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. 2019 May 8;13:29. doi: 10.3389/fninf.2019.00029

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Copyright © 2019 Keshavan, Yeatman and Rokem.

This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

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Impact of quality control on effect size estimates. Results of quality control on the inferred association between gray matter volume and age during development. (A) Shows the relationship when all data is used in the ordinary least squares (OLS) model. (B) Shows the new OLS model when data is thresholded by the deep learning model's predicted braindr rating at 0.7. The effect size nearly doubles when QC scores are taken into account. See results.braindr.us for an interactive version of this figure.