Dr Matthew Sperrin gave the talk "When is Causal Thinking Needed for Prediction" covering emerging topics such as counterfactual prediction:

Emerging topics in prediction modeling

Dr Glen Martin gave the talk "Multi-outcome risk prediction modelling: current state-of-play and future research", including some discussion on multivariate methods for prediction modelling. To watch this talk, please visit here.

Lucy Bull (NIHR Doctoral Research Fellow) gave the following talk "Harnessing repeated measurements of predictor variables: A review of existing methods for clinical risk prediction" for the NIHR Maudsley BRC prediction modelling seminar. The corresponding paper is available here.