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Table 5 Coefficients and marginal effects at the means of the bivariate probit regression of supplemental private health insurance enrolment on general health indicator using the order of answering the general health question as an instrumental variable

From: Risk selection into supplemental private health insurance in China

 CoefficientMarginal effect at the means
First-stage regression
 Answering the general health question at the beginning of health section−0.258*** (0.0426)− 0.0690*** (0.0113)
Second-stage regression
 General Health Indicatora1.574*** (0.184)0.244** (0.0751)
 Live in rural area−0.213** (0.0687)− 0.0330** (0.0109)
 Age− 0.0153*** (0.00465)− 0.00238*** (0.000598)
 Male−0.0276 (0.0910)− 0.00427 (0.0139)
Ever had condition
 High blood pressure0.0393 (0.0851)0.00609 (0.0131)
 Diabetes− 0.0990 (0.116)−0.0154 (0.0181)
 Cancer0.0788 (0.236)0.0122 (0.0365)
 Lung disease−0.228* (0.114)− 0.0353* (0.0171)
 Heart problem0.0713 (0.0919)0.0111 (0.0136)
 Stroke−0.542 (0.295)−0.0840 (0.0449)
 Psychiatric problem−0.382 (0.260)− 0.0592 (0.0402)
 Arthritis−0.0755 (0.0764)− 0.0117 (0.0116)
 Dyslipidaemia0.0173 (0.0883)0.00268 (0.0137)
 Liver disease−0.0117 (0.121)−0.00182 (0.0187)
 Kidney disease0.353 (0.191)0.0547 (0.0285)
 Stomach/digestive disease−0.0347 (0.0837)− 0.00538 (0.0130)
 Asthma0.0495 (0.167)0.00767 (0.0255)
 Memory problem0.408 (0.236)0.0632 (0.0380)
Household total wealth (in thousand Chinese ¥)0.00000366 (0.00000679)0.000000568 (0.00000105)
Annual personal income (in thousand Chinese ¥)0.00286 (0.00215)0.000443 (0.000315)
Smoke now0.0395 (0.0835)0.00612 (0.0130)
Drink alcohol daily or more often−0.0750 (0.0866)−0.0116 (0.0138)
Have commercial pension0.783** (0.240)0.121*** (0.0331)
Education high school or above0.117 (0.0902)0.0182 (0.0140)
ρ−1.243*** (0.328) 
N9403 
  1. Standard errors in parentheses
  2. * p < 0.05, ** p < 0.01, *** p < 0.001
  3. aThe general health indicator was 1 if self-reported health was fair or better than fair and was 0 if self-reported health was poor. Zero was the baseline category in regression