Department of Healthcare Management, Eulji University, Seongnam, Republic of Korea
© 2026 Korea Disease Control and Prevention Agency.
This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
Ethics Approval
This study was exempt from review by the Institutional Review Board of Eulji University (IRB No: EUIRB2025-345) because it used publicly available secondary data. Informed consent was obtained from all participants during the original survey. Because the present study involved a retrospective analysis of anonymized data, additional participant consent was not required.
Conflicts of Interest
The authors have no conflicts of interest to declare.
Funding
None.
Availability of Data
All data analyzed during this study are included in this published article. Additional data may be requested from the corresponding author.
| Variable | Category | Total (n=10,078) | Non-multimorbidity (n=3,548) | Multimorbidity (n=6,530) |
|---|---|---|---|---|
| Walking time to park (min) | <15 | 6,142 (60.9) | 2,222 (62.6) | 3,920 (60.0) |
| 15–29 | 2,969 (29.5) | 1,030 (29.0) | 1,939 (29.7) | |
| 30–59 | 730 (7.2) | 213 (6.0) | 517 (7.9) | |
| ≥60 | 237 (2.4) | 83 (2.3) | 154 (2.4) | |
| Age (y) | 65–74 | 5,731 (56.9) | 2,394 (67.5) | 3,337 (51.1) |
| 75–84 | 3,494 (34.7) | 941 (26.5) | 2,553 (39.1) | |
| ≥85 | 853 (8.5) | 213 (6.0) | 640 (9.8) | |
| Sex | Male | 3,872 (38.4) | 1,533 (43.2) | 2,339 (35.8) |
| Female | 6,206 (61.6) | 2,015 (56.8) | 4,191 (64.2) | |
| Education level | No formal education | 1,488 (14.8) | 318 (9.0) | 1,170 (17.9) |
| Elementary school | 2,961 (29.4) | 867 (24.4) | 2,094 (32.1) | |
| Middle school | 2,127 (21.1) | 700 (19.7) | 1,427 (21.9) | |
| High school | 2,876 (28.5) | 1,335 (37.6) | 1,541 (23.6) | |
| College or higher | 626 (6.2) | 328 (9.2) | 298 (4.6) | |
| Home ownership status | Non-owner | 1,979 (19.6) | 513 (14.5) | 1,466 (22.5) |
| Owner | 8,099 (80.4) | 3,035 (85.5) | 5,064 (77.5) | |
| Residential area | Urban | 7,061 (70.1) | 2,606 (73.4) | 4,455 (68.2) |
| Rural | 3,017 (29.9) | 942 (26.6) | 2,075 (31.8) | |
| Annual household income | Q1, lowest | 2,132 (21.2) | 617 (17.4) | 1,515 (23.2) |
| Q2 | 2,205 (21.9) | 627 (17.7) | 1,578 (24.2) | |
| Q3 | 2,057 (20.4) | 754 (21.3) | 1,303 (20.0) | |
| Q4 | 1,925 (19.1) | 780 (22.0) | 1,145 (17.5) | |
| Q5, highest | 1,759 (17.5) | 770 (21.7) | 989 (15.1) | |
| National basic livelihood security status | Non-recipient | 9,414 (93.4) | 3,417 (96.3) | 5,997 (91.8) |
| Recipient | 664 (6.6) | 131 (3.7) | 533 (8.2) | |
| Economic activity | No | 6,130 (60.8) | 1,859 (52.4) | 4,271 (65.4) |
| Yes | 3,948 (39.2) | 1,689 (47.6) | 2,259 (34.6) | |
| Spouse | No | 4,127 (41.0) | 1,233 (34.8) | 2,894 (44.3) |
| Yes | 5,951 (59.0) | 2,315 (65.2) | 3,636 (55.7) | |
| Living-alone status | No | 6,630 (65.8) | 2,524 (71.1) | 4,106 (62.9) |
| Yes | 3,448 (34.2) | 1,024 (28.9) | 2,424 (37.1) | |
| Activities of daily living | Independent | 9,258 (91.9) | 3,434 (96.8) | 5,824 (89.2) |
| Dependent | 820 (8.1) | 114 (3.2) | 706 (10.8) | |
| Instrumental activities of daily living | Independent | 8,316 (82.5) | 3,242 (91.4) | 5,074 (77.7) |
| Dependent | 1,762 (17.5) | 306 (8.6) | 1,456 (22.3) | |
| Physical activity (min/wk) | <150 | 6,191 (61.4) | 2,003 (56.5) | 4,188 (64.1) |
| ≥150 | 3,886 (38.6) | 1,545 (43.5) | 2,341 (35.8) | |
| Obesity | Normal/pre-obesity | 7,186 (71.3) | 2,555 (72.0) | 4,631 (70.9) |
| Underweight | 238 (2.4) | 75 (2.1) | 163 (2.5) | |
| Obesity | 2,653 (26.3) | 918 (25.9) | 1,735 (26.6) | |
| Missing | 1 (0) | 0 (0) | 1 (0) |
Data are presented as n (%).
