In recent years, Natural Language Processing (NLP) has significantly revolutionized the legal industry. The introduction of NLP technologies has opened new opportunities for legal professionals, providing a wide range of resources to address traditional challenges and increase operational efficiency. One promising application of these new methodologies involves supporting judges by predicting the outcome of a legal case, thereby accelerating the entire judicial process. However, the mere prediction of a legal case is not sufficient if not accompanied by the corresponding explanation. To perform this task using an automated system is not so straightforward. The legal domain is complex, with lots of peculiar terms that require specific skills to be navigated.