, Hyunjin Moon2
, Saerom Kim3
1Inje University College of Medicine, Busan, Korea
2Pusan National University School of Medicine, Busan, Korea
3Department of Preventive Medicine, Inje University College of Medicine, Busan, Korea
Copyright © 2026 The Korean Society for Preventive Medicine
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
Conflict of Interest
The authors have no conflicts of interest associated with the material presented in this paper.
Funding
None.
Acknowledgements
This research was conducted with the official approval and cooperation of Solidarity with Migrants. The authors wish to express sincere gratitude to the activists, volunteer physicians, and the migrant community members whose participation and support were essential to this research.
Author Contributions
Conceptualization: Kim S. Data curation: Lee Y, Moon H. Formal analysis: Kim S. Funding acquisition: None. Writing – original draft: Lee Y, Moon H, Kim S. Writing – review & editing: Lee Y, Moon H, Kim S.
| Variables | Model 12 | p-value | Model 23 | p-value |
|---|---|---|---|---|
| Level-1 | ||||
| Gender | 0.066 (−0.135, 0.267) | 0.520 | −0.254 (−1.606, 1.097) | 0.712 |
| Age | 0.041 (0.032, 0.051) | <0.001 | 0.030 (0.014, 0.045) | <0.001 |
| Smoking | −0.211 (−0.412, −0.010) | 0.040 | −0.421 (−0.917, 0.074) | 0.096 |
| Alcohol | 0.013 (−0.192, 0.218) | 0.902 | 0.163 (−0.299, 0.625) | 0.488 |
| BMI | −0.005 (−0.025, 0.016) | 0.645 | 0.021 (−0.026, 0.068) | 0.379 |
| Chronic disease | 0.564 (0.383, 0.745) | <0.001 | 0.151 (−0.234, 0.535) | 0.443 |
| Interaction terms | ||||
| Gender×Age | - | - | 0.019 (−0.000, 0.039) | 0.056 |
| Gender×Smoking | - | - | 0.261 (−0.279, 0.801) | 0.344 |
| Gender×Alcohol | - | - | −0.180 (−0.685, 0.325) | 0.485 |
| Gender×BMI | - | - | −0.029 (−0.081, 0.023) | 0.278 |
| Gender×Chronic disease | - | - | 0.488 (0.053, 0.924) | 0.028 |
| Constant | −0.972 (−1.639, −0.305) | 0.004 | −0.987 (−2.122, 0.149) | 0.089 |
| Random effects4 | ||||
| Nationality variance | 0.104 (0.049, 0.220) | - | 0.068 (0.019, 0.241) | - |
| Overdispersion | ||||
| Alpha (α) | 0.554 | - | 0.555 | - |
| Model statistics | ||||
| Log likelihood | −1272.53 | −1270.47 | ||
| n | 619 | 619 | ||
Values are presented as β (95% confidence interval).
BMI, body mass index.
1 Negative binomial mixed-effects models estimated via Gauss-Hermite quadrature (20 nodes); Standard errors derived from numerical Hessian.
2 Multivariable analysis without the interaction effect of gender.
3 Multivariable analysis with the interaction effect of gender.
4 Random effect variance (95% confidence interval) estimated via delta method on log-scale.
| Characteristics | Men (n=530) | Women (n=220) | p-value |
|---|---|---|---|
| Age (y) | 43 (37–49) | 43 (37–51) | 0.320 |
| Height (cm) | 170 (166–175) | 158 (153–162) | <0.001 |
| Weight (kg) | 73 (66–81) | 59 (53–68) | <0.001 |
| Body mass index (kg/m2) | 25.25 (23.18–27.89) | 24.3 (21.57–26.96) | <0.001 |
| Chronic disease | 0.360 | ||
| Yes | 144 (27.2) | 50 (22.7) | |
| No | 386 (72.8) | 170 (77.3) | |
| Alcohol | 0.030 | ||
| Current drinker | 134 (25.3) | 37 (16.8) | |
| Past drinker/uncertain | 71 (13.4) | 32 (14.5) | |
| Non-drinker | 325 (61.3) | 151 (68.6) | |
| Smoking | 0.006 | ||
| Current smoker | 133 (25.1) | 28 (12.7) | |
| Past smoker | 52 (9.8) | 24 (10.9) | |
| Non-smoker | 345 (65.1) | 168 (76.4) | |
| Visiting year | 0.440 | ||
| 2020 | 110 (20.8) | 38 (17.3) | |
| 2021 | 129 (24.3) | 64 (29.1) | |
| 2022 | 74 (14.0) | 38 (17.3) | |
| 2023 | 103 (19.4) | 47 (21.4) | |
