Conclusion:
In conclusion we can state that for the prediction of surgical re-intervention within two years after EA, the LR gives a better prediction compared to the ML model. However, machine learning algorithms should always be considered as candidate prediction tool for classification or regression problems because of the possible advantages. So far there is no evidence for one single algorithm that outperforms the other in general use. Further research is needed for the evaluation of ML based predictive modelling.