Publications by authors named "Pedro Machado Nery Dos Santos"
Article Synopsis
- Generative Adversarial Networks (GANs) can help analyze atypical neurodevelopment, potentially leading to biomarkers for psychiatric disorders.
- This study combines GANs with functional connectivity measures from fMRI data to create a predictive neurotypicality score three years post-scanning, using a cohort of children and adolescents.
- Ensemble models improved discrimination between typical and atypical brain connectivity patterns, with model predictions explained through the LIME algorithm, indicating a viable method for identifying functional connectivity-based biomarkers.
The purpose of this article is to introduce readers to the concept and structure of the CAAos (erebralutoregulationssessmentpenource) platform, and provide evidence of its functionality.The CAAos platform is a new open-source software research tool, developed in Python 3 language, that combines existing and novel methods for interactive visual inspection, batch processing and analysis of multichannel records. The platform is scalable, allowing for the customization and inclusion of new tools.
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