Cargando…
Using Iterative Pairwise External Validation to Contextualize Prediction Model Performance: A Use Case Predicting 1-Year Heart Failure Risk in Patients with Diabetes Across Five Data Sources
INTRODUCTION: External validation of prediction models is increasingly being seen as a minimum requirement for acceptance in clinical practice. However, the lack of interoperability of healthcare databases has been the biggest barrier to this occurring on a large scale. Recent improvements in databa...
Autores principales: | Williams, Ross D., Reps, Jenna M., Kors, Jan A., Ryan, Patrick B., Steyerberg, Ewout, Verhamme, Katia M., Rijnbeek, Peter R. |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9114056/ https://www.ncbi.nlm.nih.gov/pubmed/35579818 http://dx.doi.org/10.1007/s40264-022-01161-8 |
Ejemplares similares
-
External validation of existing dementia prediction models on observational health data
por: John, Luis H., et al.
Publicado: (2022) -
Learning patient-level prediction models across multiple healthcare databases: evaluation of ensembles for increasing model transportability
por: Reps, Jenna Marie, et al.
Publicado: (2022) -
90-Day all-cause mortality can be predicted following a total knee replacement: an international, network study to develop and validate a prediction model
por: Williams, Ross D., et al.
Publicado: (2021) -
Identifying the DEAD: Development and Validation of a Patient-Level Model to Predict Death Status in Population-Level Claims Data
por: Reps, Jenna M., et al.
Publicado: (2019) -
Feasibility and evaluation of a large-scale external validation approach for patient-level prediction in an international data network: validation of models predicting stroke in female patients newly diagnosed with atrial fibrillation
por: Reps, Jenna M., et al.
Publicado: (2020)