Characteristics | Fixed threshold (40%) | Variable thresholds | ||||||
---|---|---|---|---|---|---|---|---|
Q1 = 40%b | Q3 = 40%c | Q5 = 40%d | ||||||
OR (95% CI) | P-value | OR (95% CI) | P-value | OR (95% CI) | P-value | OR (95% CI) | P-value | |
Survey years | ||||||||
 2011 | ||||||||
 2013 | 0.975 (0.851-1.118) | 0.720 | 1.049 (0.889-1.237) | 0.574 | 1.119 (0.979-1.280) | 0.099 | 2.039 (1.844-2.254) | <0.0001 |
 2015 | 0.971 (0.864-1.092) | 0.622 | 1.093 (0.948-1.260) | 0.220 | 1.141 (1.014-1.283) | 0.028 | 1.670 (1.524-1.830) | <0.0001 |
 2018 | 2.121 (1.881-2.391) | <0.0001 | 3.203 (2.776-3.695) | <0.0001 | 2.229 (1.969-2.523) | <0.0001 | 1.323 (1.196-1.464) | <0.0001 |
Per-capita household expenditure quintilese | ||||||||
 Q5 | ||||||||
 Q4 | 3.284 (2.728-3.954) | <0.0001 | 4.914 (3.586-6.732) | <0.0001 | 6.014 (4.416-8.191) | <0.0001 | 9.159 (7.706-10.886) | <0.0001 |
 Q3 | 6.129 (5.115-7.344) | <0.0001 | 10.834 (7.993-14.684) | <0.0001 | 24.088 (17.907-32.402) | <0.0001 | 37.946 (31.878-45.170) | <0.0001 |
 Q2 | 9.284 (7.748-11.125) | <0.0001 | 24.607 (18.219-33.236) | <0.0001 | 47.824 (35.537-64.358) | <0.0001 | 57.029 (47.739-68.127) | <0.0001 |
 Q1 | 18.203 (15.131-21.900) | <0.0001 | 73.990 (54.523-100.408) | <0.0001 | 119.603 (88.411-161.798) | <0.0001 | 86.717 (72.179-104.182) | <0.0001 |
Education | ||||||||
 Illiterate | ||||||||
 Primary school and below | 1.158 (1.028-1.304) | 0.016 | 1.141 (1.002-1.300) | 0.047 | 1.123 (0.998-1.264) | 0.053 | 1.125 (1.014-1.247) | 0.026 |
 Secondary school | 1.173 (1.015-1.357) | 0.031 | 1.162 (0.989-1.365) | 0.068 | 1.127 (0.975-1.303) | 0.106 | 1.111 (0.980-1.259) | 0.099 |
 College school and above | 0.948 (0.597-1.505) | 0.820 | 0.927 (0.502-1.711) | 0.808 | 1.015 (0.607-1.697) | 0.954 | 1.326 (0.920-1.911) | 0.130 |
Health insurance | ||||||||
 No insurance | ||||||||
 UEBMIf | 1.332 (0.922-1.923) | 0.127 | 1.178 (0.776-1.790) | 0.442 | 1.381 (0.954-1.999) | 0.088 | 1.520 (1.133-2.038) | 0.005 |
 UBMIg | 1.291 (0.964-1.728) | 0.086 | 1.221 (0.888-1.679) | 0.218 | 1.437 (1.082-1.909) | 0.012 | 1.505 (1.200-1.888) | <0.0001 |
 Othersh | 1.139 (0.780-1.664) | 0.501 | 1.098 (0.716-1.684) | 0.667 | 1.213 (0.827-1.779) | 0.323 | 1.385 (1.022-1.876) | 0.036 |
Disease status | ||||||||
 No morbidity | ||||||||
 Single morbidity | 1.432 (1.238-1.657) | <0.0001 | 1.380 (1.163-1.636) | <0.0001 | 1.598 (1.383-1.846) | <0.0001 | 1.415 (1.272-1.574) | <0.0001 |
 Multimorbidity | 2.191 (1.918-2.503) | <0.0001 | 2.150 (1.844-2.507) | <0.0001 | 2.446 (2.142-2.794) | <0.0001 | 2.382 (2.153-2.634) | <0.0001 |
Type of healthcare utilization | ||||||||
 Neither outpatient nor inpatient service use | ||||||||
 Outpatient service use | 3.141 (2.830-3.485) | <0.0001 | 3.042 (2.695-3.435) | <0.0001 | 3.112 (2.797-3.463) | <0.0001 | 2.656 (2.421-2.913) | <0.0001 |
 Inpatient service use | 2.521 (2.208-2.879) | <0.0001 | 2.511 (2.156-2.926) | <0.0001 | 2.520 (2.191-2.899) | <0.0001 | 1.999 (1.766-2.264) | <0.0001 |
 Both outpatient and inpatient service use | 5.508 (4.626-6.558) | <0.0001 | 5.746 (4.710-7.010) | <0.0001 | 5.562 (4.608-6.714) | <0.0001 | 4.225 (3.529-5.058) | <0.0001 |
Age (years) | 1.017 (1.011-1.022) | <0.0001 | 1.015 (1.008-1.021) | <0.0001 | 1.016 (1.010-1.021) | <0.0001 | 1.012 (1.007-1.017) | <0.0001 |
Sex | ||||||||
 Male | ||||||||
 Female | 1.098 (0.998-1.208) | 0.054 | 1.133 (1.018-1.262) | 0.022 | 1.115 (1.013-1.227) | 0.027 | 1.089 (1.003-1.181) | 0.042 |
Rurality of residence | ||||||||
 Urban areas | ||||||||
 Urban-rural areas | 1.059 (0.831-1.349) | 0.644 | 1.181 (0.886-1.574) | 0.257 | 1.144 (0.888-1.476) | 0.298 | 0.919 (0.748-1.128) | 0.418 |
 Rural areas | 0.980 (0.780-1.232) | 0.865 | 1.015 (0.775-1.330) | 0.912 | 0.983 (0.775-1.248) | 0.890 | 0.931 (0.767-1.129) | 0.466 |
Marital status | ||||||||
 Living alonei | ||||||||
 Married or partnered | 2.717 (2.405-3.069) | <0.0001 | 2.504 (2.192-2.861) | <0.0001 | 2.787 (2.470-3.145) | <0.0001 | 3.026 (2.734-3.350) | <0.0001 |
Ethnicity | ||||||||
 Han | ||||||||
 Other ethnic groups | 1.237 (1.025-1.491) | 0.026 | 1.168 (0.952-1.435) | 0.137 | 1.165 (0.961-1.412) | 0.121 | 1.107 (0.928-1.321) | 0.258 |
Household size | 0.840 (0.809-0.872) | <0.0001 | 0.848 (0.811-0.887) | <0.0001 | 0.871 (0.840-0.903) | <0.0001 | 0.907 (0.883-0.932) | <0.0001 |
Variance components | Variance | Standard deviation | Variance | Standard deviation | Variance | Standard deviation | Variance | Standard deviation |
 Household | 0.540 | 0.066 | 0.459 | 0.081 | 0.490 | 0.066 | 0.625 | 0.052 |
 Community | 0.181 | 0.028 | 0.137 | 0.028 | 0.192 | 0.029 | 0.264 | 0.030 |
Akaike Information Criterion (AIC) | 18934.92 | 14292.06 | 18135.98 | 27199.96 | ||||
Bayesian Information Criterion (BIC) | 19165.45 | 14522.59 | 18366.51 | 27430.49 |