References ============== .. container:: references hanging-indent :name: refs .. container:: :name: ref-Abraham2014 Abraham, Alexandre, Fabian Pedregosa, Michael Eickenberg, Philippe Gervais, Andreas Mueller, Jean Kossaifi, Alexandre Gramfort, Bertrand Thirion, and Gaë Varoquaux. 2014. “Machine Learning for Neuroimaging with Scikit-Learn.” *Front Neuroinform* 8: 14. https://doi.org/10.3389/fninf.2014.00014. .. container:: :name: ref-Amalric2016 Amalric, Marie, and Stanislas Dehaene. 2016. “Origins of the Brain Networks for Advanced Mathematics in Expert Mathematicians.” *Proc Natl Acad Sci U S A* 113 (18): 4909–17. https://doi.org/10.1073/pnas.1603205113. .. container:: :name: ref-Andersson2003 Andersson, Jesper L. R., Stefan Skare, and John Ashburner. 2003. “How to Correct Susceptibility Distortions in Spin-Echo Echo-Planar Images: Application to Diffusion Tensor Imaging.” *Neuroimage* 20 (2): 870–88. http://doi.org/10.1016/S1053-8119(03)00336-7. .. container:: :name: ref-Andersson2016 Andersson, Jesper LR, and Stamatios N Sotiropoulos. 2016. “An Integrated Approach to Correction for Off-Resonance Effects and Subject Movement in Diffusion Mr Imaging.” *Neuroimage* 125: 1063–78. https://doi.org/10.1016/j.neuroimage.2015.10.019. .. container:: :name: ref-Ashburner1997 Ashburner, J., and K. Friston. 1997. “Multimodal Image Coregistration and Partitioning - A Unified Framework.” *Neuroimage* 6 (3): 209–17. https://doi.org/10.1006/nimg.1997.0290. .. container:: :name: ref-Ashburner2005 Ashburner, John, and Karl J. Friston. 2005. “Unified Segmentation.” *Neuroimage* 26 (3): 839–51. https://doi.org/10.1016/j.neuroimage.2005.02.018. .. container:: :name: ref-Avants2009 Avants, Brian B, Nick Tustison, Gang Song, and others. 2009. “Advanced Normalization Tools (Ants).” *Insight J* 2 (365): 1–35. https://psychiatry.ucsd.edu/research/programs-centers/snl/_files/ants2.pdf. .. container:: :name: ref-Barch2013 Barch, Deanna M, Gregory C Burgess, Michael P Harms, Steven E Petersen, Bradley L Schlaggar, Maurizio Corbetta, Matthew F Glasser, et al. 2013. “Function in the Human Connectome: Task-FMRI and Individual Differences in Behavior.” *Neuroimage* 80: 169–89. https://doi.org/10.1016/j.neuroimage.2013.05.033. .. container:: :name: ref-Behzadi2007 Yashar Behzadi and Khaled Restom and Joy Liau and Thomas T. Liu. 2007. “A component based noise correction method (CompCor) for BOLD and perfusion based fMRI.” *Neuroimage* 37 (1): 90–101. https://doi.org/10.1016/j.neuroimage.2007.04.042. .. container:: :name: ref-Bhattasali2019 Bhattasali, Shohini, Murielle Fabre, Wen-Ming Luh, Hazem Al Saied, Mathieu Constant, Christophe Pallier, Jonathan R. Brennan, R. Nathan Spreng, and John Hale. 2019. “Localising Memory Retrieval and Syntactic Composition: An FMRI Study of Naturalistic Language Comprehension.” *Lang Cogn Neurosci* 34 (4): 491–510. https://doi.org/10.1080/23273798.2018.1518533. .. container:: :name: ref-Binder2011 Binder, Jeffrey R., William L. Gross, Jane B. Allendorfer, Leonardo Bonilha, Jessica Chapin, Jonathan C. Edwards, Thomas J. Grabowski, et al. 2011. “Mapping Anterior Temporal Lobe Language Areas with FMRI: A Multicenter Normative Study.” *Neuroimage* 54 (2): 1465–75. http://doi.org/10.1016/j.neuroimage.2010.09.048. .. container:: :name: ref-Bissett2011 Bissett, Patrick G, and Gordon D Logan. 