Q, quartile.
| Chronic disease | Value |
|---|---|
| Hypertension | 6,002 (59.6) |
| Stroke | 376 (3.7) |
| Hyperlipidemia (dyslipidemia) | 2,955 (29.3) |
| Angina | 338 (3.4) |
| Myocardial infarction | 313 (3.1) |
| Other heart diseases | 472 (4.7) |
| Diabetes mellitus | 2,744 (27.2) |
| Thyroid disease | 436 (4.3) |
| Osteoarthritis/rheumatoid arthritis | 1,750 (17.4) |
| Osteoporosis | 1,188 (11.8) |
| Lumbago/sciatica | 1,038 (10.3) |
| Fractures/dislocations and accident sequelae | 197 (2.0) |
| Chronic lung disease | 111 (1.1) |
| Asthma | 227 (2.3) |
| Tuberculosis/pulmonary tuberculosis | 40 (0.4) |
| Depression | 167 (1.7) |
| Dementia | 205 (2.0) |
| Parkinson’s disease | 66 (0.7) |
| Insomnia | 369 (3.7) |
| Cataracts | 629 (6.2) |
| Glaucoma | 130 (1.3) |
| Chronic otitis media | 47 (0.5) |
| Age-related hearing loss | 297 (2.9) |
| Skin diseases | 107 (1.1) |
| Cancer | 199 (2.0) |
| Gastric/duodenal ulcers | 453 (4.5) |
| Hepatitis | 66 (0.7) |
| Liver cirrhosis | 29 (0.3) |
| Chronic kidney disease | 100 (1.0) |
| Prostatic hyperplasia | 519 (5.1) |
| Urinary incontinence | 368 (3.7) |
| Anemia | 111 (1.1) |
| Other chronic diseases | 210 (2.1) |
Data are presented as n (%). “Other chronic diseases” refers to a single, most representative chronic condition reported by the respondent that is not included in the 32 predefined disease categories, in accordance with the survey guidelines.
