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. 2013 Feb 15;8(2):e56245. doi: 10.1371/journal.pone.0056245

Table 3. Minimal adequate multiple-predictor Generalized Linear Model (GLM) and Spatial Linear Model (SLM) results for all grid sizes.

Models Grid Size SW CL HDIa HDIn SST NPP Moran’s I R2/p-R2 AIC
GLM (t-values) for all species Small 11.138*** 7.520*** 4.888*** 2.570* 2.262* 0.4468*** 0.236 3719.64
Medium 4.551*** 8.167*** 3.552*** 3.281** −3.654*** 0.2847*** 0.369 1354.75
Large 3.416*** 4.509*** 3.667*** 3.160** 5.077*** 0.1914*** 0.573 411.74
UTM 10.087*** 3.456*** 7.440*** 0.2314*** 0.604 328.53
X Large 10.089*** 6.240*** 4.686*** −3.552*** 0.1888*** 0.804 100.27
Largest 6.864*** 2.918** 4.005*** −4.084*** −0.0443 ns 0.871 23.17
SLM (z-values) for all species Small 8.192*** 4.267*** 2.839** −0.0110 0.508 3109.00
Medium 3.643*** 6.932*** −0.0140 0.486 1238.30
Large 10.873*** 2.490* 2.218* 4.885*** −0.0214 0.618 392.04
UTM 9.885*** 2.346* 5.421*** −0.0161 0.656 308.67
X Large 10.640*** 4.567*** 3.282** −2.243* −0.0119 0.837 88.74
Largest 9.699*** 3.642*** 3.727*** −7.754*** 0.0383 0.878 23.22
GLM (t-values) for all fish species Small 11.621*** 8.375*** 4.869*** 2.481* 0.4488*** 0.257 3384.89
Medium 5.291*** 8.708*** 3.380*** 3.027** −3.220** 0.2740*** 0.407 1209.05
Large 3.503*** 5.351*** 2.712** 3.304** 5.009*** 0.2085*** 0.606 348.05
UTM 12.679*** 3.411*** 7.009*** 0.1890*** 0.664 275.83
X Large 3.279** 7.003*** 5.858*** 4.960*** −3.572*** 0.1096* 0.847 51.58
Largest 7.520*** 2.863** 3.318** −3.647** −0.1213 ns 0.859 19.12
SLM (z-values) for all fish species Small 8.817*** 4.228*** 2.649** −0.0072 0.529 2756.30
Medium 4.539*** 6.860*** −0.0159 0.510 1101.30
Large 2.023* 5.439*** 2.363* 2.310* 4.868*** −0.0121 0.657 324.40
UTM 11.934*** 2.585** 5.466*** −0.0110 0.696 262.84
X Large 11.697*** 4.915*** 3.769*** −0.0150 0.861 45.58
Largest 12.855*** 3.973*** 2.558* −9.571*** 0.0246 0.901 13.35
GLM (t-values) for invertebrates Small 8.797*** 6.980*** 5.662*** 2.093* −2.028* 0.4593*** 0.160 4935.93
Medium 10.655*** 2.768** 1.990* −3.136** 0.2608*** 0.250 2011.48
Large 7.800*** 4.381*** 3.191** 2.786** 0.2284*** 0.414 690.23
UTM 4.746*** 3.155** 6.161*** 0.2481*** 0.390 522.40
X Large 5.304*** 1.995* 5.186*** 2.574* −2.498* 0.3689*** 0.657 227.71
Largest 3.060** 3.270** 3.391** −4.541*** 0.2722** 0.743 60.89
SLM (z-values) for invertebrates Small 6.527*** 4.116*** 2.825** −0.0153 0.450 4347.70
Medium 10.755*** −0.0166 0.358 1922.20
Large 9.430*** 4.765*** 2.787** −0.0249 0.485 665.64
UTM 7.003*** 4.218*** −0.0242 0.480 497.54
X Large −3.918*** 8.575*** 3.910*** −0.0310 0.814 172.55
Largest 3.110** 3.883*** −0.0008 0.885 35.79
GLM (t-values) for habitat-forming species Small 11.103*** 4.753*** 4.130*** 4.727*** 4.027*** −3.908*** 0.5059*** 0.219 5342.45
Medium 4.682*** 6.195*** 4.724*** 4.316*** −5.316*** 0.2778*** 0.328 2121.49
Large 3.206** 2.475* 4.325*** 3.565*** 5.298*** 0.1602*** 0.505 762.75
UTM 6.337*** 1.988* 3.925*** 7.047*** 0.2102*** 0.562 548.46
X Large 5.071*** 5.419*** 5.113*** −2.889** 0.3229*** 0.677 264.06
Largest 4.476*** 5.266*** 0.0716 ns 0.711 81.14
SLM (z-values) for habitat-forming species Small 7.648*** 3.840*** 2.807** −0.0203 0.559 4548.50
Medium 3.552*** 5.311*** 2.015* −2.026* −0.0100 0.456 2006.30
Large 9.606*** 4.202*** 4.367*** −0.0220 0.545 746.99
UTM 6.710*** 3.300*** 4.983*** −0.0236 0.628 524.21
X Large 5.761*** 2.663** 3.724*** −2.517* −0.0211 0.787 230.56
Largest 2.496* 3.510*** 5.445*** −2.800** 0.0040 0.770 81.54

The predictors are shallow water area (SW), coastline length (CL), habitat diversity based on area (HDIa), habitat diversity based on number of patches (HDIn), sea surface temperature (SST), and net primary productivity (NPP). Values under predictor variables are t-values for GLM and z-values for SLM. Asterisks indicate significance value of P:

*

(<0.05),

**

(<0.01);

***

(<0.001); ns (not significant). Grid sizes are as follows: Small = 23,000 km2; Medium = 92,000 km2; Large = 368,000 km2; UTM = 617,000 km2; Extra large = 1,470,000 km2; Largest = 5,100,000 km2. R2 values are for GLM results, while pseudo-R2 (p-R2) values are for SLM results. The lower AIC values between SLM and GLM of the same grid size per group are highlighted in boldface. Lower AIC values suggest that SLM models are preferred in most cases than its GLM counterparts.