| 2024 | 114 (21.5) | 33 (15.0) |
| ICPC-2 | Frequency (%) | |
|---|---|---|
| Chapter | ||
| Cardiovascular (K) | 694 (24.5) | |
| Endocrine/Metabolic and nutritional (T) | 642 (22.7) | |
| Musculoskeletal (L) | 500 (17.6) | |
| Skin (S) | 225 (7.9) | |
| Respiratory (R) | 198 (7.0) | |
| Digestive (D) | 177 (6.2) | |
| General and unspecified (A) | 164 (5.8) | |
| Neurological (N) | 62 (2.2) | |
| Urological (U) | 45 (1.6) | |
| Ear (H) | 38 (1.3) | |
| Eye (F) | 34 (1.2) | |
| Blood, blood forming organs and immune mechanism (B) | 14 (0.5) | |
| Psychological (P) | 13 (0.5) | |
| Woman genital (X) | 10 (0.4) | |
| Process codes (_) | 9 (0.3) | |
| Man genital (Y) | 8 (0.3) | |
| Pregnancy, childbearing, family planning (W) | 2 (0.1) | |
| Total | 2835 (100) | |
| Code: Top 20 disease | ||
| K86 | Hypertension uncomplicated | 666 (23.5) |
| T90 | Diabetes non-insulin dependent | 457 (16.1) |
| T93 | Lipid disorder | 168 (5.9) |
| A98 | Health maintenance/prevention | 150 (5.3) |
| L03 | Low back symptom/complaint | 113 (4.0) |
| R74 | Upper respiratory infection acute | 88 (3.1) |
| S88 | Dermatitis contact/allergic | 68 (2.4) |
| R97 | Allergic rhinitis | 67 (2.4) |
| L15 | Knee symptom/complaint | 59 (2.1) |
| L20 | Joint symptom/complaint NOS | 50 (1.8) |
| L08 | Shoulder symptom/complaint | 48 (1.7) |
| D97 | Liver disease NOS | 47 (1.7) |
| S74 | Dermatophytosis | 45 (1.6) |
| N01 | Headache | 32 (1.1) |
| L01 | Neck symptom/complaint | 29 (1.0) |
| L18 | Muscle pain | 26 (0.9) |
| D87 | Stomach function disorder | 25 (0.9) |
| D01 | Abdominal pain/cramps general | 20 (0.7) |
| L10 | Elbow symptom/complaint | 20 (0.7) |
| S99 | Skin disease, other | 19 (0.7) |
| Subtotal | 2197 (77.6) | |
| Variables | Model 1 |
p-value | Model 2 |
p-value |
|---|---|---|---|---|
| Level-1 | ||||
| Gender | 0.066 (−0.135, 0.267) | 0.520 | −0.254 (−1.606, 1.097) | 0.712 |
| Age | 0.041 (0.032, 0.051) | <0.001 | 0.030 (0.014, 0.045) | <0.001 |
| Smoking | −0.211 (−0.412, −0.010) | 0.040 | −0.421 (−0.917, 0.074) | 0.096 |
| Alcohol | 0.013 (−0.192, 0.218) | 0.902 | 0.163 (−0.299, 0.625) | 0.488 |
| BMI | −0.005 (−0.025, 0.016) | 0.645 | 0.021 (−0.026, 0.068) | 0.379 |
| Chronic disease | 0.564 (0.383, 0.745) | <0.001 | 0.151 (−0.234, 0.535) | 0.443 |
| Interaction terms | ||||
| Gender×Age | - | - | 0.019 (−0.000, 0.039) | 0.056 |
| Gender×Smoking | - | - | 0.261 (−0.279, 0.801) | 0.344 |
| Gender×Alcohol | - | - | −0.180 (−0.685, 0.325) | 0.485 |
| Gender×BMI | - | - | −0.029 (−0.081, 0.023) | 0.278 |
| Gender×Chronic disease | - | - | 0.488 (0.053, 0.924) | 0.028 |
| Constant | −0.972 (−1.639, −0.305) | 0.004 | −0.987 (−2.122, 0.149) | 0.089 |
| Random effects | ||||
| Nationality variance | 0.104 (0.049, 0.220) | - | 0.068 (0.019, 0.241) | - |
| Overdispersion | ||||
| Alpha (α) | 0.554 | - | 0.555 | - |
| Model statistics | ||||
| Log likelihood | −1272.53 | −1270.47 | ||
| n | 619 | 619 | ||
Values are presented as median (interquartile range) or number (%).
ICPC-2, International Classification of Primary Care, Second Edition; NOS, not otherwise specified.
Values are presented as β (95% confidence interval). BMI, body mass index. Negative binomial mixed-effects models estimated via Gauss-Hermite quadrature (20 nodes); Standard errors derived from numerical Hessian. Multivariable analysis without the interaction effect of gender. Multivariable analysis with the interaction effect of gender. Random effect variance (95% confidence interval) estimated via delta method on log-scale.