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This version is not peer-reviewed
Submitted:
27 September 2023
Posted:
28 September 2023
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Variable | Count | Percentage (%) | ||
---|---|---|---|---|
Dependent Variables (in 2018) | ||||
Comorbidity | ||||
NNa | 4244 | 71.2 | ||
YNb | 84 | 27.3 | ||
NYc | 5 | 0.1 | ||
YYd | 1628 | 1.4 | ||
Subjective/Self-Rated Health | ||||
Very Good | 81 | 1.4 | ||
Good | 1471 | 24.7 | ||
Middle (Neither Good nor Poor) | 2697 | 45.2 | ||
Poor | 1332 | 22.3 | ||
Very Poor | 380 | 6.4 | ||
Dementia | ||||
Yes | 89 | 1.5 | ||
No | 5872 | 98.5 | ||
Subjective/Self-Rated Health (in 2016 Hereafter) | ||||
Very Good | 56 1587 |
0.9 | ||
Good | 1587 | 26.2 | ||
Middle (Neither Good nor Poor) | 2720 | 45.6 | ||
Poor | 1307 | 21.9 | ||
Very Poor | 291 | 4.9 | ||
Householder | ||||
Yes | 3378 | 56.7 | ||
No | 2583 | 43.3 | ||
Relationship - Householder | ||||
Spouse | 5553 | 93.2 | ||
Parents | 32 | 0.5 | ||
Children not Married | 75 | 1.3 | ||
Children Married | 276 | 4.6 | ||
Brothers/Sisters | 9 | 0.2 | ||
Grandchildren | 1 | 0 | ||
Grandparents | 0 | 0 | ||
Other | 15 | 0.3 | ||
Gender | ||||
Male | 2489 | 41.8 | ||
Female | 3472 | 58.2 | ||
Marriage | ||||
Married | 4536 | 76.1 | ||
Separated | 35 | 0.6 | ||
Divorced | 121 | 2 | ||
Widowed | 1228 | 20.6 | ||
Unmarried | 41 | 0.7 | ||
Grandchildren under Care, Aged Less than 10 | ||||
Yes | 242 | 4.1 | ||
No | 5719 | 95.9 | ||
Grandchildren under Care, Aged Less than 10 (Last Year) | ||||
Yes | 66 | 1.1 | ||
No | 5895 | 98.9 | ||
Parents Alive | ||||
Father & Mother | 230 | 3.9 | ||
Father | 93 | 1.6 | ||
Mother | 886 | 14.9 | ||
None | 4752 | 79.7 | ||
Parents Cohabiting | ||||
Yes | 170 | 2.9 | ||
No | 5791 | 97.1 | ||
Father Not Cohabiting | ||||
Not Cohabiting with Other Children | 5921 | 99.3 | ||
Cohabiting with Other Children | 38 | 0.6 | ||
Other | 2 | 0 | ||
Mother Not Cohabiting | ||||
Not Cohabiting with Other Children | 5683 | 95.3 | ||
Cohabiting with Other Children | 227 | 3.8 | ||
Other | 51 | 0.9 | ||
Health Insurance | ||||
Health Insurance | 5673 | 95.2 | ||
Medicare | 288 | 4.8 | ||
Economic Activity | ||||
Employed | 2210 | 37.1 | ||
Unemployed | 3751 | 63 | ||
Religion | ||||
Non | 3412 | 57.2 | ||
Protestant | 1011 | 17 | ||
Catholic | 414 | 6.9 | ||
Buddhist | 1082 | 18.2 | ||
Won-Buddhist | 13 | 0.2 | ||
Other | 29 | 0.5 | ||
Drinker | ||||
Current | 1931 | 32.4 | ||
Former | 984 | 16.5 | ||
Non | 3046 | 51.1 | ||
Smoker | ||||
Non | 4132 | 69.3 | ||
Former | 1210 | 20.3 | ||
Current | 619 | 10.4 | ||
Education | ||||
Elementary or Below | 2559 | 42.9 | ||
Junior High | 1059 | 17.8 | ||
Senior High | 1737 | 29.1 | ||
College or Above | 606 | 10.2 | ||
a | NN for | Subjective Health very good, good or middle | Dementia No | |
