Topic: clinical collaborators

Develop machine-learning methods for sparse three-dimensional reconstruction of virtual histology from X-ray phase-contrast tomography. Work includes imaging breast biopsy specimens, constructing data pipelines, designing reconstruction algorithms and comparing results with standard histology. The doctoral researcher joins academic and clinical collaborators in studies intended to improve cancer diagnosis workflows, and contributes publications and teaching.

Develop computational methods for biological digital twins, including parameter estimation, uncertainty quantification, Bayesian inference and physics-informed neural networks. Build scalable simulation software and apply it with experimental and clinical collaborators to development and disease models.