Publications by authors named "Valentin Gabeff"
New Zealand has long been praised for the effectiveness of its COVID-19 elimination strategy. It resulted in fewer COVID-19-related deaths, better economic recovery, and less stringent policy measures within its borders compared with other OECD countries, which opted for mitigation or suppression. However, since September 2021, the rising number of infections has not been contained anymore by the contact tracing and self-isolation system in place and the government has shifted towards a policy strategy similar to suppression to manage the crisis.
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- Deep Learning models show promise for epilepsy detection using EEG, but their complexity makes them hard for clinicians to trust due to lack of interpretability.
- The study focused on enhancing model understanding by aligning its outputs with expert medical knowledge, examining aspects like seizure-level classification, relevant frequency patterns, and significant signal waveforms.
- Results indicated that factors like kernel size impact feature interpretability, while amplitude was crucial for predicting seizures, achieving a high classification score and effective seizure detection among diverse patients.