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  • ContentsContents
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  • Article title
  • Abstract
  • Keywords
  • Introduction
  • Materials and methods
    • Study area
    • Data
    • Data filtering
    • Random Forest modelling process
    • Variable importance
    • Partial dependence plots
    • Predicted probability maps
  • Results
    • Ranking of variable contributions to model predictions
    • Influence of the most important variables on predicted outcomes
    • Environmental associations with predicted habitat areas
  • Discussion
    • Association with environmental variables
    • Spatial model outputs
    • Limitations of our approach
  • Conclusions
  • References
  • Appendix 1
  • Appendix 2
  • Appendix 3
  • Additional information
    • Conflict of interest
    • Ethical statement
    • Artificial Intelligence (AI) use
    • Funding
    • Author contributions
    • Author ORCIDs
    • Data availability
  • Supplementary materials
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