| Literature DB >> 22701713 |
Jan D Reinhardt1, Erik von Elm, Christine Fekete, Johannes Siegrist.
Abstract
Many people worldwide live with a disability, i.e. limitations in functioning. The prevalence is expected to increase due to demographic change and the growing importance of non-communicable disease and injury. To date, many epidemiological studies have used simple dichotomous measures of disability, even though the WHO's International Classification of Functioning, Disability, and Health (ICF) provides a multi-dimensional framework of functioning. We aimed to examine associations of socio-economic status (SES) and social integration in 3 core domains of functioning (impairment, pain, limitations in activity and participation) and perceived health. We conducted a secondary analysis of representative cross-sectional data of the Swiss Health Survey 2007 including 10,336 female and 8,424 male Swiss residents aged 15 or more. Guided by a theoretical ICF-based model, 4 mixed effects Poisson regressions were fitted in order to explain functioning and perceived health by indicators of SES and social integration. Analyses were stratified by age groups (15-30, 31-54, ≥55 years). In all age groups, SES and social integration were significantly associated with functional and perceived health. Among the functional domains, impairment and pain were closely related, and both were associated with limitations in activity and participation. SES, social integration and functioning were related to perceived health. We found pronounced social inequalities in functioning and perceived health, supporting our theoretical model. Social factors play a significant role in the experience of health, even in a wealthy country such as Switzerland. These findings await confirmation in other, particularly lower resourced settings.Entities:
Mesh:
Year: 2012 PMID: 22701713 PMCID: PMC3373539 DOI: 10.1371/journal.pone.0038782
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Figure 1ICF-based theoretical model of social determinants of functioning and perceived health (numbers on edges indicate differential pathways).
Characteristics of the study population.
| Total | 15–30 years | 31–54 years | ≥55 years | |
|
| ||||
| Age | 49.8 (18.5) | 22.9 (4.8) | 42.3 (6.5) | 68.3 (9.1) |
| Alcohol in grams per day, mean (SD) | 9.3 (15.2) | 9.3 (16.7) | 8.6 (14.3) | 9.9 (15.4) |
| Current smoker, n (%) | 5,091 (27.1) | 1,165 (36.7) | 2,537 (31.8) | 1,389 (18.2) |
| Low physical activity, n (%) | 4,775 (25.5) | 548 (17.3) | 1,830 (23.0) | 2,397 (31.4) |
|
| ||||
| Number of pain problems, mean (SD) | 1.6 (1.4) | 1.5 (1.3) | 1.6 (1.4) | 1.7 (1.4) |
| At least one pain problem, n (%) | 14,221 (75.8) | 2,354 (74.2) | 5,988 (75.2) | 5,879 (77.1) |
| Impairment, mean (SD) | 1.4 (1.3) | 1.1 (1.0) | 1.2 (1.2) | 1.7 (1.5) |
| At least one impairment, n (%) | 13,232 (70.5) | 2,093 (66.0) | 5,322 (66.8) | 5,817 (76.3) |
| Number of A&P limitations, mean (SD) | 0.4 (1.4) | 0.2 (0.8) | 0.2 (1.0) | 0.8 (1.9) |
| At least one A&P limitation, n (%) | 3,017 (16.1) | 278 (8.8) | 598 (7.5) | 2,141 (28.1) |
|
| ||||
| Male, n (%) | 8,424 (44.9) | 1,535 (48.4) | 3716 (46.6) | 3,173 (41.6) |
| Paid employment, n (%) | 11,498 (61.3) | 2,255 (71.1) | 6,852 (86.0) | 2,391 (31.4) |
| Years of formal education, mean (SD) | 13.0 (3.5) | 12.7 (2.9) | 13.8 (3.5) | 13.0 (3.5) |
| Income (CHF), mean (SD) | 4,105 (2,979) | 3,722 (2,431) | 4,140 (3,227) | 4,229 (2,901) |
| Migration background (foreign origin of at least 1 parent), n (%) | 5,308 (28.3) | 1,005 (31.7) | 2,670 (33.5) | 1,633 (21.4) |
|
| ||||
| Social support (sum index), mean (SD) | 3.4 (0.8) | 3.3 (0.8) | 3.4 (0.8) | 3.3 (0.9) |
| Social network utilization (sum index), mean (SD) | 3.2 (1.6) | 3.2 (1.1) | 3.3 (1.1) | 3.0 (1.2) |
| Married, n (%) | 9,550 (50.9) | 494 (15.6) | 4,889 (61.4) | 4,167 (54.7) |
|
| ||||
| Lowest, n (%) | 4,901 (26.1) | 974 (30.7) | 1,639 (20.6) | 2,288 (30.0) |
| Low to middle, n (%) | 7,486 (39.9) | 1,320 (41.6) | 3,156 (39.6) | 3,010 (39.5) |
| Middle to high, n (%) | 4,547 (24.2) | 663 (20.9) | 2,243 (28.2) | 1,641 (21.5) |
| Highest, n (%) | 1,826 (9.7) | 215 (6.8) | 928 (11.7) | 683 (9.0) |
Note: A&P = Activity and Participation.
