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Credits & Acknowledgements

42.AI is built on open science. Our research, and this website, stand on the work of many others — here we credit that work, with its licenses. We aim to give back in kind; see our open-license commitment below.

Research we build on

The science behind our projects and the writing on this site draws on these works. Every claim we make traces back to a source you can check.

Sporns, O., Tononi, G., & Kötter, R. (2005). The Human Connectome: A Structural Description of the Human Brain. PLoS Computational Biology, 1(4), e42. doi.org/10.1371/journal.pcbi.0010042

Glasser, M. F., et al. (2016). A multi-modal parcellation of human cerebral cortex. Nature, 536(7615), 171–178. doi.org/10.1038/nature18933

Van Essen, D. C., et al. (2013). The WU-Minn Human Connectome Project: An overview. NeuroImage, 80, 62–79. doi.org/10.1016/j.neuroimage.2013.05.041

Picard, R. W. (1997). Affective Computing. MIT Press. mitpress.mit.edu

Russell, J. A. (1980). A circumplex model of affect. Journal of Personality and Social Psychology, 39(6), 1161–1178. doi.org/10.1037/h0077714 — the model behind our interactive emotion map.

Barrett, L. F., Adolphs, R., Marsella, S., Martinez, A. M., & Pollak, S. D. (2019). Emotional Expressions Reconsidered. Psychological Science in the Public Interest, 20(1), 1–68. doi.org/10.1177/1529100619832930

Weizenbaum, J. (1966). ELIZA—a computer program for the study of natural language communication between man and machine. Communications of the ACM, 9(1), 36–45. doi.org/10.1145/365153.365168

Maples, B., Cerit, M., Vishwanath, A., & Pea, R. (2024). Loneliness and suicide mitigation for students using GPT3-enabled chatbots. npj Mental Health Research, 3(1), 4. doi.org/10.1038/s44184-023-00047-6

Open-source software, tools & data

Work in our field that we build on or measure ourselves against. These are references and tools — not partners or endorsements.

MNE-Connectivity — open-source Python for connectivity analysis of MEG/EEG/iEEG, built on MNE-Python (BSD-3-Clause). mne.tools/mne-connectivity

Human Connectome Project — open datasets and methods for mapping the human brain. humanconnectome.org

Omniscient Neurotechnology (Quicktome) — a benchmark for connectomics applied clinically; referenced as prior art in the field. o8t.com

Typefaces

Inter by Rasmus Andersson — SIL Open Font License 1.1. Self-hosted. rsms.me/inter

Fraunces by Undercase Type — SIL Open Font License 1.1. Self-hosted. github.com/undercasetype/Fraunces

Our open-source commitment

Building on open research means contributing back. Where 42.AI publishes, we intend to release openly: written material and data under Creative Commons Attribution (CC-BY 4.0), and code under permissive licenses (MIT or Apache-2.0). Open Neuron is designed to be open by default.

A note on accuracy

We verify our citations and state relationships honestly. The interactive demos on this site (the connectome explorer, emotion map, and companion chat) are illustrative models, not anatomical atlases or clinical tools. Spotted an error or a missing credit? Please tell us — we'll fix it.