Federal Almazov North-West Medical Research Centre

Methodology for assessing sleep quality and its parameters in the context of neurophysiological and behavioral aspects

Sleep is a fundamental physiological process essential for maintaining cognitive function, emotional stability, and overall health. This paper reviews various parameters influencing sleep quality, including total sleep duration, sleep latency, continuity and stability (restfulnes...

Results of the scientific and practical conference with international participation «Neurology of the XXI Century: Current Issues, Achievements and Innovations». March 26—27, 2026, St. Petersburg

This article presents the findings from the fifth scientific and practical conference with international participation entitled «Neurology of the XXI Century: Current Issues, Achievements and Innovations,» held on March 26—27, 2026, in St. Petersburg. The scientific program inclu...

Beyond majority voting: a new framework for evaluating AI diagnostic systems against expert consensus

The integration of artificial intelligence (AI) into medical diagnostic workflows requires robust and consistent evaluation methods to ensure reliability, clinical relevance, and the inherent variability in expert judgments. Traditional metrics like precision and recall often fai...