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Dynamic prediction of survival via Landmark method using the asthma prevention trial in young children.

Authors :
Nosheen Faiz
Atal Khan Gardiwal
Muhammad Asif Khan
Soofia Iftikhar
Source :
PLoS ONE, Vol 18, Iss 11, p e0293796 (2023)
Publication Year :
2023
Publisher :
Public Library of Science (PLoS), 2023.

Abstract

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.

Subjects

Subjects :
Medicine
Science

Details

Language :
English
ISSN :
19326203
Volume :
18
Issue :
11
Database :
Directory of Open Access Journals
Journal :
PLoS ONE
Publication Type :
Academic Journal
Accession number :
edsdoj.8a2b8522cf741898db04a5fdea6ce3f
Document Type :
article
Full Text :
https://doi.org/10.1371/journal.pone.0293796&type=printable