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A Language‐Guided Multimodal Foundation Model for Zero‐Shot and Multi‐Task Brain Signal Analysis

open access: yesAdvanced Intelligent Systems, EarlyView.
METIS aligns brain signals with natural‐language instructions to enable zero‐shot and multi‐task brain signal analysis. Pretrained on over 70 000 h of EEG and iEEG recordings, it generalizes across sleep stage classification, epilepsy detection, and neurological disorder diagnosis, providing a scalable foundation model for clinically meaningful brain ...
Mingzhi Chen   +3 more
wiley   +1 more source

Environmental social and governance determinants of mental health in Italian regions from 2004 to 2023. [PDF]

open access: yesDiscov Ment Health
Resta E   +4 more
europepmc   +1 more source
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Unobserved heterogeneity in event history models

Quality and Quantity, 1992
This paper demonstrates the effect of unobserved heterogeneity in event history models and discusses parametric methods to include unobserved factors into the models. Using data on career trajectories of German males, the application of models with unobserved heterogeneity is shown.
Hans-Peter Blossfeld, Alfred Hamerle
exaly   +3 more sources

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