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. 2020 Jul 31;29(10):1251–1269. doi: 10.1002/hec.4134

TABLE 5.

Voluntary deductible and the probability of having any physician visits: bivariate probit results

Variable (1) (2) (3) (4)
Specialist visits GP visits Mental health care visits Days in the hospital
First stage (voluntary deductible)
Sup. insurance −0.4493 *** (0.0438) −0.4361 *** (0.0454) −0.4273 *** (0.0462) −0.4253 *** (0.0469)
Risk aversion −0.0430 *** (0.0126) −0.0430 *** (0.0128) −0.0423 *** (0.0127) −0.0402 *** (0.0127)
Control variables Yes Yes Yes Yes
Constant Yes Yes Yes Yes
Second stage (outcome (P(Y > 0)))
Vol.deduct. −1.0292 *** (0.1271) −0.6844 *** (0.1706) −0.6416 ** (0.2550) −1.228 *** (0.1448)
Risk aversion −0.0041 (0.0100) 0.0023 (0.0104) −0.0067 (0.0172) −0.0096 (0.0108)
Male −0.1649 *** (0.0345) −0.4524 *** (0.0350) −0.1206 ** (0.0549) 0.0273 (0.0349)
Age −0.0145 ** (0.0061) −0.0106 (0.0066) 0.0060 (0.0109) −0.0157 ** (0.0065)
Age2 0.0003 *** (0.0001) 0.0002 *** (0.0001) −0.0002 ** (0.0001) 0.0002 ** (0.0001)
Employed −0.0638 (0.0403) −0.0577 (0.0419) −0.0179 (0.0633) 0.0235 (0.0426)
Educ.mid 0.0043 (0.0404) 0.0253 (0.0435) 0.1147 * (0.0697) −0.0545 (0.0425)
Educ.high 0.1010 ** (0.0439) 0.0892 * (0.0473) 0.2243 *** (0.0717) 0.0536 (0.0441)
Married −0.0911 ** (0.0450) 0.0359 (0.0450) −0.0643 (0.0636) −0.0356 (0.0488)
Good health −0.1807 *** (0.0391) −0.2080 *** (0.0373) −0.0476 (0.0693) −0.0792 (0.0495)
MHI‐5 −0.0041 *** (0.0011) −0.0084 *** (0.0012) −0.0259 *** (0.0017) −0.004 *** (0.0012)
Chronic cond. 0.5628 *** (0.0397) 0.3761 *** (0.0395) 0.1597 ** (0.0648) 0.2273 *** (0.0477)
Smokes −0.0829 ** (0.0403) −0.1154 *** (0.0413) 0.0437 (0.0638) −0.0143 (0.0425)
Log‐income 0.0553 (0.0379) −0.0465 (0.0396) −0.0884 (0.0603) 0.0297 (0.0407)
Constant −0.2373 (0.3063) 1.7446 *** (0.3320) 1.4112 *** (0.4853) −0.6134 * (0.3362)
Observations 14,089 14,089 14,089 14,089
ρ (rho) 0.506 *** 0.307 *** 0.389 ** 0.689 ***
Log‐likelihood −14,407 −13,775 −8,769 −10,611
Average marginal effect vol.deduct. −0.3143 *** −0.2337 *** −0.0552 ** −0.163 ***

Note: Standard errors are clustered at the household level and presented in parentheses. Both stages of the specifications include wave dummies.

Abbreviations: GP, general practitioner; MHI, Mental Health Inventory.

***

p < 0.01.

**

p < 0.05.

*

p < 0.1.