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. 2023 Jun 15;9(6):e17329. doi: 10.1016/j.heliyon.2023.e17329

Table 9.

Regression results of robustness test.

variable Instrumental variable (1) A phase lag (2) The principal components method (3) Excluded municipality model (4)
Dif 0.076* (0.14) 2.039*** (0.370) 2.008*** (0.363) 1.122** (0.353)
Agriculture 0.005 (0.056) 0.015 (0.009) 0.016 (0.009) 0.018* (0.008)
Innovation 0.176*** (0.99) 0.082** (0.031) 0.101** (0.031) 0.094*** (0.0275)
Economic 0.487*** (0.061) −0.227 (0.125) −0.167 (0.123) −0.020 (0.127)
Nursing 0.046 (0.091) 0.064 (0.055) 0.055 (0.048) 0.109* (0.046)
Enterprise 0.096*** (0.049) 0.123*** (0.027) 0.112*** (0.026) 0.118*** (0.022)
Government 0.442*** (0.092) 0.369*** (0.043) 0.396*** (0.043) 0.286*** (0.043)
Consumption 0.333*** (0.109) 0.316*** (0.036) 0.320*** (0.034) 0.336*** (0.040)
_cons −11.93*** (0.125) −15.17*** (1.184) −15.86*** (1.178) −12.14*** (1.200)
N 248 217 248 216
R-sq 0.936 0.941 0.949 0.968
adj. R-sq 0.936 0.941 0.936 0.967