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Author

Anna Schroder

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Open access Sep 2026

Evaluation of Uncertainty-Aware Multi-Software Ensembles for Hippocampal Segmentation

Accurate hippocampal segmentation can be a useful tool for diagnosing and monitoring neurological conditions such as Alzheimer’s disease and epilepsy. While numerous automated segmentation methods exist, their clinical adoption remains limited. Reliable uncertainty assessment can enhance trust and facilitate clinical t...

Gabriel Oliveira-Stahl, Anna Schroder, James Moggridge et al. · 0 citations

Imaging Evaluation of Uncertainty-Aware Multi-Software Ensembles for Hip-pocampal Segmentation

Ensemble-derived uncertainty quantification with sample variance, mutual information, and predictive entropy is shown to reduce inaccurate segmentations by flagging low-confidence cases, potentially providing a mechanism for automatically escalating ambiguous cases for expert assessment.

Gabriel Oliveira-Stahl, Anna Schroder, James Moggridge et al. · 0 citations

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