Optimizing for the decision not the prediction: an exploration of Smooth Net Benefit as a training objective

Koen M. F. Gorgels, Lasai Barreñada, Maarten van Smeden +3

Objective Prediction models are commonly trained using objectives such as Bernoulli negative log-likelihood (NLL), although downstream clinical decisions may depend on specific ris…