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Author

Sam Bogdanov

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Open access Sep 2026

Charting confidence in white matter brain charts: enabling study planning through stability validation

Abstract. Purpose Normative modeling of quantitative brain measurements is being widely adopted as a promising method for charting population-level developmental trajectories and identifying abnormalities in groups and individuals. Generalized additive models for location, scale, and shape (GAMLSS) are a statistical fr...

Michael E. Kim, G. Rudravaram, Adam M. Saunders et al. · 0 citations
Open access Jul 2026

A geometric-to-neural cascade for cerebral microbleed detection in susceptibility-weighted MRI

A fully automated, three-stage cascade pipeline that combines subject-adaptive unsupervised candidate generation with two successive lightweight 3D ResNet classifiers, trained with only human-in-the-loop quality-assurance (QA) labels rather than dense voxel-wise segmentation masks is presented.

Sam Bogdanov, G. Rudravaram, Adam M. Saunders et al. · 0 citations

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