The “My Seizure Gauge” competition explored the challenge of forecasting epileptic seizures using non-invasive wearable devices without an electroencephalogram. The organizers and the winning team reflect on their experiences.
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References
Kuhlmann, L., Lehnertz, K., Richardson, M. P., Schelter, B. & Zaveri, H. P. Nat. Rev. Neurol. 14, 618–630 (2018).
Brinkmann, B. H. et al. Front. Neurol. 12, 690404 (2021).
Nasseri, M. et al. Sci. Rep. 11, 21935 (2021).
Stirling, R. E. et al. Front. Neurol. 12, 704060 (2021).
Kleyko, D., Rachkovskij, D. A., Osipov, E. & Rahimi, A. ACM Comput. Surv. 55, 130 (2022).
Schlegel, K., Neubert, P. & Protzel, P. Artif. Intell. Rev. 55, 4523–4555 (2021).
Dempster, A., Schmidt, D. F. & Webb, G. I. In Proc. ACM International Conference on Knowledge Discovery and Data Mining (SIGKDD) 248–257 (ACM, 2021).
Schlegel, K., Neubert, P. & Protzel, P. In Proc. International Joint Conference on Neural Networks (IJCNN), 1–8 (IEEE, 2022).
Hosmer, D. W., Lemeshow, S. & Sturdivant, R. X. Applied Logistic Regression 3rd edn (John Wiley & Sons, 2013).
Chicco, D. & Jurman, G. BMC Genomics 21, 6 (2020).
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We thank M. Nasseri for her contribution in coordinating the data collection.
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Schlegel, K., Kleyko, D., Brinkmann, B.H. et al. Lessons from a challenge on forecasting epileptic seizures from non-cerebral signals. Nat Mach Intell 6, 243–244 (2024). https://doi.org/10.1038/s42256-024-00799-6
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DOI: https://doi.org/10.1038/s42256-024-00799-6
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