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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. ORCID: https://orcid.org/0000-0002-3664-3855, 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. ORCID: https://orcid.org/0000-0003-1081-2902, 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.

Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Lesiv, M. ORCID: https://orcid.org/0000-0001-9846-3342, See, L. ORCID: https://orcid.org/0000-0002-2665-7065, Shchepashchenko, D. ORCID: https://orcid.org/0000-0002-7814-4990, Pérez Guzmán, K. ORCID: https://orcid.org/0000-0001-5189-6570, Laso Bayas, J.C. ORCID: https://orcid.org/0000-0003-2844-3842, Shchepashchenko, M. ORCID: https://orcid.org/0000-0003-1081-2902, Georgieva, I. ORCID: https://orcid.org/0000-0002-5556-794X, Collivignarelli, F., Meroni, M., Kerdiles, H., Rembold, F. & McCallum, I. ORCID: https://orcid.org/0000-0002-5812-9988 (2024). A new global hybrid map of annual herbaceous cropland at a 500 m resolution for the year 2019. Environmental Research Letters 19 (8), e084025. 10.1088/1748-9326/ad6a71.

Shchepashchenko, D. ORCID: https://orcid.org/0000-0002-7814-4990, Moltchanova, E., Fedorov, S., Karminov, V., Ontikov, P., Santoro, M., See, L. ORCID: https://orcid.org/0000-0002-2665-7065, Kositsyn, V., Shvidenko, A., Romanovskaya, A., Korotkov, V., Lesiv, M. ORCID: https://orcid.org/0000-0001-9846-3342, Bartalev, S., Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Shchepashchenko, M. & Kraxner, F. (2021). Russian forest sequesters substantially more carbon than previously reported. Scientific Reports 11 (1), e12825. 10.1038/s41598-021-92152-9.

Schepaschenko, D. ORCID: https://orcid.org/0000-0002-7814-4990, Chave, J., Phillips, O.L., Lewis, S.L., Davies, S.J., Réjou-Méchain, M., Sist, P., Scipal, K., Perger, C., Herault, B., Labrière, N., Hofhansl, F. ORCID: https://orcid.org/0000-0003-0073-0946, Affum-Baffoe, K., Aleinikov, A., Alonso, A., Amani, C., Araujo-Murakami, A., Armston, J., Arroyo, L., Ascarrunz, N. et al. (2019). The Forest Observation System, building a global reference dataset for remote sensing of forest biomass. Scientific Data 6 (1), e198. 10.1038/s41597-019-0196-1.

Lesiv, M. ORCID: https://orcid.org/0000-0001-9846-3342, Schepaschenko, D. ORCID: https://orcid.org/0000-0002-7814-4990, Moltchanova, E., Bun, R., Dürauer, M., Prishchepov, A.V., Schierhorn, F., Estel, S., Kuemmerle, T., Alcántara, C., Kussul, N., Shchepashchenko, M., Kutovaya, O., Martynenko, O., Karminov, V., Shvidenko, A., Havlik, P. ORCID: https://orcid.org/0000-0001-5551-5085, Kraxner, F., See, L. ORCID: https://orcid.org/0000-0002-2665-7065 & Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549 (2018). Spatial distribution of arable and abandoned land across former Soviet Union countries. Scientific Data 5, e180056. 10.1038/sdata.2018.56.

Data

Shchepashchenko, D. ORCID: https://orcid.org/0000-0002-7814-4990, Shchepashchenko, M. ORCID: https://orcid.org/0000-0003-1081-2902, Georgieva, I. ORCID: https://orcid.org/0000-0002-5556-794X, Lesiv, M. ORCID: https://orcid.org/0000-0001-9846-3342 & Blyshchyk, V. (2024). Drivers of biomass change in Europe: visual interpretation of a random sample. 10.5281/zenodo.13768692.

Lesiv, M. ORCID: https://orcid.org/0000-0001-9846-3342, Pérez Guzmán, K. ORCID: https://orcid.org/0000-0001-5189-6570, Shchepashchenko, M. ORCID: https://orcid.org/0000-0003-1081-2902, Collivignarelli, F., Kerdiles, H., Georgieva, I. ORCID: https://orcid.org/0000-0002-5556-794X, Laso Bayas, J.C. ORCID: https://orcid.org/0000-0003-2844-3842 & Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549 (2024). Reference data set used to validate the hybrid cropland map at 500m (Fritz, S. 2024). 10.5281/zenodo.11517295.

Shchepashchenko, D. ORCID: https://orcid.org/0000-0002-7814-4990, Chave, J., Phillips, O.L., Lewis, S.L., Davies, S.J., Réjou-Méchain, M., Sist, P., Scipal, K., Perger, C., Herault, B., Labrière, N., Hofhansl, F. ORCID: https://orcid.org/0000-0003-0073-0946, Affum-Baffoe, K., Aleinikov, A., Alonso, A., Amani, C., Araujo-Murakami, A., Armston, J., Arroyo, L., Ascarrunz, N. et al. (2019). A global reference dataset for remote sensing of forest biomass. The Forest Observation System approach. 10.22022/ESM/03-2019.38.

Shchepashchenko, D. ORCID: https://orcid.org/0000-0002-7814-4990, See, L. ORCID: https://orcid.org/0000-0002-2665-7065, Lesiv, M. ORCID: https://orcid.org/0000-0001-9846-3342, McCallum, I. ORCID: https://orcid.org/0000-0002-5812-9988, Fritz, S. ORCID: https://orcid.org/0000-0003-0420-8549, Salk, C., Moltchanova, E., Perger, C., Shchepashchenko, M. ORCID: https://orcid.org/0000-0003-1081-2902, Shvidenko, A., Kovalevskyi, S., Gilitukha, D., Albrecht, F., Kraxner, F., Bun, A., Maksyutov, S., Sokolov, A., Dürauer, M., Obersteiner, M. ORCID: https://orcid.org/0000-0001-6981-2769, Karminov, V. et al. (2015). Global hybrid forest mask for the year 2000. 10.5281/zenodo.5559652.