Cargando…
Estimating individual treatment effects on COPD exacerbations by causal machine learning on randomised controlled trials
RATIONALE: Estimating the causal effect of an intervention at individual level, also called individual treatment effect (ITE), may help in identifying response prior to the intervention. OBJECTIVES: We aimed to develop machine learning (ML) models which estimate ITE of an intervention using data fro...
Autores principales: | Verstraete, Kenneth, Gyselinck, Iwein, Huts, Helene, Das, Nilakash, Topalovic, Marko, De Vos, Maarten, Janssens, Wim |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BMJ Publishing Group
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10511983/ https://www.ncbi.nlm.nih.gov/pubmed/37012070 http://dx.doi.org/10.1136/thorax-2022-219382 |
Ejemplares similares
-
Examining the possible causal relationship between lung function, COPD and Alzheimer’s disease: a Mendelian randomisation study
por: Higbee, Daniel, et al.
Publicado: (2021) -
COPD-Lower Respiratory Tract Infection Visual Analogue Score (c-LRTI-VAS) validation in stable and exacerbated patients with COPD
por: Prins, Hendrik Johannes, et al.
Publicado: (2021) -
Home treatment of COPD exacerbation selected by DECAF score: a non-inferiority, randomised controlled trial and economic evaluation
por: Echevarria, Carlos, et al.
Publicado: (2018) -
Breathing–swallowing discoordination is associated with frequent exacerbations of COPD
por: Nagami, Shinsuke, et al.
Publicado: (2017) -
Systemic inflammation induced by exacerbation of COPD or pneumonia in patients with COPD induces cardiac troponin elevation
por: Søyseth, Vidar, et al.
Publicado: (2021)