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. 2022 Jan 11;9:793404. doi: 10.3389/fpubh.2021.793404

Table 4.

Results of robustness checks.

Alternative variables System GMM
(1) (2) (3) (4) (5)
idm idm idm idm idm
rgdpg 0.320*** 0.558*** 1.027** 0.750** 3.552***
(3.96) (3.98) (2.55) (2.12) (2.92)
mid 0.0008 −0.0040 −0.134 −0.0779 −0.225
(0.05) (−0.20) (−1.60) (−0.78) (−1.20)
beds 0.0127 0.0075 0.138* 0.130 0.186
(1.26) (0.31) (1.74) (1.51) (1.03)
doctors −0.0342 −0.0323 −0.0008 −0.0911 −0.0254
(−1.58) (−1.30) (−0.01) (−0.52) (−0.14)
s_ind −0.0292 −0.246*** −0.0028 0.230 −0.0995
(−0.61) (−4.22) (−0.01) (0.91) (−0.31)
ur 0.0232 −0.749 −1.682 −1.305 −1.518
(0.11) (−1.34) (−1.52) (−0.67) (−0.50)
aging 1.577** 1.080 −1.899 −0.376 4.828
(2.30) (0.96) (−0.51) (−0.13) (0.57)
edu_train 0.0002
(0.61)
rgdpg_train −0.0042**
(−2.21)
dfiic 0.0597
(1.31)
rgdpg_dfiic −0.0036*
(−1.86)
edu_act 0.00214
(0.04)
rgdpg_act −1.214*
(−1.79)
dedi −0.821
(−1.00)
rgdpg_dedi −5.640*
(−1.74)
L.idm −0.334*** −0.267** −0.342**
(−3.98) (−2.13) (−2.44)
cons 0.0636 0.394 1.626* 1.112 1.485
(0.51) (1.44) (1.81) (0.87) (0.64)
N 300 240 270 270 210
AR(1) −2.56 −2.14 −1.72
(0.011) (0.033) (0.086)
AR(2) 0.50 1.59 −1.60
(0.619) (0.112) (0.109)
Hansen 29.13 28.32 26.18
(0.849) (0.874) (0.794)

t statistics in parentheses

*

p < 0.1,

**

p < 0.05,

***

p < 0.01.

To save space, the coefficients of control variables are not listed. idm represents infectious disease mortality, rgdpg represents real GDP growth rate, edu_train represents health education training, rgdpg_train is the cross product of rgdpg and edu_train. dfiic represents digital financial inclusion index of China, rgdpg_dfiic is the cross product of rgdpg and dfiic, edu_act represents public health education activity, rgdpg_act is the cross product of rgdpg and edu_act. dedi represents China digital economy development index, rgdpg_dedi is the cross product of rgdpg and dedi, L.idm represents the first-order lag of idm. cons is the constant term, N is the sample observation. AR(1) and AR(2) mean the test statistics of AR(1) and AR(2) models. Hansen means the result of the Hansen test.