Deep learning–based detection of generalized convulsive seizures using a wrist‐worn accelerometer
This Phase 2 clinical validation study suggests that deep learning techniques applied to single-sensor accelerometer data can achieve high CS detection performance while enabling tunable sensitivity.
Authors
- Jonathan Dan (ORCID: https://orcid.org/0000-0002-2338-572X)
- Pauline Ducouret (ORCID: https://orcid.org/0000-0003-4768-8079)
- Sylvain Rheims (ORCID: https://orcid.org/0000-0002-4663-8515)
- Martin Fabricius (ORCID: https://orcid.org/0000-0002-6959-6848)
- Philippe Ryvlin (ORCID: https://orcid.org/0000-0001-7775-6576)
- Lukas Imbach (ORCID: https://orcid.org/0000-0002-6135-8642)
- Sándor Beniczky (ORCID: https://orcid.org/0000-0002-6035-6581)
- Bernhard J. Steinhoff (ORCID: https://orcid.org/0000-0001-5995-5862)
- Margitta Seeck (ORCID: https://orcid.org/0000-0002-6702-0167)
- Antoine Spahr
- Adriano Bernini (ORCID: https://orcid.org/0000-0003-0207-0064)
- Johannes Koren (ORCID: https://orcid.org/0000-0002-5290-2837)
- Isabelle Beuchat (ORCID: https://orcid.org/0000-0002-9300-4443)
- Sidsel Armand Larsen (ORCID: https://orcid.org/0009-0001-2427-6664)
- David Atienza (ORCID: https://orcid.org/0000-0001-9536-4947)
- Christoph Baumgartner (ORCID: https://orcid.org/0000-0003-4766-988X)
- Charles‐Edouard Bardyn
Institutions
- Université Claude Bernard Lyon 1 (FR)
- Sigmund Freud Privatuniversität Wien (AT)
- University of Geneva (CH)
- Centre National de la Recherche Scientifique (FR)
- University of Freiburg (DE)
- Aarhus University Hospital (DK)
- Copenhagen University Hospital (DK)
- Rigshospitalet (DK)
- Klinik Hietzing (AT)
- Centre de Recherche en Neurosciences de Lyon (FR)
- Hospices Civils de Lyon (FR)
- Swiss Epilepsy Center (CH)
- Diakonie Kork (DE)
- École Polytechnique Fédérale de Lausanne (CH)
- University of Lausanne (CH)
Publication Details
- Journal
- Epilepsia
- Published
- 2025-04-23
- DOI
- https://doi.org/10.1111/epi.18406
- Citations
- 5
- Primary Topic
- Epilepsy research and treatment
- Type
- article
- Field-Weighted Citation Impact
- 7.36
Funders
- Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung
- Centre Hospitalier Universitaire Vaudois