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. 2021 Nov 24;9:699710. doi: 10.3389/fpubh.2021.699710

Table 2.

Baseline regression results of urbanization on the spread of infectious diseases.

Variables SYS-GMM DIFF-GMM
(1) (2) (3) (4) (5) (6) (7) (8)
Morbidity Mortality Morbidity Mortality Morbidity Mortality Morbidity Mortality
Population urbanization −0.359*** −0.174*** −0.364*** −0.060**
(−6.219) (−2.987) (−2.872) (−2.013)
Land urbanization 0.081** 0.070** 0.100** 0.089**
(2.447) (2.530) (2.187) (2.049)
Population density 5.617 2.223 6.839 2.603 2.608 7.713 3.413 7.823
(1.548) (1.603) (1.255) (1.077) (1.038) (1.213) (1.461) (1.131)
Age 1.119*** 1.539*** 0.958*** 1.479*** 1.330*** 0.242 1.341*** 0.017
(3.095) (6.776) (3.416) (6.268) (4.208) (0.965) (4.121) (0.062)
rgdp −0.020 0.020 −0.064 0.007 0.021 0.199*** −0.009 0.213***
(−0.741) (1.362) (−0.536) (0.451) (0.583) (3.531) (−0.344) (3.839)
Expend −0.504 −2.063*** 0.179 −2.110*** −1.898*** −1.282*** −1.646*** −1.367***
(−1.072) (−6.220) (0.556) (−6.583) (−3.291) (−3.867) (−3.115) (−4.215)
Medical 0.043 −0.057*** 0.018 −0.075*** −0.034 0.050 −0.083** 0.064
(1.035) (−2.850) (0.553) (−3.898) (−0.820) (1.284) (−2.170) (0.732)
Air −0.026** −0.005 −0.031** −0.016 0.014 0.004 0.016 0.008
(−2.072) (−0.431) (−2.346) (−1.213) (0.875) (0.274) (0.960) (0.494)
L.disease 0.683*** 0.776*** 0.653*** 0.797*** 0.552*** 0.287*** 0.518*** 0.314***
(27.481) (59.622) (21.355) (48.795) (10.064) (3.863) (8.790) (4.141)
AR_1 0.0069 0.0007 0.0065 0.0006 0.0092 0.0696 0.0081 0.0479
AR_2 0.6825 0.7024 0.5544 0.7616 0.8279 0.5552 0.7203 0.4926
Sargan text 0.4797 0.4137 0.4581 0.4475 0.459 0.4177 0.4278 0.433
Observations 527 527 527 527 527 527 527 527

***, **, *The significance level of 1, 5 and 10%, respectively. The numbers with asterisks in the corresponding rows of all variables in the table represent the estimation coefficients, and the values in the parentheses are the corresponding T statistical values, and the P values of AR_1, AR_2, and Sargan test are provided respectively.