2011. “Balancing Cognitive Demands: Control Adjustments in the Stop-Signal Paradigm.” *J Exp Psychol Learn Mem Cogn* 37 (2): 392. https://doi.org/10.1037/a0021800. .. container:: :name: ref-Botvinik2019 Botvinik-Nezer, Rotem, Roni Iwanir, Felix Holzmeister, Jürgen Huber, Magnus Johannesson, Michael Kirchler, Anna Dreber, Colin F Camerer, Russell A Poldrack, and Tom Schonberg. 2019. “FMRI Data of Mixed Gambles from the Neuroimaging Analysis Replication and Prediction Study.” *Sci Data.* 6 (1): 1–9. https://doi.org/10.1038/s41597-019-0113-7. .. container:: :name: ref-Campbell2015 Campbell, Karen L., Meredith A. Shafto, Paul Wright, Kamen A. Tsvetanov, Linda Geerligs, Rhodri Cusack, Lorraine K. Tyler, et al. 2015. “Idiosyncratic Responding During Movie-Watching Predicted by Age Differences in Attentional Control.” *Neurobiol Aging* 36 (11): 3045–55. https://doi.org/10.1016/j.neurobiolaging.2015.07.028. .. container:: :name: ref-Carretie2019 Carretié, L., M. Tapia, S. López-Martín, and J. Albert. 2019. “EmoMadrid: An emotional pictures database for affect research.” *Motivation and Emotion* 43: 929–39. .. container:: :name: ref-Chang2018 Chang, Dorita HF, Hiroshi Ban, Yuji Ikegaya, Ichiro Fujita, and Nikolaus F Troje. 2018. “Cortical and Subcortical Responses to Biological Motion.” *Neuroimage* 174: 87–96. https://doi.org/10.1016/j.neuroimage.2018.03.013. .. container:: :name: ref-Cordero2019 Cordero-Grande, Lucilio, Daan Christiaens, Jana Hutter, Anthony N Price, and Jo V Hajnal. 2019. “Complex Diffusion-Weighted Image Estimation via Matrix Recovery Under General Noise Models.” *Neuroimage* 200: 391–404. https://doi.org/10.1016/j.neuroimage.2019.06.039. .. container:: :name: ref-Crone2018 Crone, D. L., S. Bode, C. Murawski, and S. M. Laham. 2018. “The Socio-Moral Image Database (SMID): A Novel Stimulus Set for the Study of Social, Moral and Affective Processes.” *PLoS One* 13 (1). https://doi.org/10.1371/journal.pone.0190954. .. container:: :name: ref-Danglauser2011 Dan-Glauser, E. S., and K. R. Scherer. 2011. “The Geneva Affective Picture Database (GAPED): A New 730-Picture Database Focusing on Valence and Normative Significance.” *Behavior Research Methods* 43 (2): 468–77. http://doi.org/10.3758/s13428-011-0064-1. .. container:: :name: ref-Dhollander2019 Dhollander, Thijs, Remika Mito, David Raffelt, and Alan Connelly. 2019. “Improved White Matter Response Function Estimation for 3-Tissue Constrained Spherical Deconvolution.” In *Proc. Intl. Soc. Mag. Reson. Med*. Vol. 555. 10. https://archive.ismrm.org/2019/0555.html. .. container:: :name: ref-Diersch2021 Diersch, Nadine, Jose P Valdes-Herrera, Claus Tempelmann, and Thomas Wolbers. 2021. “Increased Hippocampal Excitability and Altered Learning Dynamics Mediate Cognitive Mapping Deficits in Human Aging.” *Journal of Neuroscience* 41 (14): 3204–21. https://doi.org/10.1523/JNEUROSCI.0528-20.2021. .. container:: :name: ref-DodellFeder2011 Dodell-Feder, David, Jorie Koster-Hale, Marina Bedny, and Rebecca Saxe. 2011. “FMRI Item Analysis in a Theory of Mind Task.” *Neuroimage* 55 (2): 705–12. https://doi.org/10.1016/j.neuroimage.2010.12.040. .. container:: :name: ref-Douglas2017 Douglas, Danielle, Sathesan Thavabalasingam, Zahraa Chorghay, Edward B. O’Neil, Morgan D. Barense, and and Andy C. H. Lee. 2017. “Perception of Impossible Scenes Reveals Differential Hippocampal and Parahippocampal Place Area Contributions to Spatial