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Topological Phase Transitions in Functional Brain Networks: A Robust, Explainable Precursor to Epileptic Seizures

2025-12-11

Abstract excerpt

<title>Abstract</title> <p> <bold>Background</bold> : Epileptic seizure forecasting has evolved from linear univariate measures to complex Deep Learning (DL) models. However, the black-box nature of DL limits clinical trust, and inter-patient variability remains a significant hurdle. <bold>Methods:</bold> We propose a transparent, network-based biomarker—the Canonical Dimension (Φ)—derived from the zeroth-ord...

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Literature Corpus work
f64fb60a-bb9d-56f0-bc8c-60d337aa28e8
DOI
10.21203/rs.3.rs-8200744/v1
Open publication

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Topological Phase Transitions in Functional Brain Networks: A Robust, Explainable Precursor to Epileptic SeizuresDOI 10.21203/rs.3.rs-8200744/v1
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