A simple statistical misunderstanding is leading many neuroscientists astray in their use of machine learning tools, according to a new paper in the Journal of Neuroscience Methods: Exceeding chance level by chance. As the authors, French neuroscientists Etienne Combrisson and Karim Jerbi, describe the issue: Machine learning techniques are increasingly used in neuroscience to classify …