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See, L. ORCID: https://orcid.org/0000-0002-2665-7065, Chen, Q., Crooks, A., Laso Bayas, J.C. ORCID: https://orcid.org/0000-0003-2844-3842, Fraisl, D. ORCID: https://orcid.org/0000-0001-7523-7967, Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Georgieva, I. ORCID: https://orcid.org/0000-0002-5556-794X, Hager, G. ORCID: https://orcid.org/0000-0003-2259-0278, Hofer, M. ORCID: https://orcid.org/0000-0002-2867-8943, Lesiv, M. ORCID: https://orcid.org/0000-0001-9846-3342, Malek, Z. ORCID: https://orcid.org/0000-0002-6981-6708, Milenkovic, M., Moorthy, I., Orduña-Cabrera, F. ORCID: https://orcid.org/0000-0002-8558-0053, Pérez Guzmán, K. ORCID: https://orcid.org/0000-0001-5189-6570, Shchepashchenko, D. ORCID: https://orcid.org/0000-0002-7814-4990, Shchepashchenko, M., Steinhauser, J. ORCID: https://orcid.org/0000-0002-5989-6855, & McCallum, I. ORCID: https://orcid.org/0000-0002-5812-9988 (2025). New Directions in Mapping the Earth’s Surface with Citizen Science and Generative AI. iScience e111919. 10.1016/j.isci.2025.111919. (Submitted)