Impactos climáticos e conservação da Sumaúma na Amazônia Brasileira
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Universidade Federal do Amazonas
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In recent decades, the Amazon phytogeographic domain has faced extreme drought events
caused by the El Niño phenomenon, intensified by global climate change. Climate projections
indicate that more severe and prolonged droughts are likely to become more frequent,
although the adaptive responses of Amazonian forest species are still poorly understood.
Among these species, kapok stands out, a large tree with an important ecological, cultural,
and socioeconomic role. This study aimed to model the potential distribution of Ceiba
pentandra, Ceiba samauma, and Ceiba lupuna in the Amazon phytogeographic domain,
considering the current period and future climate scenarios for 2041–2060, 2061–2080, and
2081–2100, under two IPCC greenhouse gas (GHG) emissions scenarios: SSP2 4.5 (less
pessimistic) and SSP5 8.5 (more pessimistic), using species distribution modeling (SDM).
Thirty-three environmental variables (19 climatic and 14 soil) and five: Bioclim (BIO),
Maximum Entropy (MXD), Random Forests (RDF), Support Vector Machine (SVM), and
Generalized Linear Models (GLM) were used. Model performance was evaluated using Area
Under the Curve (AUC), kappa, True Skill Statistic (TSS), Sorensen index, and Jaccard index.
Principal component analysis (PCA) indicated that the first twelve components explained
approximately 95% of the total data variability, with PC1 and PC2 accounting for 40.31% and
21.40%, respectively. Among the algorithms, GAU, RDF, and SVM presented the highest
AUC values (≥0.98) for all species. In the current scenario, the potential distribution of C.
pentandra, C. samauma, and C. lupuna reflects their strong adaptation to the region's humid
tropical conditions and flooded soils. However, projections indicate a widespread reduction
in environmental suitability across all periods and scenarios, especially in the SSP5 8.5
scenario. These results highlight the need for effective environmental policies that guide
sustainable actions and regulations capable of minimizing the negative impacts of human
activity on Amazonian species.
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ROLDÃO, Antonio Jose Leal Nina. Impactos climáticos e conservação da Sumaúma na Amazônia Brasileira. 2025. 79 f. Tese (Doutorado em Ciências do Ambiente e Sustentabilidade na Amazônia) - Universidade Federal do Amazonas, Manaus (AM), 2025
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