| Variable | Category | OR (95% CI) |
|---|---|---|
| Walking time to park (min) | <15 | 1.00 |
| 15–29 | 1.07 (0.97–1.17) | |
| 30–59 | 1.33 (1.12–1.59) | |
| ≥60 | 0.73 (0.55–0.98) | |
| Age | 1.02 (1.02–1.03) | |
| Sex | Male | 1.00 |
| Female | 1.15 (1.04–1.27) | |
| Education level | College or higher | 1.00 |
| No formal education | 2.31 (1.83–2.90) | |
| Elementary school | 2.04 (1.68–2.48) | |
| Middle school | 1.99 (1.64–2.40) | |
| High school | 1.26 (1.05–1.51) | |
| Home ownership status | Owner | 1.00 |
| Non-owner | 1.55 (1.37–1.75) | |
| Residential area | Urban | 1.00 |
| Rural | 1.19 (1.07–1.31) | |
| Annual household income (quartile, Q) | Q1, lowest | 1.00 |
| Q2 | 1.23 (1.07–1.42) | |
| Q3 | 1.12 (0.97–1.30) | |
| Q4 | 1.18 (1.01–1.38) | |
| Q5, highest | 1.26 (1.07–1.49) | |
| National basic livelihood security status | Non-recipient | 1.00 |
| Recipient | 1.30 (1.05–1.62) | |
| Economic activity | Yes | 1.00 |
| No | 1.43 (1.29–1.57) | |
| Spouse | No | 1.00 |
| Yes | 1.13 (0.94–1.36) | |
| Living alone status | No | 1.00 |
| Yes | 1.27 (1.04–1.55) | |
| Activities of daily living | Independent | 1.00 |
| Dependent | 1.30 (1.00–1.69) | |
| Instrumental activities of daily living | Independent | 1.00 |
| Dependent | 1.96 (1.65–2.32) | |
| Physical activity (min/wk) | ≥150 | 1.00 |
| <150 | 1.16 (1.06–1.27) | |
| Obesity | Normal/pre-obesity | 1.00 |
| Underweight | 1.12 (0.84–1.50) | |
| Obesity | 1.01 (0.92–1.11) |
ORs and 95% CIs were estimated using logistic regression, adjusted for sex, age (continuous), education level, residential area, spouse status, living alone status, home ownership, annual household income, basic livelihood security status, current economic activity, functional limitations (activities of daily living/instrumental activities of daily living), physical activity, and obesity. OR, odds ratio; CI, confidence interval.
| Variable | Category | <150 | ≥150 |
|---|---|---|---|
| OR (95% CI) | OR (95% CI) | ||
| Walking time to park (min) | <15 | 1.00 | 1.00 |
| 15–29 | 0.969 (0.856–1.098) | 1.219 (1.048–1.419) | |
| 30–59 | 1.302 (1.042–1.628) | 1.337 (1.002–1.785) | |
| ≥60 | 0.659 (0.473–0.918) | 1.054 (0.560–1.982) |
Models were stratified by weekly physical activity (<150, ≥150 minutes). ORs and 95% CIs were estimated using stratified logistic regression, adjusted for sex, age (continuous), education level, residential area, spouse status, living alone status, home ownership, annual household income, basic livelihood security status, current economic activity, functional limitations (activities of daily living/instrumental activities of daily living), and obesity.
OR, odds ratio; CI, confidence interval.
| Chronic disease | Walking time to park (min) | OR (95% CI) | p |
|---|---|---|---|
| Hypertension | <15 | 1.00 | <0.001 |
| 15–29 | 1.20 (1.10–1.32) | <0.001 | |
| 30–59 | 1.36 (1.15–1.61) | <0.001 | |
| ≥60 | 0.67 (0.51–0.89) | 0.005 | |
| Hyperlipidemia | <15 | 1.00 | 0.454 |
| 15–29 | 1.04 (0.94–1.14) | 0.465 | |
| 30–59 | 1.10 (0.92–1.30) | 0.306 | |
| ≥60 | 0.86 (0.63–1.16) | 0.323 | |
| Diabetes mellitus | <15 | 1.00 | 0.003 |
| 15–29 | 1.20 (1.09–1.32) | <0.001 | |
| 30–59 | 1.05 (0.88–1.25) | 0.616 | |
| ≥60 | 0.97 (0.71–1.31) | 0.833 | |
| Osteoarthritis/rheumatoid arthritis | <15 | 1.00 | <0.001 |
| 15–29 | 0.90 (0.79–1.01) | 0.093 | |
| 30–59 | 1.41 (1.16–1.71) | <0.001 | |
| ≥60 | 1.28 (0.93–1.73) | 0.119 | |
| Osteoporosis | <15 | 1.00 | 0.045 |
| 15–29 | 1.03 (0.89–1.19) | 0.717 | |
| 30–59 | 1.33 (1.06–1.68) | 0.016 | |
| ≥60 | 1.37 (0.95–1.95) | 0.088 | |
| Depression | <15 | 1.00 | 0.890 |
| 15–29 | 0.99 (0.70–1.40) | 0.942 | |
| 30–59 | 1.24 (0.69–2.22) | 0.467 | |
| ≥60 | 0.92 (0.32–2.59) | 0.867 |
ORs and 95% CIs were estimated using logistic regression, adjusted for sex, age (continuous), education level, residential area, spouse status, living alone status, home ownership, annual household income, basic livelihood security status, current economic activity, functional limitations (activities of daily living/instrumental activities of daily living), physical activity, obesity.
