Acknowledgements

Acknowledgements

We would like to thank Yifan Yu and Jérôme Dockès, who provided feedback on the manuscript.

We would also like to thank the NeuroLibre team, including Loic Tetrel, Agah Karakuzu, Elizabeth DuPre, Samir Das, Nikola Stikov, and Pierre Bellec, for their help and support in reviewing and publishing the preprint form of this manuscript.

We would also like to thank Fa Meilong for peer reviewing this manuscript for Aperture.

Funding

Primary funding for this project was provided by NSF 1631325 and NIH R01-DA041353. Contributions from co- authors were provided with support from NIH R01MH096906 (Neurosynth), NIH P41-EB019936 (ReproNim), NIH R01-MH083320 (CANDIShare), NIH RF1-MH120021 (NIDM), as well as the Canada First Research Ex- cellence Fund, awarded to McGill University for the Healthy Brains for Healthy Lives initiative and the Brain Canada Foundation with support from Health Canada.

Code and Data Availability

All code used for this manuscript is available at https://github.com/NBCLab/nimare-paper.

All data used for this manuscript is available at https://drive.google.com/uc?id=1e5KqMjYbQZYBxc6z760VhdruOoywqkbw.