b | YN for | Subjective Health poor or very poor | Dementia No | |
c | NY for | Subjective Health very good, good or middle | Dementia Yes | |
d | YY for | Subjective Health poor or very poor | Dementia Yes |
Variable | Mean | SD | Min | 25% | 50% | 75% | Max |
---|---|---|---|---|---|---|---|
Age | 69 | 9 | 55 | 61 | 68 | 76 | 100 |
Meeting - Friendship | 3 | 3 | 0 | 1 | 3 | 4 | 10 |
Activity - Religious | 1 | 3 | 0 | 0 | 0 | 0 | 16 |
Activity - Friendship | 2 | 4 | 0 | 0 | 1 | 2 | 16 |
Activity - Leisure | 0 | 2 | 0 | 0 | 0 | 0 | 16 |
Activity - Association | 0 | 1 | 0 | 0 | 0 | 0 | 16 |
Body Mass Index | 23 | 3 | 12 | 22 | 23 | 24 | 42 |
# Chronic Diseases | 1 | 1 | 0 | 0 | 1 | 2 | 7 |
# Children Alive | 3 | 1 | 0 | 2 | 3 | 4 | 9 |
Income (Last Year) | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
# Children Cohabiting | 1 | 0 | 1 | 1 | 1 | 1 | 5 |
# Children Cohabiting, Single | 1 | 0 | 1 | 1 | 1 | 1 | 4 |
# Children Living Nearby* | 1 | 0 | 1 | 1 | 1 | 1 | 6 |
# Children Meeting Often** | 1 | 0 | 1 | 1 | 1 | 1 | 6 |
# Children Contacting Often** | 2 | 1 | 1 | 2 | 2 | 2 | 9 |
# Grandchildren | 4 | 4 | 0 | 1 | 3 | 6 | 34 |
# Grandchildren Under Care | 1 | 0 | 1 | 1 | 1 | 1 | 8 |
# Grandchildren Under Care (Last Year) | 1 | 0 | 1 | 1 | 1 | 1 | 3 |
# Brothers/Sisters Alive | 3 | 2 | 1 | 2 | 3 | 5 | 11 |
# Brothers/Sisters Cohabiting | 1 | 0 | 1 | 1 | 1 | 1 | 5 |
# Cohabiting Months with Father | 1 | 1 | 0 | 1 | 1 | 1 | 12 |
# Cohabiting Months with Mother | 2 | 2 | 0 | 2 | 2 | 2 | 12 |
Distance to Father*** | 3 | 0 | 1 | 3 | 3 | 3 | 4 |
Monthly Frequency - Meeting Father | 7 | 0 | 1 | 7 | 7 | 7 | 9 |
Monthly Frequency - Contacting Father | 4 | 0 | 1 | 4 | 4 | 4 | 8 |
Distance to Mother*** | 3 | 0 | 1 | 3 | 3 | 3 | 4 |
Monthly Frequency - Meeting Mother | 7 | 1 | 1 | 7 | 7 | 7 | 10 |
Monthly Frequency - Contacting Mother | 4 | 1 | 1 | 4 | 4 | 4 | 10 |
Life Satisfaction - Health | 59 | 19 | 0 | 50 | 60 | 70 | 100 |
Life Satisfaction - Economic | 56 | 19 | 0 | 50 | 70 | 70 | 100 |
Life Satisfaction - Overall | 63 | 16 | 0 | 50 | 70 | 70 | 100 |
Subjective Class (1-6 Scale) | 4 | 1 | 1 | 4 | 4 | 5 | 6 |
Variable | Imputation | Deletion | ||||||
---|---|---|---|---|---|---|---|---|
Accuracy | AUC | Accuracy | AUC | |||||
LR | RF | LR | RF | LR | RF | LR | RF | |
Subjective Health | 0.55 | 0.58 | 0.82 | 0.80 | 0.56 | 0.58 | 0.82 | 0.80 |
Dementia | 0.98 | 0.98 | 0.87 | 0.83 | 0.99 | 0.99 | 0.30 | 0.27 |
Comorbidity | 0.79 | 0.80 | 0.87 | 0.87 | 0.79 | 0.8 | 0.83 | 0.84 |
Comorbidity | Subjective Health | Dementia | |||
---|---|---|---|---|---|
Subjective Health - Previous Period | 0.1185 | Subjective Health - Previous Period | 0.0843 | Body Mass Index | 0.1013 |
Life Satisfaction - Health | 0.0820 | Body Mass Index | 0.0738 | Age | 0.0903 |
Age | 0.0746 | Income | 0.0732 | Income | 0.0847 |
