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. 2020 Jul 6;10(14):7686–7712. doi: 10.1002/ece3.6492

TABLE 5.

Comparison of performance between multi‐scale models and their corresponding unscaled models for each of the scales considered, evaluated through AUC and AUCdiff. Values in bold represent the best performing scale for that model. Models marked with an asterisk represent the five best models in terms of AUC evaluation metric

Multi‐scale 300 600 1,200 2,400 4,800 9,600 14,400 19,200 28,800
AUC test AUCdiff AUC test AUCdiff AUC test AUCdiff AUC test AUCdiff AUC test AUCdiff AUC test AUCdiff AUC test AUCdiff AUC test AUCdiff AUC test AUCdiff AUC test AUCdiff
QLSNP
QLSNP_1* 0.853 0.008 0.815 0.005 0.833 0.004 0.844 0.004 0.848 0.003 0.83 0.002 0.809 0.003 0.796 0.003 0.795 0.003 0.776 0.008
QLSNP_2* 0.856 0.009 0.815 0.005 0.831 0.005 0.839 0.004 0.844 0.003 0.83 0.002 0.809 0.002 0.795 0.003 0.792 0.003 0.774 0.007
QLSNP_3 0.851 0.008 0.823 0.005 0.839 0.005 0.844 0.004 0.847 0.004 0.831 0.003 0.825 0.004 0.823 0.006 0.807 0.006 0.777 0.009
QLSNP_4* 0.856 0.009 0.791 0.006 0.808 0.004 0.807 0.009 0.802 0.009 0.79 0.004 0.783 0.004 0.781 0.004 0.766 0.004 0.743 0.004
QLSNP_5 0.845 0.005 0.816 0.005 0.834 0.005 0.837 0.005 0.848 0.004 0.828 0.003 0.81 0.003 0.794 0.003 0.787 0.553 0.765 0.006
QLSNP_6* 0.864 0.008 0.815 0.005 0.831 0.005 0.839 0.004 0.844 0.003 0.831 0.003 0.814 0.002 0.804 0.003 0.808 0.003 0.784 0.007
QLSNP_7* 0.859 0.008 0.815 0.005 0.832 0.005 0.843 0.004 0.849 0.003 0.83 0.003 0.813 0.003 0.807 0.003 0.808 0.004 0.783 0.007
QLSNP_8 0.848 0.007 0.83 0.003 0.841 0.002 0.839 0.002 0.817 0.003 0.778 0.003 0.766 0.003 0.777 0.003 0.793 0.003 0.793 0.008
QLSNP_9 0.849 0.006 0.83 0.003 0.84 0.002 0.837 0.003 0.814 0.003 0.778 0.002 0.765 0.002 0.78 0.004 0.795 0.004 0.795 0.008
QLSNP_10 0.842 0.009 0.816 0.005 0.829 0.005 0.841 0.003 0.847 0.004 0.839 0.002 0.813 0.002 0.792 0.003 0.789 0.003 0.778 0.007
Average 0.852 0.008 0.817 0.005 0.832 0.004 0.837 0.004 0.836 0.004 0.817 0.003 0.801 0.003 0.795 0.004 0.794 0.059 0.777 0.007
QMLNR
QMLNR_1* 0.975 0.001 0.903 0.004 0.905 0.003 0.912 0.003 0.914 0.002 0.9 0.003 0.946 0.002 0.964 0.002 0.967 0.003 0.944 0.002
QMLNR_2* 0.971 0.001 0.902 0.003 0.909 0.003 0.913 0.003 0.912 0.004 0.898 0.005 0.927 0.002 0.954 0.002 0.958 0.003 0.933 0.003
QMLNR_3 0.967 0.001 0.881 0.008 0.887 0.006 0.888 0.003 0.871 0.008 0.851 0.007 0.892 0.004 0.951 0.002 0.963 0.003 0.957 0.002
QMLNR_4* 0.97 0.001 0.886 0.005 0.899 0.004 0.917 0.002 0.924 0.005 0.929 0.004 0.939 0.003 0.957 0.002 0.962 0.003 0.949 0.002
QMLNR_5* 0.971 0.002 0.89 0.004 0.909 0.003 0.921 0.003 0.933 0.003 0.935 0.002 0.923 0.007 0.954 0.003 0.961 0.002 0.931 0.004
QMLNR_6* 0.972 0.001 0.9 0.002 0.9 0.002 0.91 0.004 0.918 0.003 0.908 0.002 0.946 0.002 0.956 0.003 0.963 0.002 0.938 0.001
QMLNR_7 0.969 0.005 0.9 0.004 0.907 0.003 0.917 0.002 0.914 0.002 0.9 0.003 0.939 0.004 0.953 0.006 0.957 0.004 0.934 0.005
QMLNR_8 0.963 0.001 0.897 0.004 0.888 0.005 0.884 0.006 0.876 0.009 0.885 0.003 0.923 0.003 0.958 0.001 0.964 0.003 0.957 0.003
QMLNR_9 0.966 0.004 0.903 0.003 0.906 0.002 0.915 0.002 0.912 0.003 0.901 0.004 0.918 0.006 0.946 0.003 0.943 0.01 0.922 0.006
QMLNR_10 0.967 0.004 0.886 0.005 0.901 0.003 0.915 0.003 0.924 0.005 0.93 0.003 0.934 0.006 0.95 0.003 0.958 0.005 0.939 0.004
Average 0.969 0.002 0.895 0.004 0.901 0.003 0.909 0.003 0.910 0.004 0.904 0.004 0.929 0.004 0.954 0.003 0.960 0.004 0.940 0.003

Abbreviations: QLSNP, Qilianshan National Park; QMLNR, Qomolangma National Nature Reserve.