Characterizing and predicting vegetation structure at large biogeographic scales is a central goal in modern ecology, driven by the increasing availability of remote sensing data and the pressing need to understand global change (Pettorelli et al., 2016). Trees are foundational to these processes, influencing carbon sequestration, habitat for biodiversity and hydrological cycles (Bonan, 2008; Dubayah et al., 2020).