The challenges and prospects of brain-based prediction of behaviour

Data science · Computer Science · EEG and Brain-Computer Interfaces · Functional Brain Connectivity Studies · Neural dynamics and brain function · Psychology

• Knowing the Mind from Brain Data

  Open Access•Jennifer A Chandler•The Hastings Center Report•2025

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• Power and reproducibility in the external validation of brain-phenotype predictions

  Open Access•Meyer Rosenblatt, Link Tejavibulya et al.•Nature Human Behaviour•2024

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• Regularization and Variable Selection Via the Elastic Net

  Open Access•Hui Zou, Trevor Hastie•Journal of the Royal Statistical…•2005

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• Personality and job performance

  Gregory M Hurtz, John J Donovan•Journal of Applied Psychology•2000

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• Robust prediction of individual creative ability from brain functional connectivity

  Open Access•Roger E Beaty, Yoed N Kenett et al.•Proceedings of the National…•2018

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• Construct validity of the Trail Making Test

  Open Access•Ignacio Sánchez-Cubillo, Jose Antonio Periáñez et al.•Journal of the International…•2009

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• Clinical use of current polygenic risk scores may exacerbate health disparities

  Open Access•Alicia R Martin, Miguel Kanai et al.•Nature Genetics•2019

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• Generative adversarial networks

  Open Access•Ian Goodfellow, Jean Pouget-Abadie et al.•Communications of the ACM•2020

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• Random Forests

  Open Access•Leo Breiman•Machine Learning•2001

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• Dissecting racial bias in an algorithm used to manage the health of populations

  Open Access•Ziad Obermeyer, Brian Powers et al.•Science•2019

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