RT info:eu-repo/semantics/article T1 Neighborhood competition improves biomass estimation for Scots pine (Pinus sylvestris L.) but not Pyrenean oak (Quercus pyrenaica Willd.) in young mixed forest stands A1 Cudjoe -, Eric A1 Ruiz Peinado, Ricardo A1 Pretzsch, Hans A1 Ahmed, Shamim A1 Bravo Oviedo, Felipe K1 Biomass models K1 Competition effect K1 Forest dynamics K1 Mixed-species stands K1 Model accuracy K1 Sustainable forest management K1 Tree characteristics K1 3106.08 Silvicultura AB Neighborhood competition is a critical driver of individual tree growth, and aboveground biomass (AGB) accumulation, which together play key roles in forest dynamics and carbon storage. Therefore, accurate biomass estimation is essential for understanding ecosystem functioning and informing forest management strategies to mitigate climate change. However, integrating neighborhood competition into biomass estimation models, particularly for young mixed forest stands, remains unexplored. In this study, we examined how incorporating neighborhood competition improves biomass prediction accuracy and how the influence of neighborhood competition differs between Scots pine (Pinus sylvestris L.) and Pyrenean oak (Quercus pyrenaica Willd.), as well as the relative contributions of intra- and interspecific competition to AGB. Our findings revealed that including neighborhood competition alongside tree size variables (DBH and total tree height) significantly improved the predictive accuracy of AGB models for Scots pine. This addition reduced the root mean square error (RMSE) by 14% and improved the model efficiency factor (MEF) by 15%. Furthermore, intraspecific competition in Scots pine slightly reduced AGB, whereas interspecific competition had a significant negative effect on AGB. In contrast, DBH alone was the best predictor of AGB for Pyrenean oak, as neighborhood competition did not improve model performance. Also, intra- and interspecific competition in Pyrenean oak had positive but nonsignificant effects on AGB. These findings highlight the important role of competition in biomass models and suggest species-specific approaches in competition dynamics to inform sustainable forest management and climate change adaptation strategies. PB Elsevier SN 2197-5620 YR 2025 FD 2025 LK https://uvadoc.uva.es/handle/10324/81786 UL https://uvadoc.uva.es/handle/10324/81786 LA eng NO Forest Ecosystems, August 2025, vol. 13, 100317 NO Producción Científica DS UVaDOC RD 23-ene-2026