Coherency.” *Hippocampus* 27 (1): 61–76. https://doi.org/10.1002/hipo.22673. .. container:: :name: ref-Eisenberg2017 Eisenberg, Ian W., Patrick G. Bissett, Jessica R. Canning, Jesse Dallery, A. Zeynep Enkavi, Susan Whitfield-Gabrieli, Oscar Gonzalez, et al. 2017. “Applying novel technologies and methods to inform the ontology of self-regulation.” *Behaviour Research and Therapy* 101: 46–57. https://doi.org/10.1016/j.brat.2017.09.014. .. container:: :name: ref-Endo2003 Endo, Nobutaka, Jun Saiki, Yoko Nakao, and Hirofumi Saito. 2003. “Perceptual Judgments of Novel Contour Shapes and Hierarchical Descriptions of Geometrical Properties.” *Japanese Journal of Psychology*. https://pubmed.ncbi.nlm.nih.gov/14708480/. .. container:: :name: ref-Erb2018 Erb, Julia, Marcelo Armendariz, Federico De Martino, Rainer Goebel, Wim Vanduffel, and Elia Formisano. 2018. “Homology and Specificity of Natural Sound-Encoding in Human and Monkey Auditory Cortex.” *Cerebral Cortex* 29 (9): 3636–50. https://doi.org/10.1093/cercor/bhy243. .. container:: :name: ref-Ericsson1995 Ericsson, K. Anders, and Walter Kintsch. 1995. “Long-Term Working Memory.” *Psychol Rev* 102 (2): 211–45. https://doi.org/10.1037/0033-295x.102.2.211. .. container:: :name: ref-Eriksen1974 Eriksen, Barbara A, and Charles W Eriksen. 1974. “Effects of Noise Letters Upon the Identification of a Target Letter in a Nonsearch Task.” *Percept Psychophys* 16 (1): 143–49. https://doi.org/10.3758/BF03203267. .. container:: :name: ref-Favre2021 Favre, Pauline, Philipp Kanske, Haakon Engen, and Tania Singer. 2021. “Decreased Emotional Reactivity After 3-Month Socio-Affective but Not Attention- or Meta-Cognitive-Based Mental Training: A Randomized, Controlled, Longitudinal FMRI Study.” *NeuroImage* 237: 118–32. https://doi.org/10.1016/j.neuroimage.2021.118132. .. container:: :name: ref-Friston1998a Friston, K. J., P. Fletcher, O. Josephs, A. Holmes, M. D. Rugg, and R. Turner. 1998. “Event-Related FMRI: Characterizing Differential Responses.” *Neuroimage* 7 (1): 30–40. http://doi.org/10.1006/nimg.1997.0306. .. container:: :name: ref-Friston1995 Friston, K. J., C. D. Frith, R. S. J. Frackowiak, and R. Turner. 1995. “Characterizing Dynamic Brain Responses with FMRI: A Multivariate Approach.” *Neuroimage* 2 (2): 166–72. https://doi.org/10.1006/nimg.1995.1019. .. container:: :name: ref-Friston1998b Friston, K. J., O. Josephs, G. Rees, and R. Turner. 1998. “Nonlinear Event-Related Responses in FMRI.” *Magn Reson Med* 39 (1): 41–52. https://doi.org/10.1002/mrm.1910390109. .. container:: :name: ref-Gauthier2018 Gauthier, Baptiste, Karin Pestke, and Virginie van Wassenhove. 2018. “Building the Arrow of Time… Over Time: A Sequence of Brain Activity Mapping Imagined Events in Time and Space.” *Cereb Cortex* 29 (10): 4398–4414. https://doi.org/10.1093/cercor/bhy320. .. container:: :name: ref-Gauthier2016a Gauthier, Baptiste, and Virginie van Wassenhove. 2016a. “Cognitive Mapping in Mental Time Travel and Mental Space Navigation.” *Cognition* 154: 55–68. https://doi.org/10.1016/j.cognition.2016.05.015. .. container:: :name: ref-Gauthier2016b ———. 2016b. “Time Is Not Space: Core Computations and Domain-Specific Networks for Mental Travels.” *J Neurosci* 36 (47): 11891–11903. https://doi.org/10.1523/JNEUROSCI.1400-16.2016. .. container:: :name: ref-Genon2014 Genon, Sarah, Mohamed Ali Bahri, Fabienne Collette, Lucie Angel, Arnaud d’Argembeau, David Clarys, Sandrine Kalenzaga, Eric Salmon, and Christine Bastin. 