OR, odds ratio; CI, confidence interval.
| Variable | Category | Total (n=10,078) | Non-multimorbidity (n=3,548) | Multimorbidity (n=6,530) |
|---|---|---|---|---|
| Walking time to park (min) | <15 | 6,142 (60.9) | 2,222 (62.6) | 3,920 (60.0) |
| 15–29 | 2,969 (29.5) | 1,030 (29.0) | 1,939 (29.7) | |
| 30–59 | 730 (7.2) | 213 (6.0) | 517 (7.9) | |
| ≥60 | 237 (2.4) | 83 (2.3) | 154 (2.4) | |
| Age (y) | 65–74 | 5,731 (56.9) | 2,394 (67.5) | 3,337 (51.1) |
| 75–84 | 3,494 (34.7) | 941 (26.5) | 2,553 (39.1) | |
| ≥85 | 853 (8.5) | 213 (6.0) | 640 (9.8) | |
| Sex | Male | 3,872 (38.4) | 1,533 (43.2) | 2,339 (35.8) |
| Female | 6,206 (61.6) | 2,015 (56.8) | 4,191 (64.2) | |
| Education level | No formal education | 1,488 (14.8) | 318 (9.0) | 1,170 (17.9) |
| Elementary school | 2,961 (29.4) | 867 (24.4) | 2,094 (32.1) | |
| Middle school | 2,127 (21.1) | 700 (19.7) | 1,427 (21.9) | |
| High school | 2,876 (28.5) | 1,335 (37.6) | 1,541 (23.6) | |
| College or higher | 626 (6.2) | 328 (9.2) | 298 (4.6) | |
| Home ownership status | Non-owner | 1,979 (19.6) | 513 (14.5) | 1,466 (22.5) |
| Owner | 8,099 (80.4) | 3,035 (85.5) | 5,064 (77.5) | |
| Residential area | Urban | 7,061 (70.1) | 2,606 (73.4) | 4,455 (68.2) |
| Rural | 3,017 (29.9) | 942 (26.6) | 2,075 (31.8) | |
| Annual household income | Q1, lowest | 2,132 (21.2) | 617 (17.4) | 1,515 (23.2) |
| Q2 | 2,205 (21.9) | 627 (17.7) | 1,578 (24.2) | |
| Q3 | 2,057 (20.4) | 754 (21.3) | 1,303 (20.0) | |
| Q4 | 1,925 (19.1) | 780 (22.0) | 1,145 (17.5) | |
| Q5, highest | 1,759 (17.5) | 770 (21.7) | 989 (15.1) | |
| National basic livelihood security status | Non-recipient | 9,414 (93.4) | 3,417 (96.3) | 5,997 (91.8) |
| Recipient | 664 (6.6) | 131 (3.7) | 533 (8.2) | |
| Economic activity | No | 6,130 (60.8) | 1,859 (52.4) | 4,271 (65.4) |
| Yes | 3,948 (39.2) | 1,689 (47.6) | 2,259 (34.6) | |
| Spouse | No | 4,127 (41.0) | 1,233 (34.8) | 2,894 (44.3) |
| Yes | 5,951 (59.0) | 2,315 (65.2) | 3,636 (55.7) | |
| Living-alone status | No | 6,630 (65.8) | 2,524 (71.1) | 4,106 (62.9) |
| Yes | 3,448 (34.2) | 1,024 (28.9) | 2,424 (37.1) | |
| Activities of daily living | Independent | 9,258 (91.9) | 3,434 (96.8) | 5,824 (89.2) |
| Dependent | 820 (8.1) | 114 (3.2) | 706 (10.8) | |
| Instrumental activities of daily living | Independent | 8,316 (82.5) | 3,242 (91.4) | 5,074 (77.7) |
| Dependent | 1,762 (17.5) | 306 (8.6) | 1,456 (22.3) | |
| Physical activity (min/wk) | <150 | 6,191 (61.4) | 2,003 (56.5) | 4,188 (64.1) |
| ≥150 | 3,886 (38.6) | 1,545 (43.5) | 2,341 (35.8) | |
| Obesity | Normal/pre-obesity | 7,186 (71.3) | 2,555 (72.0) | 4,631 (70.9) |
| Underweight | 238 (2.4) | 75 (2.1) | 163 (2.5) | |
| Obesity | 2,653 (26.3) | 918 (25.9) | 1,735 (26.6) | |
| Missing | 1 (0) | 0 (0) | 1 (0) |
| Chronic disease | Value |
