Author

Francesco Isgró

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Review Open access Aug 2026

Passive digital monitoring via mobile apps and wearables in multiple sclerosis: A systematic review.

Effective management of multiple sclerosis requires precise monitoring to detect disease progression, yet conventional episodic assessments often fail to capture subtle functional decline. This systematic review aimed to synthesize current evidence on passive digital phenotyping via smartphones and wearable sensors as...

P. De Blasiis, Annunziata Attena, A. Fullin et al. · Revue neurologique (Paris) · 0 citations

#machine learning Preprint Sep 2026

The Impact of Stochasticity on the Rashomon Effect in Machine Learning

The results show that training stochasticity influences not only predictive performance but also the stability of predictions and explanations, highlighting the importance of identifying the specific sources of stochasticity responsible for different manifestations of the Rashomon phenomenon when assessing the reliabil...

Andrea Apicella, Francesco Isgró, A. Pollastro et al. · 0 citations