Comparison analysis between standard polysomnographic data and in-ear-EEG signals: A preliminary study

no code implementations • 18 Jan 2024 • Gianpaolo Palo, Luigi Fiorillo, Giuliana Monachino, Michal Bechny, Mark Melnykowycz, Athina Tzovara, Valentina Agostini, Francesca Dalia Faraci

We show that the similarity between PSG and in-ear-EEG signals is high (JSD-FSI: 0. 61 +/- 0. 06 in awake, 0. 60 +/- 0. 07 in NREM and 0. 51 +/- 0. 08 in REM), and in line with the similarity values computed independently on standard PSG-channel-combinations.

EEG Sleep Quality

Bridging AI and Clinical Practice: Integrating Automated Sleep Scoring Algorithm with Uncertainty-Guided Physician Review

no code implementations • 22 Dec 2023 • Michal Bechny, Giuliana Monachino, Luigi Fiorillo, Julia van der Meer, Markus H. Schmidt, Claudio L. A. Bassetti, Athina Tzovara, Francesca D. Faraci

The confidence network excelled at identifying uncertain predictions, achieving AUROC scores of 85. 7% on ID and 82. 5-85. 6% on OOD data.

Uncertainty Quantification

U-Sleep's resilience to AASM guidelines

no code implementations • 19 Sep 2022 • Luigi Fiorillo, Giuliana Monachino, Julia van der Meer, Marco Pesce, Jan D. Warncke, Markus H. Schmidt, Claudio L. A. Bassetti, Athina Tzovara, Paolo Favaro, Francesca D. Faraci

Specifically, we demonstrate that U-Sleep, a state-of-the-art sleep scoring algorithm, can be strong enough to solve the scoring task even using clinically non-recommended or non-conventional derivations, and with no need to exploit information about the chronological age of the subjects.

Clinical Knowledge EEG +1