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Title:           Intercomparison of global foliar trait maps reveals fundamental differences and limitations of upscaling approaches
Subject:         Remote Sensing of Environment, 311 (2024) 114276. doi:10.1016/j.rse.2024.114276
Keywords:        Foliar trait,Specific leaf area,Leaf nitrogen,Leaf phosphorus,Global map,Upscaling
Author:          Benjamin Dechant
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      Title: Intercomparison of global foliar trait maps reveals fundamental differences and limitations of upscaling approaches
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        Title: 1 Introduction
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       Item: 
        Title: 2 Materials and methods
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         Item: 
          Title: 2.1 Terminology
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         Item: 
          Title: 2.2 Trait maps
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         Item: 
          Title: 2.3 Upscaling approaches
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           Item: 
            Title: 2.3.1 Categorization of upscaling strategies
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           Item: 
            Title: 2.3.2 Additional versions of the Butler and Moreno maps
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         Item: 
          Title: 2.4 Data processing
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           Item: 
            Title: 2.4.1 Global foliar trait maps
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           Item: 
            Title: 2.4.2 Separation of land cover - driven and environmentally driven trait variation and stratification by PFT
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            Title: 2.4.3 Evaluation against sPlotOpen
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          Title: 2.5 Statistical analyses
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        Title: 3 Results
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          Title: 3.1 Intercomparison of global maps and attribution of differences
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           Item: 
            Title: 3.1.1 Grouping of maps according to spatial patterns
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            Title: 3.1.2 Spatial patterns: between and within-group differences
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          Title: 3.2 Evaluation of upscaled global trait maps with sPlotOpen
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           Item: 
            Title: 3.2.1 With PFT stratification
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           Item: 
            Title: 3.2.2 Without PFT stratification
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        Title: 4 Discussion
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         Item: 
          Title: 4.1 Upscaling with or without PFT and land cover information?
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           Item: 
            Title: 4.1.1 Motivation and limitations of upscaling using PFTs
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             Item: 
              Title: Limitations of using PFT and land cover information
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            Title: 4.1.2 Motivation and limitations of upscaling without PFTs
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             Item: 
              Title: Limitations in leaf-to-grid scaling
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             Item: 
              Title: Limitations in the spatialization
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          Title: 4.2 Vertical variation of traits within the canopy: upscaling CWMs or TWMs?
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           Item: 
            Title: 4.2.1 Conceptual role of CWM/TWM and impacts on spatial trait variations
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            Title: 4.2.2 Motivations for using CWM or TWM
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          Title: 4.3 Other factors contributing to differences between upscaled maps
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          Title: 4.4 Evaluation of maps
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            Title: 4.4.1 Internal performance metrics
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            Title: 4.4.2 External reference data (sPlotOpen)
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          Title: 4.5 Future opportunities for foliar trait mapping using remote sensing data
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          Title: 4.6 Implications for the interpretation of remotely sensed plant trait maps
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        Title: 5 Conclusions and recommendations
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       Item: 
        Title: CRediT authorship contribution statement
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       Item: 
        Title: Declaration of competing interest
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       Item: 
        Title: Data and code availability
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        Title: Acknowledgements
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       Item: 
        Title: Appendix A Supplementary data
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       Item: 
        Title: References
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    Title: Intercomparison of global foliar trait maps reveals fundamental differences and limitations of upscaling approaches
    Author: Benjamin Dechant
    Subject: Remote Sensing of Environment, 311 (2024) 114276. doi:10.1016/j.rse.2024.114276
    Keywords: Foliar trait,Specific leaf area,Leaf nitrogen,Leaf phosphorus,Global map,Upscaling
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