|---|---|
| Hypertension | 6,002 (59.6) |
| Stroke | 376 (3.7) |
| Hyperlipidemia (dyslipidemia) | 2,955 (29.3) |
| Angina | 338 (3.4) |
| Myocardial infarction | 313 (3.1) |
| Other heart diseases | 472 (4.7) |
| Diabetes mellitus | 2,744 (27.2) |
| Thyroid disease | 436 (4.3) |
| Osteoarthritis/rheumatoid arthritis | 1,750 (17.4) |
| Osteoporosis | 1,188 (11.8) |
| Lumbago/sciatica | 1,038 (10.3) |
| Fractures/dislocations and accident sequelae | 197 (2.0) |
| Chronic lung disease | 111 (1.1) |
| Asthma | 227 (2.3) |
| Tuberculosis/pulmonary tuberculosis | 40 (0.4) |
| Depression | 167 (1.7) |
| Dementia | 205 (2.0) |
| Parkinson’s disease | 66 (0.7) |
| Insomnia | 369 (3.7) |
| Cataracts | 629 (6.2) |
| Glaucoma | 130 (1.3) |
| Chronic otitis media | 47 (0.5) |
| Age-related hearing loss | 297 (2.9) |
| Skin diseases | 107 (1.1) |
| Cancer | 199 (2.0) |
| Gastric/duodenal ulcers | 453 (4.5) |
| Hepatitis | 66 (0.7) |
| Liver cirrhosis | 29 (0.3) |
| Chronic kidney disease | 100 (1.0) |
| Prostatic hyperplasia | 519 (5.1) |
| Urinary incontinence | 368 (3.7) |
| Anemia | 111 (1.1) |
| Other chronic diseases | 210 (2.1) |
| Variable | Category | OR (95% CI) |
|---|---|---|
| Walking time to park (min) | <15 | 1.00 |
| 15–29 | 1.07 (0.97–1.17) | |
| 30–59 | 1.33 (1.12–1.59) | |
| ≥60 | 0.73 (0.55–0.98) | |
| Age | 1.02 (1.02–1.03) | |
| Sex | Male | 1.00 |
| Female | 1.15 (1.04–1.27) | |
| Education level | College or higher | 1.00 |
| No formal education | 2.31 (1.83–2.90) | |
| Elementary school | 2.04 (1.68–2.48) | |
| Middle school | 1.99 (1.64–2.40) | |
| High school | 1.26 (1.05–1.51) | |
| Home ownership status | Owner | 1.00 |
| Non-owner | 1.55 (1.37–1.75) | |
| Residential area | Urban | 1.00 |
| Rural | 1.19 (1.07–1.31) | |
| Annual household income (quartile, Q) | Q1, lowest | 1.00 |
| Q2 | 1.23 (1.07–1.42) | |
| Q3 | 1.12 (0.97–1.30) | |
| Q4 | 1.18 (1.01–1.38) | |
| Q5, highest | 1.26 (1.07–1.49) | |
| National basic livelihood security status | Non-recipient | 1.00 |
| Recipient | 1.30 (1.05–1.62) | |
| Economic activity | Yes | 1.00 |
| No | 1.43 (1.29–1.57) | |
| Spouse | No | 1.00 |
| Yes | 1.13 (0.94–1.36) | |
| Living alone status | No | 1.00 |
| Yes | 1.27 (1.04–1.55) | |
| Activities of daily living | Independent | 1.00 |
| Dependent | 1.30 (1.00–1.69) | |
| Instrumental activities of daily living | Independent | 1.00 |
| Dependent | 1.96 (1.65–2.32) | |
| Physical activity (min/wk) | ≥150 | 1.00 |
| <150 | 1.16 (1.06–1.27) | |
| Obesity | Normal/pre-obesity | 1.00 |
| Underweight | 1.12 (0.84–1.50) | |
| Obesity | 1.01 (0.92–1.11) |
| Variable | Category | <150 | ≥150 |
|---|---|---|---|
| OR (95% CI) | OR (95% CI) | ||
| Walking time to park (min) | <15 | 1.00 | 1.00 |
| 15–29 | 0.969 (0.856–1.098) | 1.219 (1.048–1.419) | |
