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Cure models to estimate time until hospitalization due to COVID-19: A case study in Galicia (NW Spain)

A short introduction to survival analysis and censored data is included in this paper. A thorough literature review in the field of cure models has been done. An overview on the most important and recent approaches on parametric, semiparametric and nonparametric mixture cure models is also included....

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Detalles Bibliográficos
Autores principales: Pedrosa-Laza, Maria, López-Cheda, Ana, Cao, Ricardo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8114025/
https://www.ncbi.nlm.nih.gov/pubmed/34764600
http://dx.doi.org/10.1007/s10489-021-02311-8
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author Pedrosa-Laza, Maria
López-Cheda, Ana
Cao, Ricardo
author_facet Pedrosa-Laza, Maria
López-Cheda, Ana
Cao, Ricardo
author_sort Pedrosa-Laza, Maria
collection PubMed
description A short introduction to survival analysis and censored data is included in this paper. A thorough literature review in the field of cure models has been done. An overview on the most important and recent approaches on parametric, semiparametric and nonparametric mixture cure models is also included. The main nonparametric and semiparametric approaches were applied to a real time dataset of COVID-19 patients from the first weeks of the epidemic in Galicia (NW Spain). The aim is to model the elapsed time from diagnosis to hospital admission. The main conclusions, as well as the limitations of both the cure models and the dataset, are presented, illustrating the usefulness of cure models in this kind of studies, where the influence of age and sex on the time to hospital admission is shown.
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spelling pubmed-81140252021-05-12 Cure models to estimate time until hospitalization due to COVID-19: A case study in Galicia (NW Spain) Pedrosa-Laza, Maria López-Cheda, Ana Cao, Ricardo Appl Intell (Dordr) Article A short introduction to survival analysis and censored data is included in this paper. A thorough literature review in the field of cure models has been done. An overview on the most important and recent approaches on parametric, semiparametric and nonparametric mixture cure models is also included. The main nonparametric and semiparametric approaches were applied to a real time dataset of COVID-19 patients from the first weeks of the epidemic in Galicia (NW Spain). The aim is to model the elapsed time from diagnosis to hospital admission. The main conclusions, as well as the limitations of both the cure models and the dataset, are presented, illustrating the usefulness of cure models in this kind of studies, where the influence of age and sex on the time to hospital admission is shown. Springer US 2021-05-12 2022 /pmc/articles/PMC8114025/ /pubmed/34764600 http://dx.doi.org/10.1007/s10489-021-02311-8 Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2021 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Pedrosa-Laza, Maria
López-Cheda, Ana
Cao, Ricardo
Cure models to estimate time until hospitalization due to COVID-19: A case study in Galicia (NW Spain)
title Cure models to estimate time until hospitalization due to COVID-19: A case study in Galicia (NW Spain)
title_full Cure models to estimate time until hospitalization due to COVID-19: A case study in Galicia (NW Spain)
title_fullStr Cure models to estimate time until hospitalization due to COVID-19: A case study in Galicia (NW Spain)
title_full_unstemmed Cure models to estimate time until hospitalization due to COVID-19: A case study in Galicia (NW Spain)
title_short Cure models to estimate time until hospitalization due to COVID-19: A case study in Galicia (NW Spain)
title_sort cure models to estimate time until hospitalization due to covid-19: a case study in galicia (nw spain)
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8114025/
https://www.ncbi.nlm.nih.gov/pubmed/34764600
http://dx.doi.org/10.1007/s10489-021-02311-8
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