2014. “Cognitive and Neuroimaging Evidence of Impaired Interaction Between Self and Memory in Alzheimer’s Disease.” *Cortex* 51: 11–24. https://doi.org/10.1016/j.cortex.2013.06.009. .. container:: :name: ref-Gorgolewski2011 Gorgolewski, Krzysztof, Christopher D. Burns, Cindee Madison, Dav Clark, Yaroslav O. Halchenko, Michael L. Waskom, and Satrajit S. Ghosh. 2011. “Nipype: A Flexible, Lightweight and Extensible Neuroimaging Data Processing Framework in Python.” *Front Neuroinform* 5: 13. http://doi.org/10.3389/fninf.2011.00013. .. container:: :name: ref-Hale2022 Hale, John T., Luca Campanelli, Jixing Li, Shohini Bhattasali, Christophe Pallier, and Jonathan R. Brennan. 2022. “Neurocomputational Models of Language Processing.” *Annual Review of Linguistics* 8 (1): null. https://doi.org/10.1146/annurev-linguistics-051421-020803. .. container:: :name: ref-Hamame2012 Hamamé, Carlos M, Juan R Vidal, Tomás Ossandón, Karim Jerbi, Sarang S Dalal, Lorella Minotti, Olivier Bertrand, Philippe Kahane, and Jean-Philippe Lachaux. 2012. “Reading the Mind’s Eye: Online Detection of Visuo-Spatial Working Memory and Visual Imagery in the Inferior Temporal Lobe.” *Neuroimage* 59 (1): 872–79. https://doi.org/10.1016/j.neuroimage.2011.07.087. .. container:: :name: ref-Hariri2002 Hariri, Ahmad R., Alessandro Tessitore, Venkata S. Mattay, Francesco Fera, and Daniel R. Weinberger. 2002. “The Amygdala Response to Emotional Stimuli: A Comparison of Faces and Scenes.” *Neuroimage* 17 (1): 317–23. http://doi.org/10.1006/nimg.2002.1179. .. container:: :name: ref-Haxby2011 Haxby, James V., J. Swaroop Guntupalli, Andrew C. Connolly, Yaroslav O. Halchenko, Bryan R. Conroy, M. Ida Gobbini, Michael Hanke, and Peter J. Ramadge. 2011. “A Common, High-Dimensional Model of the Representational Space in Human Ventral Temporal Cortex.” *Neuron* 72 (2): 404–16. http://doi.org/10.1016/j.neuron.2011.08.026. .. container:: :name: ref-Helfrich2013 Helfrich, Randolph F, Hubertus GT Becker, and Thomas Haarmeier. 2013. “Processing of Coherent Visual Motion in Topographically Organized Visual Areas in Human Cerebral Cortex.” *Brain Topography* 26 (2): 247–63. https://doi.org/10.1007/s10548-012-0226-1. .. container:: :name: ref-Humphries2006 Humphries, Colin, Jeffrey R. Binder, David A. Medler, and Einat Liebenthal. 2006. “Syntactic and Semantic Modulation of Neural Activity During Auditory Sentence Comprehension.” *J Cogn Neurosci* 18 (4): 665–79. http://doi.org/10.1162/jocn.2006.18.4.665. .. container:: :name: ref-Huth2016a Huth, Alexander, Wendy de Heer, Thomas Griffiths, Frédéric Theunissen, and Jack Gallant. 2016. “Natural Speech Reveals the Semantic Maps That Tile Human Cerebral Cortex.” *Nature* 532 (7600): 453–8. https://doi.org/10.1038/nature17637. .. container:: :name: ref-Jacoby2016 Jacoby, Nir, Emile Bruneau, Jorie Koster-Hale, and Rebecca Saxe. 2016. “Localizing Pain Matrix and Theory of Mind Networks with Both Verbal and Non-Verbal Stimuli.” *Neuroimage* 126: 39–48. https://doi.org/10.1016/j.neuroimage.2015.11.025. .. container:: :name: ref-Johansson1973 Johansson, Gunnar. 