Search Results for author: Pedro Mateus

Found 2 papers, 2 papers with code

MRI-based and metabolomics-based age scores act synergetically for mortality prediction shown by multi-cohort federated learning

2 code implementations • 2 Sep 2024 • Pedro Mateus, Swier Garst, Jing Yu, Davy Cats, Alexander G. J. Harms, Mahlet Birhanu, Marian Beekman, P. Eline Slagboom, Marcel Reinders, Jeroen van der Grond, Andre Dekker, Jacobus F. A. Jansen, Magdalena Beran, Miranda T. Schram, Pieter Jelle Visser, Justine Moonen, Mohsen Ghanbari, Gennady Roshchupkin, Dina Vojinovic, Inigo Bermejo, Hailiang Mei, Esther E. Bron

We trained a federated deep learning model to estimate BrainAge in three cohorts.

Federated Learning Mortality Prediction

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Code

mage based prognosis in head and neck cancer using convolutional neural networks: a case study in reproducibility and optimization

1 code implementation • Scientific Reports 2023 • Pedro Mateus, Leroy Volmer, Leonard Wee, Hugo J. W. L. Aerts, Frank Hoebers, Andre Dekker, Inigo Bermejo

Although there have been improvements in the reproducibility of deep learning models, our work suggests that wider implementation of reporting standards is required to avoid a reproducibility crisis.

Medical Image Analysis Model Selection +1

Paper
Code

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