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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2023
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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. |
format | Online Article Text |
id | pubmed-10601102 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
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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