| 30–59 | 1.302 (1.042–1.628) | 1.337 (1.002–1.785) | |
| ≥60 | 0.659 (0.473–0.918) | 1.054 (0.560–1.982) |
| Chronic disease | Walking time to park (min) | OR (95% CI) | p |
|---|---|---|---|
| Hypertension | <15 | 1.00 | <0.001 |
| 15–29 | 1.20 (1.10–1.32) | <0.001 | |
| 30–59 | 1.36 (1.15–1.61) | <0.001 | |
| ≥60 | 0.67 (0.51–0.89) | 0.005 | |
| Hyperlipidemia | <15 | 1.00 | 0.454 |
| 15–29 | 1.04 (0.94–1.14) | 0.465 | |
| 30–59 | 1.10 (0.92–1.30) | 0.306 | |
| ≥60 | 0.86 (0.63–1.16) | 0.323 | |
| Diabetes mellitus | <15 | 1.00 | 0.003 |
| 15–29 | 1.20 (1.09–1.32) | <0.001 | |
| 30–59 | 1.05 (0.88–1.25) | 0.616 | |
| ≥60 | 0.97 (0.71–1.31) | 0.833 | |
| Osteoarthritis/rheumatoid arthritis | <15 | 1.00 | <0.001 |
| 15–29 | 0.90 (0.79–1.01) | 0.093 | |
| 30–59 | 1.41 (1.16–1.71) | <0.001 | |
| ≥60 | 1.28 (0.93–1.73) | 0.119 | |
| Osteoporosis | <15 | 1.00 | 0.045 |
| 15–29 | 1.03 (0.89–1.19) | 0.717 | |
| 30–59 | 1.33 (1.06–1.68) | 0.016 | |
| ≥60 | 1.37 (0.95–1.95) | 0.088 | |
| Depression | <15 | 1.00 | 0.890 |
| 15–29 | 0.99 (0.70–1.40) | 0.942 | |
| 30–59 | 1.24 (0.69–2.22) | 0.467 | |
| ≥60 | 0.92 (0.32–2.59) | 0.867 |
Data are presented as n (%).
Q, quartile.
Data are presented as n (%). “Other chronic diseases” refers to a single, most representative chronic condition reported by the respondent that is not included in the 32 predefined disease categories, in accordance with the survey guidelines.
ORs and 95% CIs were estimated using logistic regression, adjusted for sex, age (continuous), education level, residential area, spouse status, living alone status, home ownership, annual household income, basic livelihood security status, current economic activity, functional limitations (activities of daily living/instrumental activities of daily living), physical activity, and obesity. OR, odds ratio; CI, confidence interval.
Models were stratified by weekly physical activity (<150, ≥150 minutes). ORs and 95% CIs were estimated using stratified logistic regression, adjusted for sex, age (continuous), education level, residential area, spouse status, living alone status, home ownership, annual household income, basic livelihood security status, current economic activity, functional limitations (activities of daily living/instrumental activities of daily living), and obesity.
OR, odds ratio; CI, confidence interval.
ORs and 95% CIs were estimated using logistic regression, adjusted for sex, age (continuous), education level, residential area, spouse status, living alone status, home ownership, annual household income, basic livelihood security status, current economic activity, functional limitations (activities of daily living/instrumental activities of daily living), physical activity, obesity.
OR, odds ratio; CI, confidence interval.