Standardized parameters (betas) of mixed effects Poisson regressions of impairment and pain indices on selected independent variables.
| Independent variables | Impairment | Pain | ||||||
| Total | ≤30 years | 31–54 years | ≥55 years | Total | ≤30 years | 31–54 years | ≥55 years | |
|
| ||||||||
| Pain |
|
|
|
| n.a. | n.a. | n.a. | n.a. |
| Impairment | n.a. | n.a. | n.a. | n.a. |
|
|
|
|
|
| ||||||||
| Male |
|
|
|
|
|
|
|
|
| Paid employment |
|
|
|
| 0.13 | 2.78 |
|
|
| Years of formal education |
|
|
|
|
| 0.16 |
| 0.56 |
| Income |
|
| 0.47 |
|
|
|
|
|
| Migration background |
|
|
|
|
|
|
|
|
|
| ||||||||
| Social support |
|
|
|
|
|
|
|
|
| Social network utilization |
|
|
|
|
|
|
| 0.24 |
| Married |
|
|
|
| 4.78*** |
| 2.67 | 1.76 |
| Intercept |
|
|
|
|
|
|
|
|
| N | 18,760 | 3,172 | 7,966 | 7,622 | 18,760 | 3,172 | 7,966 | 7,622 |
| Pseudo R2 | 0.10 | 0.07 | 0.09 | 0.10 | 0.07 | 0.05 | 0.07 | 0.07 |
Bonferroni corrected (p*4) probabilities *p<0.05, **p<0.01, ***p<0.001; parameters pointing in the direction of hypotheses (Figure 1) are in bold.
Note: all models have been adjusted for age and health-related behaviours (alcohol consumption, smoking, physical activity)
Standardized parameters (betas) of mixed effects Poisson and Ordinal Probit regression models of activity and participation limitations and general health perception on selected independent variables.
| Independent variables | Activity & participation limitation | Perceived health | ||||||
| Total | ≤30 years | 31–54 years | ≥55 years | Total | ≤30 years | 31–54 years | ≥55 years | |
|
| ||||||||
| Pain |
|
|
|
|
|
|
|
|
| Impairment |
|
|
|
|
|
|
|
|
| Activity & participation limitation | n.a. | n.a. | n.a. | n.a. |
|
|
|
|
|
| ||||||||
| Male | 17.39*** | 5.98*** | 7.51*** | 12.04*** | −7.82*** | 1.80 | −4.15*** | −9.82*** |
| Paid employment |
|
|
|
|
|
|
|
|
| Years of formal education |
|
|
|
|
|
|
|
|
| Income |
|
|
|
|
|
|
|
|
| Migration background |
| −0.21 |
| −0.72 |
| 0.39 |
|
|
|
| ||||||||
| Social support | 3.23 |
|
|
|
|
|
|
|
| Social network utilization |
|
|
|
|
|
|
|
|
| Married |
|
|
|
| −2.93 |
|
| −1.86 |
| Intercept | −16.22*** | 4.24*** | −5.36*** | −23.73*** |
|
|
| ┐ |
| N | 18,760 | 3,172 | 7,966 | 7,622 | 18,760 | 3,172 | 7,966 | 7,622 |
| Link | Poisson | Poisson | Poisson | Poisson | OProbit | OProbit | OProbit | Probit |
| Pseudo R2 | 0.34 | 0.22 | 0.33 | 0.30 | 0.15 | 0.06 | 0.12 | 0.16 |
Bonferroni corrected (p*4) probabilities *p<0.05, **p<0.01, ***p<0.001; parameters pointing in the direction of hypotheses are printed in bold.
‡Intercepts (in standard units) were −43.48*** for the threshold between “very bad" and the rest; −35.18*** for “very bad" and “bad" vs. the rest; −21.60*** for “very bad", “bad", and “fair" vs. the rest; 10.51*** for all other categories vs. “very good".
†Intercepts (in standard units) were −12.09*** for the threshold between “very bad" and the rest; −12.98*** for “very bad" and “bad" vs. the rest; −8.86*** for “very bad", “bad", and “fair" vs. the rest; 3.99*** for all other categories vs. “very good".
Intercepts (in standard units) were −22.83*** for the threshold between “very bad" and the rest; −18.30*** for “very bad" and “bad" vs. the rest; −12.42*** for “very bad", “bad", and “fair" vs. the rest; 4.72*** for all other categories vs. “very good".
┐ Intercepts (in standard units) were −15.19*** for the threshold between “very bad" and the rest; −9.13*** for “very bad" and “bad" vs. the rest; −2.07 for “very bad", “bad", and “fair" vs. the rest; 10.61*** for all other categories vs. “very good". OProbit = Ordinal Probit.
Note: all models have been adjusted for age and and health behaviours (alcohol consumption, smoking, physical activity).
Figure 2Predicted average number of problems in impairment, pain, and activity & participation (A&P) limitation by social class.
Error bars represent 99% confidence intervals. Data are weighted with sampling weights and adjusted for age, gender, being married, employment, migration background, smoking, alcohol consumption and leisure physical activity. In addition, impairment is adjusted for pain, pain for impairment and A&P limitation for impairment and pain.