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. 2021 Aug 13;11(18):12567–12582. doi: 10.1002/ece3.8002

TABLE 2.

Summary of discrimination accuracy (AUC, TSS, and Kappa) and functional accuracy metrics calculated for all EWM occurrence SDMs with and without a spatial autocovariate. Numbers with a downward arrow subscript indicate drop in discrimination accuracy and functional accuracy estimates after including spatial autocovariate. Functional accuracy shown here is calculated as the Pearson correlation coefficient (r all and r nonzero) and Spearman correlation coefficient ( all and nonzero) of EWM abundance–suitability relationship (see Methods for details)

Model type Discrimination accuracy Functional accuracy
Nonindependent Quasi‐independent Spatially blocked Combined average Abundance–suitability correlation
AUC TSS Kappa AUC TSS Kappa AUC TSS Kappa Avg. AUC Avg. TSS Avg. Kappa rall rnonzero all nonzero
Presence–absence 0.83 0.56 0.54 0.82 0.44 0.43 0.76 0.43 0.44 0.80 0.48 0.47 0.58 0.39 0.68 0.40
Presence–absence + Autocovariate 0.88 0.65 0.63 0.90 0.72 0.70 0.86 0.54 0.53 0.88 0.69 0.62 0.59 0.40 0.69 0.43
Presence‐only (random pseudoabsence) 0.88 0.66 0.65 0.87 0.63 0.62 0.86 0.54 0.54 0.87 0.61 0.60 0.47 0.28 0.62 0.26
Presence‐only (random pseudoabsence) + Autocovariate 0.91 0.69 0.67 0.86 0.58 0.57 0.89 0.59 0.62 0.89 0.62 0.62 0.51 0.36 0.65 0.33
Presence‐only (distant pseudoabsence) 0.98 0.87 0.86 0.87 0.61 0.59 0.91 0.73 0.73 0.92 0.74 0.73 0.40 0.26 0.61 0.20
Presence‐only (distant pseudoabsence) + Autocovariate 0.99 0.99 0.99 1 1 1 0.99 0.98 0.99 0.99 0.99 0.99 0.26 0.24 0.62 0.21
Presence‐only (proximal pseudoabsence) 0.76 0.43 0.43 0.86 0.62 0.61 0.64 0.32 0.35 0.75 0.45 0.46 0.48 0.25 0.64 0.30
Presence‐only (proximal pseudoabsence) + Autocovariate 0.79 0.48 0.47 0.81 0.53 0.52 0.76 0.34 0.36 0.79 0.45 0.45 0.51 0.36 0.65 0.41

The final estimates of average discrimination accuracy measures and correlation derived functional accuracy measures are shown in bold.