Body Mass Index | 0.0661 | Age | 0.0720 | # Grandchildren | 0.0646 |
Income | 0.0645 | Life Satisfaction - Health | 0.0577 | Life Satisfaction - Health | 0.0490 |
# Chronic Diseases | 0.0532 | # Grandchildren | 0.0456 | Life Satisfaction - Economic | 0.0484 |
Life Satisfaction - Economic | 0.0497 | Life Satisfaction - Economic | 0.0454 | Meeting - Friendship | 0.0481 |
Life Satisfaction - Overall | 0.0446 | Meeting - Friendship | 0.0416 | Life Satisfaction - Overall | 0.0469 |
# Grandchildren | 0.0440 | # Brothers/Sisters Alive | 0.0409 | # Children Alive | 0.0461 |
Meeting - Friendship | 0.0402 | # Chronic Diseases | 0.0403 | # Chronic Diseases | 0.0450 |
# Brothers/Sisters Alive | 0.0334 | Life Satisfaction - Overall | 0.0388 | Subjective Health - Previous Period | 0.0433 |
Subjective Class | 0.0316 | Subjective Class | 0.0327 | # Brothers/Sisters Alive | 0.0382 |
# Children Alive | 0.0309 | # Children Alive | 0.0322 | # Children Contacting | 0.0299 |
Activity - Friendship | 0.0282 | Activity - Friendship | 0.0315 | Subjective Class | 0.0280 |
Education | 0.0264 | Education | 0.0265 | Religion | 0.0237 |
# Children Contacting | 0.0233 | # Children Contacting | 0.0262 | Activity - Friendship | 0.0204 |
Religion | 0.0206 | Religion | 0.0252 | Drinker | 0.0193 |
Drinker | 0.0168 | Drinker | 0.0199 | Relationship - Householder | 0.0190 |
Economic Activity | 0.0143 | Smoker | 0.0164 | Smoker | 0.0179 |
Marriage | 0.0138 | Marriage | 0.0134 | Education | 0.0177 |
Predictor/Dependent Variable | Comorbidity | Self-Rated Health | Dementia | |||
---|---|---|---|---|---|---|
Min | Max | Min | Max | Min | Max | |
# Chronic Diseases | -0.0062 | 0.0024 | -0.1060 | 0.0811 | -0.0964 | 0.0107 |
Subjective Health | -0.0079 | 0.0026 | -0.1788 | 0.2099 | -0.1336 | 0.0155 |
Religion | -0.0008 | 0.0008 | -0.0172 | 0.0633 | -0.0297 | 0.0063 |
Meeting - Friendship | -0.0017 | 0.0010 | -0.0646 | 0.0441 | -0.0966 | 0.0169 |
Activity - Religious | -0.0005 | 0.0001 | -0.0320 | 0.0317 | -0.0468 | 0.0042 |
Activity - Friendship | -0.0041 | 0.0017 | -0.0472 | 0.0910 | -0.0244 | 0.0077 |
Activity - Leisure | -0.0003 | 0.0000 | -0.0278 | 0.0440 | -0.0105 | 0.0019 |
Activity - Association | -0.0015 | 0.0031 | -0.0363 | 0.0961 | -0.1373 | 0.0014 |
Householder | -0.0008 | 0.0011 | -0.0150 | 0.0148 | -0.0219 | 0.0063 |
Relationship - Householder | -0.0006 | 0.0001 | -0.0239 | 0.0233 | -0.0509 | 0.0123 |
# Children Alive | -0.0016 | 0.0039 | -0.0331 | 0.0378 | -0.0690 | 0.0100 |
# Children Cohabiting | -0.0006 | 0.0001 | -0.0136 | 0.0254 | -0.0752 | 0.0031 |
# Children Cohabiting, Single | 0.0000 | 0.0000 | -0.0071 | 0.0282 | -0.0094 | 0.0009 |
# Children Living Nearby | -0.0014 | 0.0017 | -0.0214 | 0.0615 | -0.0295 | 0.0039 |
# Children Meeting Often | -0.0008 | 0.0001 | -0.0103 | 0.0608 | -0.0440 | 0.0016 |
# Children Contacting Often | -0.0008 | 0.0011 | -0.0435 | 0.0399 | -0.0382 | 0.0048 |
# Grandchildren | -0.0011 | 0.0036 | -0.0478 | 0.0424 | -0.2100 | 0.0167 |
Grandchildren Under Care | -0.0003 | 0.0000 | -0.0183 | 0.0180 | -0.0109 | 0.0013 |
