Table 2.
Ordinal least squares (OLS), Tobit regression and two-part models for EuroQol 5-dimensions utility
| Model 1 OLS Without comorbidity |
Model 1 OLS With comorbidity |
Model 2 Tobit Without comorbidity |
Model 2 Tobit With comorbidity |
Model 3 two-part Without comorbidity |
Model 3 two-part With comorbidity |
|||||||
| Beta | SE | Beta | SE | Beta | SE | Beta | SE | Beta | SE | Beta | SE | |
| Logistic regression: full health | ||||||||||||
| Female | −0.063*** | 0.007 | −0.067*** | 0.007 | −0.109*** | 0.011 | −0.114*** | 0.011 | −0.566*** | 0.068 | −0.601*** | 0.069 |
| 45–64 | 0.002 | 0.02 | 0.011 | 0.019 | −0.042 | 0.036 | −0.024 | 0.035 | −0.354 | 0.204 | −0.279 | 0.206 |
| ≥65 | −0.022 | 0.021 | −0.013 | 0.021 | −0.081* | 0.038 | −0.061 | 0.037 | −0.548* | 0.217 | −0.467* | 0.218 |
| Secondary/postsecondary | 0.053*** | 0.007 | 0.051*** | 0.007 | 0.085*** | 0.012 | 0.082*** | 0.012 | 0.365*** | 0.07 | 0.360*** | 0.071 |
| Tertiary or above | 0.060*** | 0.012 | 0.057*** | 0.012 | 0.099*** | 0.02 | 0.095*** | 0.02 | 0.417*** | 0.118 | 0.406*** | 0.119 |
| Unemployed | 0.057*** | 0.01 | 0.056*** | 0.01 | 0.068*** | 0.016 | 0.066*** | 0.016 | 0.106 | 0.098 | 0.103 | 0.099 |
| Employed | 0.068*** | 0.01 | 0.060*** | 0.01 | 0.126*** | 0.018 | 0.114*** | 0.017 | 0.493*** | 0.102 | 0.446*** | 0.103 |
| Live with family/others | 0.051*** | 0.013 | 0.047*** | 0.013 | 0.075*** | 0.021 | 0.067** | 0.02 | 0.249 | 0.135 | 0.228 | 0.136 |
| Live in institution | −0.213*** | 0.041 | −0.197*** | 0.04 | −0.217*** | 0.062 | −0.193** | 0.061 | −1.441* | 0.629 | −1.347* | 0.633 |
| Hearing problem | −0.002 | 0.05 | −0.02 | 0.079 | −0.26 | 0.54 | ||||||
| Vision problem | −0.050* | 0.024 | −0.086* | 0.036 | −0.547* | 0.263 | ||||||
| Physical disability | −0.395*** | 0.047 | −0.469*** | 0.071 | −14.358 | 12.595 | ||||||
| Mental problem | −0.128*** | 0.027 | −0.180*** | 0.042 | −0.886** | 0.326 | ||||||
| Heart problem | −0.048*** | 0.008 | −0.076*** | 0.012 | −0.359*** | 0.081 | ||||||
| Diabetes | −0.027*** | 0.007 | −0.048*** | 0.011 | −0.257*** | 0.069 | ||||||
| Cancer | −0.064* | 0.025 | −0.097* | 0.04 | −0.424 | 0.267 | ||||||
| AIC | −1318.73 | −1471.278 | 4168.175 | 4041.414 | 5883.768 | 5817.105 | ||||||
| BIC | −1248.22 | −1355.901 | 4238.683 | 4156.791 | 5947.885 | 5926.027 | ||||||
| R2 | 0.108 | 0.14 | ||||||||||
| Pseudo R2 | 0.121 | 0.151 | 0.059 | 0.072 | ||||||||
| RMSE | 0.208 | 0.205 | ||||||||||
| Sigma | 1.09 | 1.09 | ||||||||||
| Truncated OLS regression: not full health | ||||||||||||
| Female | −0.046*** | 0.01 | −0.050*** | 0.01 | ||||||||
| 45–64 | 0.027 | 0.038 | 0.041 | 0.037 | ||||||||
| ≥65 | 0.005 | 0.039 | 0.019 | 0.039 | ||||||||
| Secondary/postsecondary | 0.054*** | 0.011 | 0.053*** | 0.011 | ||||||||
| Tertiary or above | 0.061** | 0.019 | 0.060** | 0.019 | ||||||||
| Unemployed | 0.078*** | 0.014 | 0.078*** | 0.014 | ||||||||
| Employed | 0.089*** | 0.017 | 0.084*** | 0.016 | ||||||||
| Live with family/others | 0.059** | 0.018 | 0.052** | 0.018 | ||||||||
| Live in institution | −0.142** | 0.048 | −0.132** | 0.047 | ||||||||
| Hearing problem | 0.013 | 0.068 | ||||||||||
| Vision problem | −0.026 | 0.03 | ||||||||||
| Physical disability | −0.294*** | 0.052 | ||||||||||
| Mental problem | −0.109** | 0.034 | ||||||||||
| Heart problem | −0.042*** | 0.011 | ||||||||||
| Diabetes | −0.023* | 0.01 | ||||||||||
| Cancer | −0.066* | 0.035 | ||||||||||
| AIC | −303.706 | −358.792 | ||||||||||
| BIC | −239.763 | −254.213 | ||||||||||
| Sigma | 0.227 | 0.224 | ||||||||||
Reference level: male, no education/primary, 18–44, retired, live alone, no hearing problem, no vision problem, no physical disability, no mental problem, no heart problem, no diabetes, no cancer.
*P<0.05, **p<0.01, ***p<0.001
AIC, Akaike information criterion; BIC, Bayesian information criterion; RMSE, root mean square error.