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. 2025 Sep 30;25:3198. doi: 10.1186/s12889-025-24504-3

Table 4.

Impact of SPHI on poverty vulnerability using PSM method

K-nearest matching (K = 1) K-nearest matching (K = 4) Caliper matching (caliper = 0.01) Kernel matching
ATT SE T-stat ATT SE T-stat ATT SE T-stat ATT SE T-stat
Full-sample −0.028*** 0.009 −3.19 −0.024*** 0.007 −3.63 −0.026*** 0.006 −4.08 −0.035*** 0.006 −5.64
Chronic disease
Having chronic disease −0.046** 0.021 −2.15 −0.047*** 0.016 −2.87 −0.051*** 0.015 −3.40 −0.069*** 0.015 −4.65
Non-chronic disease −0.019** 0.009 −2.14 −0.022*** 0.007 −3.10 −0.018*** 0.007 −2.75 −0.023*** 0.007 −3.56
Age
16–59 years old −0.029*** 0.007 −3.81 −0.021*** 0.006 −3.60 −0.021*** 0.005 −4.13 −0.023*** 0.005 −4.58
≥ 60 years old −0.072** 0.035 −2.03 −0.065** 0.027 −2.40 −0.077*** 0.024 −3.15 −0.087*** 0.024 −3.62
Education level
Middle school and below −0.025** 0.010 −2.36 −0.031*** 0.009 −3.57 −0.027*** 0.008 −3.43 −0.040*** 0.008 −5.24
High school and above −0.020* 0.018 −1.73 −0.015* 0.009 −1.72 −0.019** 0.009 −2.25 −0.020** 0.008 −2.38
Residence
Urban −0.031*** 0.009 −3.14 −0.023*** 0.007 −3.17 −0.028*** 0.007 −4.00 −0.039*** 0.007 −5.62
Rural −0.031* 0.017 −1.78 −0.035** 0.014 −2.50 −0.026** 0.013 −2.00 −0.029** 0.013 −2.27
Residence region
Eastern −0.022 0.015 −1.47 −0.017 0.011 −1.48 −0.018 0.011 −1.63 −0.026** 0.010 −2.42
Central −0.030*** 0.011 −2.71 −0.023*** 0.008 −2.76 −0.020** 0.008 −2.33 −0.027*** 0.008 −3.21
Western −0.067*** 0.021 −3.13 −0.049*** 0.016 −3.06 −0.061*** 0.014 −4.17 −0.068*** 0.014 −4.77

* P < 0.05, ** P < 0.01, *** P < 0.001; SPHI Supplementary Private health insurance