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Dynamic prediction of survival via Landmark method using the asthma prevention trial in young children
This paper focuses on the applications of Landmark method for obtaining dynamic predictions of survival by using Landmark approach to the data of asthma prevention trial in young children. This work focuses on the different ways to model recurrent events by considering various time scales according...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10688661/ https://www.ncbi.nlm.nih.gov/pubmed/38032951 http://dx.doi.org/10.1371/journal.pone.0293796 |
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author | Faiz, Nosheen Gardiwal, Atal Khan Khan, Muhammad Asif Iftikhar, Soofia |
author_facet | Faiz, Nosheen Gardiwal, Atal Khan Khan, Muhammad Asif Iftikhar, Soofia |
author_sort | Faiz, Nosheen |
collection | PubMed |
description | This paper focuses on the applications of Landmark method for obtaining dynamic predictions of survival by using Landmark approach to the data of asthma prevention trial in young children. This work focuses on the different ways to model recurrent events by considering various time scales according to how subjects in the dataset experienced multiple events. Landmark models can be used to dynamically estimate the effect of treatments effects whilst also taken into consideration the history of previous asthma attacks. Our analysis show that the treatment effect should be modelled with a time varying effect and the effect of the previous attack reduces with the passage of time. |
format | Online Article Text |
id | pubmed-10688661 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-106886612023-12-01 Dynamic prediction of survival via Landmark method using the asthma prevention trial in young children Faiz, Nosheen Gardiwal, Atal Khan Khan, Muhammad Asif Iftikhar, Soofia PLoS One Research Article This paper focuses on the applications of Landmark method for obtaining dynamic predictions of survival by using Landmark approach to the data of asthma prevention trial in young children. This work focuses on the different ways to model recurrent events by considering various time scales according to how subjects in the dataset experienced multiple events. Landmark models can be used to dynamically estimate the effect of treatments effects whilst also taken into consideration the history of previous asthma attacks. Our analysis show that the treatment effect should be modelled with a time varying effect and the effect of the previous attack reduces with the passage of time. Public Library of Science 2023-11-30 /pmc/articles/PMC10688661/ /pubmed/38032951 http://dx.doi.org/10.1371/journal.pone.0293796 Text en © 2023 Faiz et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Faiz, Nosheen Gardiwal, Atal Khan Khan, Muhammad Asif Iftikhar, Soofia Dynamic prediction of survival via Landmark method using the asthma prevention trial in young children |
title | Dynamic prediction of survival via Landmark method using the asthma prevention trial in young children |
title_full | Dynamic prediction of survival via Landmark method using the asthma prevention trial in young children |
title_fullStr | Dynamic prediction of survival via Landmark method using the asthma prevention trial in young children |
title_full_unstemmed | Dynamic prediction of survival via Landmark method using the asthma prevention trial in young children |
title_short | Dynamic prediction of survival via Landmark method using the asthma prevention trial in young children |
title_sort | dynamic prediction of survival via landmark method using the asthma prevention trial in young children |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10688661/ https://www.ncbi.nlm.nih.gov/pubmed/38032951 http://dx.doi.org/10.1371/journal.pone.0293796 |
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