Themes

Living Systems

Looking at how machine learning can help describe biological processes, from molecular behaviour to whole-patient physiology.

Disease Trajectories

Studying how diseases develop and change by following trajectories instead of single snapshots, including the irregular, sparse and noisy data common in real healthcare settings.

Early Signals

Asking whether subtle changes in biological or clinical data can indicate what happens next, before conventional thresholds are reached.

Transparent Models

Favouring models whose reasoning can be seen and questioned, so they support scientific and clinical judgement instead of replacing it.