1973. “Visual Perception of Biological Motion and a Model for Its Analysis.” *Percept Psychophys* 14 (2): 201–11. https://doi.org/10.3758/BF03212378. .. container:: :name: ref-Keator2016 Keator, David B., Theo G. M. van Erp, Jessica A. Turner, Gary H. Glover, Bryon A. Mueller, Thomas T. Liu, James T. Voyvodic, et al. 2016. “The Function Biomedical Informatics Research Network Data Repository.” *NeuroImage* 124: 1074–9. https://doi.org/10.1016/j.neuroimage.2015.09.003. .. container:: :name: ref-King2019 King, Maedbh, Carlos R Hernandez-Castillo, Russell A Poldrack, Richard B Ivry, and Jörn Diedrichsen. 2019. “Functional Boundaries in the Human Cerebellum Revealed by a Multi-Domain Task Battery.” *Nat Neurosci* 22 (8): 1371–8. https://doi.org/10.1038/s41593-019-0436-x. .. container:: :name: ref-Knops2014 Knops, André, Manuela Piazza, Rakesh Sengupta, Evelyn Eger, and David Melcher. 2014. “A Shared, Flexible Neural Map Architecture Reflects Capacity Limits in Both Visual Short-Term Memory and Enumeration.” *J Neurosci* 34 (30): 9857–66. https://doi.org/10.1523/JNEUROSCI.2758-13.2014. .. container:: :name: ref-Kuo2016 Kuo, Bo-Cheng, Anna Christina Nobre, Gaia Scerif, and Duncan E Astle. 2016. “Top–down Activation of Spatiotopic Sensory Codes in Perceptual and Working Memory Search.” *Journal of Cognitive Neuroscience* 28 (7): 996–1009. https://www.researchgate.net/publication/297895192_Top-Down_Activation_of_Spatiotopic_Sensory_Codes_in_Perceptual_and_Working_Memory_Search. .. container:: :name: ref-Lang2008 Lang, P. J., M. M. Bradley, and B. N. Cuthbert. 2008. “International Affective Picture System (IAPS): Affective Ratings of Pictures and Instruction Manual.” *University of Florida*. .. container:: :name: ref-Lebreton2015 Lebreton, Maël, Raphaëlle Abitbol, Jean Daunizeau, and Mathias Pessiglione. 2015. “Automatic Integration of Confidence in the Brain Valuation Signal.” *Nat Neurosci* 18 (8): 1159–67. https://doi.org/10.1038/nn.4064. .. container:: :name: ref-Mantini2012 Mantini, D., U. Hasson, V. Betti, M. G. Perrucci, G. L. Romani, M. Corbetta, G. A. Orban, and W. Vanduffel. 2012. “Interspecies activity correlations reveal functional correspondence between monkey and human brain areas.” *Nat Methods* 9 (3): 277–82. https://doi.org/10.1038/nmeth.1868. .. container:: :name: ref-McKeefry1997 McKeefry, DJ, and SEMIR Zeki. 1997. “The Position and Topography of the Human Colour Centre as Revealed by Functional Magnetic Resonance Imaging.” *Brain: A Journal of Neurology* 120 (12): 2229–42. https://doi.org/10.1093/brain/120.12.2229. .. container:: :name: ref-Morrison2017 Morrison, Danielle, Hongyi Wang, Amanda C Hahn, Benedict C Jones, and Lisa M DeBruine. 2017. “Predicting the Reward Value of Faces and Bodies from Social Perception.” *PloS One* 12 (9): e0185093. https://doi.org/10.1371/journal.pone.0185093. .. container:: :name: ref-Newell1972 Newell, Allen, and Herbert A. Simon. 1972. *Human Problem Solving*. 1st ed. NJ: Prentice-Hall. .. container:: :name: ref-Nishimoto2011 Nishimoto, Shinji, An Vu, Thomas Naselaris, Yuval Benjamini, B. Yu, and Jack Gallant. 2011. “Reconstructing Visual Experiences from Brain Activity Evoked by Natural Movies.” *Curr Biol* 21 (September): 1641–6. https://doi.org/10.1016/j.cub.2011.08.031. .. container:: :name: ref-ODoherty2003 O’Doherty, John, Hugo Critchley, Ralf Deichmann, and Raymond J Dolan. 2003. “Dissociating Valence of Outcome from Behavioral Control in Human Orbital and Ventral Prefrontal Cortices.” *J Neurosci.