier detection method based on the density of the expenditures for selecting a first set of technologies to consider (39 technologies out of 106,957), and two anomaly detection models for time series to determine which insurance companies, health providers, and regions have the most notorious increases. We have found that most medicines associated with atypical behavior and significant monetary growth could be linked to the use of recently introduced drugs in the market. These drugs have valid patents and very specific clinical indications, often involving high-cost pharmacological treatments. The most relevant case is the Burosumab, approved in 2018 to treat a rare genetic disorder affecting skeletal growth. Secondly, there is clear evidence of anomalous increasing trend evolutions in the identified enteral nutritional support supplements or Food for Special Medical Purposes. The health system did not purchase these products before July 2021, but in 2022 they represented more than 500,000 USD per month. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12913-023-10155-w.
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spelling pubmed-106011022023-10-27 Detecting unexpected growths in health technologies expenditures: the case of MIPRES in Colombia Espinosa, Oscar Bejarano, Valeria Sanabria, Cristian Rodríguez, Jhonathan Basto, Sergio Rodríguez-Lesmes, Paul Robayo, Adriana BMC Health Serv Res Research We developed an algorithm to explore unexpected growth in the usage and costs of health technologies. We exploit data from the expenditures on technologies funded by the Colombian government under the compulsory insurance system, where all prescriptions for technologies not included in an explicit list must be registered in a centralized information system, covering the period from 2017 to 2022. The algorithm consists of two steps: an outlier detection method based on the density of the expenditures for selecting a first set of technologies to consider (39 technologies out of 106,957), and two anomaly detection models for time series to determine which insurance companies, health providers, and regions have the most notorious increases. We have found that most medicines associated with atypical behavior and significant monetary growth could be linked to the use of recently introduced drugs in the market. These drugs have valid patents and very specific clinical indications, often involving high-cost pharmacological treatments. The most relevant case is the Burosumab, approved in 2018 to treat a rare genetic disorder affecting skeletal growth. Secondly, there is clear evidence of anomalous increasing trend evolutions in the identified enteral nutritional support supplements or Food for Special Medical Purposes. The health system did not purchase these products before July 2021, but in 2022 they represented more than 500,000 USD per month. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12913-023-10155-w. BioMed Central 2023-10-25 /pmc/articles/PMC10601102/ /pubmed/37880691 http://dx.doi.org/10.1186/s12913-023-10155-w Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Espinosa, Oscar
Bejarano, Valeria
Sanabria, Cristian
Rodríguez, Jhonathan
Basto, Sergio
Rodríguez-Lesmes, Paul
Robayo, Adriana
Detecting unexpected growths in health technologies expenditures: the case of MIPRES in Colombia
title Detecting unexpected growths in health technologies expenditures: the case of MIPRES in Colombia
title_full Detecting unexpected growths in health technologies expenditures: the case of MIPRES in Colombia
title_fullStr Detecting unexpected growths in health technologies expenditures: the case of MIPRES in Colombia
title_full_unstemmed Detecting unexpected growths in health technologies expenditures: the case of MIPRES in Colombia
title_short Detecting unexpected growths in health technologies expenditures: the case of MIPRES in Colombia
title_sort detecting unexpected growths in health technologies expenditures: the case of mipres in colombia
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10601102/
https://www.ncbi.nlm.nih.gov/pubmed/37880691
http://dx.doi.org/10.1186/s12913-023-10155-w
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