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  • Article InfoArticle Info
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  • Article title
  • Abstract
  • Keywords
  • Introduction
  • Methods
    • Site description
    • Data collection
    • Remote sensing application: data used and data elaboration
    • Meteorological data
  • Results
    • Accuracy of the RF classification
    • Spatial shift in forest cover and tree line advancements
    • Meteorological data analysis
  • Discussion
    • Application of remote sensing, machine learning, and orthophoto interpretation in tree line assessment
    • Tree line advancements and potential climatic influence
    • Influence of topographical variables
    • Limitations of the study and future prospects
  • Conclusions
  • Declaration of competing interest
  • CRediT authorship contribution statement
  • Declaration of Generative AI and AI-assisted technologies in the writing process
  • Funding
  • Acknowledgments
  • References
  • Supplementary material
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