* 23 (21): 7931–9. https://doi.org/10.1523/JNEUROSCI.23-21-07931.2003. .. container:: :name: ref-ODoherty2001 O’Doherty, John, Morten L Kringelbach, Edmund T Rolls, Julia Hornak, and Caroline Andrews. 2001. “Abstract Reward and Punishment Representations in the Human Orbitofrontal Cortex.” *Nat Neurosci.* 4 (1): 95–102. https://doi.org/10.1038/82959. .. container:: :name: ref-Ossandon2012 Ossandón, Tomas, Juan R Vidal, Carolina Ciumas, Karim Jerbi, Carlos M Hamamé, Sarang S Dalal, Olivier Bertrand, Lorella Minotti, Philippe Kahane, and Jean-Philippe Lachaux. 2012. “Efficient ‘Pop-Out’ Visual Search Elicits Sustained Broadband Gamma Activity in the Dorsal Attention Network.” *J Neurosci* 32 (10): 3414–21. https://doi.org/10.1523/JNEUROSCI.6048-11.2012. .. container:: :name: ref-Perrone2012 Perrone-Bertolotti, Marcela, Jan Kujala, Juan R Vidal, Carlos M Hamame, Tomas Ossandon, Olivier Bertrand, Lorella Minotti, Philippe Kahane, Karim Jerbi, and Jean-Philippe Lachaux. 2012. “How Silent Is Silent Reading? Intracerebral Evidence for Top-down Activation of Temporal Voice Areas During Reading.” *J Neurosci* 32 (49): 17554–62. https://doi.org/10.1523/JNEUROSCI.2982-12.2012. .. container:: :name: ref-Pinel2007 Pinel, Philippe, Bertrand Thirion, Sébastien Meriaux, Antoinette Jobert, Julien Serres, Denis Le Bihan, Jean-Baptiste Poline, and Stanislas Dehaene. 2007. “Fast Reproducible Identification and Large-Scale Databasing of Individual Functional Cognitive Networks.” *BMC Neurosci* 8: 91. https://doi.org/10.1186/1471-2202-8-91. .. container:: :name: ref-Pinho2024 Pinho, Ana Luísa, Hugo Richard, Ana Fernanda Ponce, Michael Eickenberg, Alexis Amadon, Elvis Dohmatob, Isabelle Denghien, et al. 2024. “Individual Brain Charting dataset extension, third release for movie watching and retinotopy data” *Sci Data* 11: 590. https://doi.org/10.1038/s41597-024-03390-1. .. container:: :name: ref-Pinho2021 Pinho, Ana Luísa, Alexis Amadon, Murielle Fabre, Elvis Dohmatob, Isabelle Denghien, Juan Jes{\'u}s Torre, Chantal Ginisty, et al. 2021. “Subject-specific segregation of functional territories based on deep phenotyping” *Hum Brain Mapp* 42(4): 841-870. https://doi.org/10.1002/hbm.25189. .. container:: :name: ref-Pinho2020 Pinho, Ana Luísa, Alexis Amadon, Baptiste Gauthier, Nicolas Clairis, André Knops, Sarah Genon, Elvis Dohmatob, et al. 2020. “Individual Brain Charting dataset extension, second release of high-resolution fMRI data for cognitive mapping.” *Sci Data* 7 (1). https://doi.org/10.1038/s41597-020-00670-4. .. container:: :name: ref-Pinho2018 Pinho, Ana Luísa, Alexis Amadon, Torsten Ruest, Murielle Fabre, Elvis Dohmatob, Isabelle Denghien, Chantal Ginisty, et al. 2018. “Individual Brain Charting, a High-Resolution FMRI Dataset for Cognitive Mapping.” *Sci Data* 5: 180105. https://doi.org/10.1038/sdata.2018.105. .. container:: :name: ref-Reggio1982 Reggio, Godfrey. 1982. “Koyaanisqatsi.” https://www.koyaanisqatsi.org/films/koyaanisqatsi.php. .. container:: :name: ref-Richardson2018 Richardson, Hilary, Grace Lisandrelli, Alexa Riobueno-Naylor, and Rebecca Saxe. 2018. “Development of the Social Brain from Age Three to Twelve Years.” *Nat Commun* 9 (1027). https://doi.org/10.1038/s41467-018-03399-2. .. container:: :name: ref-Saignavongs2017 Saignavongs, Mani, Carolina Ciumas, Mathilde Petton, Romain Bouet, Sébastien Boulogne, Sylvain Rheims, David W Carmichael, Jean-Philippe Lachaux, and Philippe Ryvlin. 