Fig. 10: Summary figure illustrating a comprehensive view of the entire study.

A predictive model capable of distinguishing between RRMS and SPMS was trained on EHR data collected during hospital visits in Sweden. CP was incorporated to provide valid measures of uncertainty for predictions at the individual patient level. The model showed proof of validity and exhibited high performance on the test set data. Additionally, SHAP was utilized to understand the contribution of features in each prediction. Created with BioRender.com. Kultima, K. (2024) https://BioRender.com/s87n810.