Wouter A. C. van Amsterdam

According to our database, Wouter A. C. van Amsterdam authored at least 8 papers between 2019 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

When accurate prediction models yield harmful self-fulfilling prophecies.

Wouter A. C. van Amsterdam, Nan van Geloven, Jesse H. Krijthe, Rajesh Ranganath, Giovanni Cinà

Patterns, 2025

AI as an intervention: improving clinical outcomes relies on a causal approach to AI development and validation.

Shalmali Joshi, Iñigo Urteaga, Wouter A. C. van Amsterdam, George Hripcsak, Pierre A. Elias, Benjamin R. C. Amor, Noémie Elhadad, James C. Fackler, Mark P. Sendak, Jenna Wiens, Kaivalya Deshpande, Yoav Wald, Madalina Fiterau, Zachary C. Lipton, Daniel Malinsky, Madhur Nayan, Hongseok Namkoong, Soojin Park, Julia E. Vogt, Rajesh Ranganath

J. Am. Medical Informatics Assoc., 2025

Time After Time: Deep-Q Effect Estimation for Interventions on When and What to do.

Yoav Wald, Mark Goldstein, Yonathan Efroni, Wouter A. C. van Amsterdam, Rajesh Ranganath

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

2024

From algorithms to action: improving patient care requires causality.

Wouter A. C. van Amsterdam, Pim A. de Jong, Joost J. C. Verhoeff, Tim Leiner, Rajesh Ranganath

BMC Medical Informatics Decis. Mak., December, 2024

A causal viewpoint on prediction model performance under changes in case-mix: discrimination and calibration respond differently for prognosis and diagnosis predictions.

Wouter A. C. van Amsterdam

CoRR, 2024

2022

Decision making in cancer: Causal questions require causal answers.

Wouter A. C. van Amsterdam, Pim A. de Jong, Joost J. C. Verhoeff, Tim Leiner, Rajesh Ranganath

CoRR, 2022

2019

Eliminating biasing signals in lung cancer images for prognosis predictions with deep learning.

Wouter A. C. van Amsterdam, Joost J. C. Verhoeff, Pim A. de Jong, Tim Leiner, Marinus J. C. Eijkemans

npj Digit. Medicine, 2019

Controlling for Biasing Signals in Images for Prognostic Models: Survival Predictions for Lung Cancer with Deep Learning.

Wouter A. C. van Amsterdam, Marinus J. C. Eijkemans

CoRR, 2019