Integrating uncertainty in deep neural networks for MRI based stroke analysis

•Bayesian framework to diagnose ischemic stroke patients based on MR images.•Bayesian approach improves the performance and yields reliable predictions.•Novel aggregation methods to combine image-level predictions to patient diagnoses.•Integrating image-level prediction uncertainty improves eventual patient diagnosis.•Uncertainty information enables to indicate patients with difficult diagnoses.