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. 2024 Jul 9;10(15):e34415. doi: 10.1016/j.heliyon.2024.e34415

Table 13.

Robustness tests.

Effect (1)
(2)
(3)
Replacing the spatial weight matrix Lagging the independent variable Replacing the dependent variable
Direct effect 0.112*** (0.030) 0.069** (0.032) 0.193** (0.096)
Spillover effect 0.411*** (0.047) 0.371*** (0.062) 1.003*** (0.187)
Total effect 0.523*** (0.050) 0.440*** (0.061) 1.195** (0.188)
Control variables YES YES YES
ρ 0.448*** (0.048) 0.542*** (0.052) 0.485*** (0.055)
N 540 510 540
R2 0.141 0.234 0.174
Log-L 541.838 513.690 59.982

*p <10 %, **p <5 %, and ***p <1 %.