2017. “Neural activity elicited by a cognitive task can be detected in single-trials with simultaneous intracerebral EEG-fMRI recordings.” *Int J Neural Syst* 27 (01): 1750001. https://doi.org/10.1142/S0129065717500010. .. container:: :name: ref-Santoro2017 Santoro, Roberta, Michelle Moerel, Federico De Martino, Giancarlo Valente, Kamil Ugurbil, Essa Yacoub, and Elia Formisano. 2017. “Reconstructing the Spectrotemporal Modulations of Real-Life Sounds from FMRI Response Patterns.” *Proc Natl Acad Sci U S A* 114 (18): 4799–4804. https://doi.org/10.1073/pnas.1617622114. .. container:: :name: ref-Schaefer2018 Schaefer, Alexander, Ru Kong, Evan M Gordon, Timothy O Laumann, Xi-Nian Zuo, Avram J Holmes, Simon B Eickhoff, and BT Thomas Yeo. 2018. “Local-Global Parcellation of the Human Cerebral Cortex from Intrinsic Functional Connectivity Mri.” *Cerebral Cortex* 28 (9): 3095–3114. https://doi.org/10.1093/cercor/bhx179. .. container:: :name: ref-Schneider2011 Schneider, Darryl W, and Gordon D Logan. 2011. “Task-switching performance with 1: 1 and 2: 1 cue–task mappings: Not so different after all.” *J Exp Psychol Learn Mem Cogn* 37 (2): 405. https://doi.org/10.1037/a0021967. .. container:: :name: ref-Sereno1995 Sereno, MI, AM Dale, JB Reppas, KK Kwong, JW Belliveau, TJ Brady, BR Rosen, and RB Tootell. 1995. “Borders of Multiple Visual Areas in Humans Revealed by Functional Magnetic Resonance Imaging.” *Science* 268 (5212): 889–93. https://doi.org/10.1126/science.7754376. .. container:: :name: ref-Shafto2014 Shafto, Meredith A, Lorraine K Tyler, Marie Dixon, Jason R Taylor, James B Rowe, Rhodri Cusack, Andrew J Calder, et al. 2014. “The Cambridge Centre for Ageing and Neuroscience (Cam-Can) Study Protocol: A Cross-Sectional, Lifespan, Multidisciplinary Examination of Healthy Cognitive Ageing.” *BMC Neurology* 14 (204). https://doi.org/10.1186/s12883-014-0204-1. .. container:: :name: ref-Shallice1982 Shallice, Timothy. 1982. “Specific Impairments of Planning.” *Philos Trans R Soc Lond B Biol Sci* 298 (1089): 199–209. https://doi.org/10.1098/rstb.1982.0082. .. container:: :name: ref-Sharot2007 Sharot, Tali, Alison M Riccardi, Candace M Raio, and Elizabeth A Phelps. 2007. “Neural Mechanisms Mediating Optimism Bias.” *Nature* 450 (7166): 102–5. https://doi.org/10.1038/nature06280. .. container:: :name: ref-Smith2007 Smith, Rachelle, Kamyar Keramatian, and Kalina Christoff. 2007. “Localizing the Rostrolateral Prefrontal Cortex at the Individual Level.” *Neuroimage* 36 (4): 1387–96. http://doi.org/10.1016/j.neuroimage.2007.04.032. .. container:: :name: ref-Smith2015b Smith, Robert E, Jacques-Donald Tournier, Fernando Calamante, and Alan Connelly. 2015. “SIFT2: Enabling Dense Quantitative Assessment of Brain White Matter Connectivity Using Streamlines Tractography.” *Neuroimage* 119: 338–51. https://doi.org/10.1016/j.neuroimage.2015.06.092. .. container:: :name: ref-Smith2004 Smith, Stephen, Mark Jenkinson, Mark Woolrich, Christian Beckmann, Timothy E. J. Behrens, Heidi Johansen-Berg, Peter R. Bannister, et al. 2004. “Advances in Functional and Structural {Mr} Image Analysis and Implementation as {Fsl}.” *Neuroimage* 23, Supplement 1: S208–S219. http://doi.org/10.1016/j.neuroimage.2004.07.051. .. container:: :name: ref-Snoek2021 Snoek, Lukas, Maite M van der Miesen, Tinka Beemsterboer, Andries van der Leij, Annemarie Eigenhuis, and H Steven Scholte. 