# Grandchildren Under Care | -0.0005 | 0.0000 | -0.0099 | 0.0056 | -0.0171 | 0.0020 |
Grandchildren Under Care (Last Year) | 0.0000 | 0.0000 | -0.0099 | 0.0239 | -0.0003 | 0.0005 |
# Grandchildren Under Care (Last Year) | 0.0000 | 0.0000 | -0.0006 | 0.0052 | -0.0002 | 0.0010 |
# Brothers/Sisters Alive | -0.0008 | 0.0005 | -0.0271 | 0.0652 | -0.1114 | 0.0077 |
# Brothers/Sisters Cohabiting | 0.0000 | 0.0000 | -0.0009 | 0.0031 | 0.0000 | 0.0000 |
Parents Alive | -0.0002 | 0.0002 | -0.0248 | 0.0384 | -0.0024 | 0.0023 |
# Cohabiting Months with Father | 0.0000 | 0.0000 | -0.0335 | 0.0129 | -0.0001 | 0.0001 |
# Cohabiting Months with Mother | -0.0002 | 0.0001 | -0.0124 | 0.0284 | -0.0011 | 0.0010 |
Parents Cohabiting | -0.0002 | 0.0000 | -0.0227 | 0.0183 | -0.0003 | 0.0003 |
Father Cohabiting with Other Children | 0.0000 | 0.0000 | -0.0005 | 0.0137 | 0.0000 | 0.0002 |
Distance to Father | 0.0000 | 0.0000 | -0.0180 | 0.0362 | 0.0000 | 0.0000 |
Monthly Frequency - Meeting Father | 0.0000 | 0.0000 | -0.0257 | 0.0235 | 0.0000 | 0.0000 |
Monthly Frequency - Contacting Father | 0.0000 | 0.0000 | -0.0254 | 0.0233 | -0.0001 | 0.0003 |
Mother Cohabiting with Other Children | 0.0000 | 0.0000 | -0.0230 | 0.0204 | -0.0002 | 0.0008 |
Distance to Mother | -0.0001 | 0.0001 | -0.0146 | 0.0330 | -0.0002 | 0.0002 |
Monthly Frequency - Meeting Mother | -0.0002 | 0.0000 | -0.0151 | 0.0694 | -0.0006 | 0.0001 |
Monthly Frequency - Contacting Mother | -0.0004 | 0.0001 | -0.0336 | 0.0501 | -0.0003 | 0.0003 |
Education | -0.0022 | 0.0017 | -0.0416 | 0.0753 | -0.0463 | 0.0074 |
Gender | -0.0011 | 0.0007 | -0.0130 | 0.0196 | -0.0108 | 0.0058 |
Age | -0.0016 | 0.0028 | -0.1215 | 0.1101 | -0.2239 | 0.0176 |
Marriage | -0.0034 | 0.0011 | -0.0434 | 0.0252 | -0.0166 | 0.0092 |
Body Mass Index | -0.0015 | 0.0065 | -0.0510 | 0.0817 | -0.1325 | 0.0136 |
Smoker | -0.0014 | 0.0014 | -0.0217 | 0.0376 | -0.0318 | 0.0042 |
Drinker | -0.0010 | 0.0011 | -0.0146 | 0.0353 | -0.0321 | 0.0064 |
Health Insurance | -0.0012 | 0.0000 | -0.0308 | 0.0224 | -0.0264 | 0.0022 |
Economic Activity | -0.0018 | 0.0014 | -0.0159 | 0.0375 | -0.0101 | 0.0029 |
Income | -0.0011 | 0.0018 | -0.0467 | 0.0961 | -0.0827 | 0.0162 |
Life Satisfaction - Health | -0.0040 | 0.0017 | -0.0948 | 0.0935 | -0.0769 | 0.0101 |
Life Satisfaction - Economic | -0.0029 | 0.0009 | -0.0699 | 0.0635 | -0.1263 | 0.0125 |
Life Satisfaction - Overall | -0.0028 | 0.0042 | -0.0345 | 0.0558 | -0.0428 | 0.0074 |
Subjective Class | -0.0019 | 0.0037 | -0.0636 | 0.0720 | -0.0389 | 0.0087 |
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