2021. “The Amsterdam Open Mri Collection, a Set of Multimodal Mri Datasets for Individual Difference Analyses.” *Scientific Data* 8 (1): 1–23. https://doi.org/10.1038/s41597-021-00870-6. .. container:: :name: ref-Stigliani2015 Stigliani, Anthony, Kevin S Weiner, and Kalanit Grill-Spector. 2015. “Temporal Processing Capacity in High-Level Visual Cortex Is Domain Specific.” *J Neurosci.* 35 (36): 12412–24. https://doi.org/10.1523/JNEUROSCI.4822-14.2015. .. container:: :name: ref-Stroop1935 Stroop, J Ridley. 1935. “Studies of Interference in Serial Verbal Reactions.” *J Exp Psychol* 18 (6): 643. https://doi.org/10.1037/h0054651. .. container:: :name: ref-Szymanska2015 Szymanska, M., J. Monnin, N. Noiret, G. Tio, L. Galdon, E. Laurent, S. Nezelof, and L. Vulliez-Coady. 2015. “The Besançon Affective Picture Set-Adolescents (the BAPS-Ado): Development and validation.” *Psychiatry Res* 228 (3): 576–84. https://doi.org/10.1016/j.psychres.2015.04.055. .. container:: :name: ref-Tom2007 Tom, Sabrina M, Craig R Fox, Christopher Trepel, and Russell A Poldrack. 2007. “The Neural Basis of Loss Aversion in Decision-Making Under Risk.” *Science.* 315 (5811): 515–18. https://doi.org/10.1126/science.1134239. .. container:: :name: ref-Tournier2010 Tournier, J Donald, Fernando Calamante, Alan Connelly, and others. 2010. “Improved Probabilistic Streamlines Tractography by 2nd Order Integration over Fibre Orientation Distributions.” In *Proceedings of the International Society for Magnetic Resonance in Medicine*. Vol. 1670. Ismrm. https://archive.ismrm.org/2010/1670.html. .. container:: :name: ref-Tournier2019 Tournier, J-Donald, Robert Smith, David Raffelt, Rami Tabbara, Thijs Dhollander, Maximilian Pietsch, Daan Christiaens, Ben Jeurissen, Chun-Hung Yeh, and Alan Connelly. 2019. “MRtrix3: A Fast, Flexible and Open Software Framework for Medical Image Processing and Visualisation.” *Neuroimage* 202: 116137. https://doi.org/10.1016/j.neuroimage.2019.116137. .. container:: :name: ref-Schalk2011 Van Der Schalk, Job, Skyler T Hawk, Agneta H Fischer, and Bertjan Doosje. 2011. “Moving Faces, Looking Places: Validation of the Amsterdam Dynamic Facial Expression Set (Adfes).” *Emotion* 11 (4): 907. https://doi.org/10.1037/a0023853. .. container:: :name: ref-Veraart2016 Veraart, Jelle, Dmitry S Novikov, Daan Christiaens, Benjamin Ades-Aron, Jan Sijbers, and Els Fieremans. 2016. “Denoising of Diffusion Mri Using Random Matrix Theory.” *Neuroimage* 142: 394–406. https://doi.org/10.1016/j.neuroimage.2016.08.016. .. container:: :name: ref-Vidal2010 Vidal, Juan R, Tomás Ossandón, Karim Jerbi, Sarang S Dalal, Lorella Minotti, Philippe Ryvlin, Philippe Kahane, and Jean-Philippe Lachaux. 2010. “Category-Specific Visual Responses: An Intracranial Study Comparing Gamma, Beta, Alpha, and ERP Response Selectivity.” *Front Hum Neurosci* 4: 195. https://doi.org/10.3389/fnhum.2010.00195. .. container:: :name: ref-Ward1997 Ward, Geoff, and Alan Allport. 1997. “Planning and Problem Solving Using the Five Disc Tower of London Task.” *Q J Exp Psychol Section A* 50 (1): 49–78. https://doi.org/10.1080/713755681. .. container:: :name: ref-Weierich2019 Weierich, M. R., O. Kleshchova, J. K. Rieder, and D. M. Reilly. 2019. “The Complex Affective Scene Set (COMPASS): Solving the social content problem in affective visual stimulus sets.” *Psychology* 10 (10). https://doi.org/10.1525/collabra.256.