| Literature DB >> 34886534 |
Ingmar Leijen1, Hester van Herk1.
Abstract
Preference for professional vs. non-professional or informal healthcare for non-acute medical situations influences healthcare use and varies strongly across countries. Important individual and country-level drivers of these preferences may be human values (the fundamental values that individuals hold and guide their behavior) and country-level characteristics such as social tightness (societal pressure for "acceptable" behavior). The aim of this study was to examine the relation of these individual and country-level characteristics with healthcare preferences. We examined European Social Survey data from 23,312 individuals in 16 European countries, using a multi-level, random effect approach, including individual and country-level factors. Healthcare preferences were explained by both human values (i.e., Schwartz values) and societal tightness (i.e., tightness-looseness scores by Gelfand). Stronger conservation increased, whereas self-transcendence and openness to change decreased preference for professional healthcare. In socially tight countries, we found a higher preference for professional healthcare. Furthermore, we found interactions between social tightness and human values. These results suggest that professional healthcare preference is related to both people's values and societal tightness. This improved understanding is useful for both predicting and channeling healthcare seeking behavior across and within nations.Entities:
Keywords: European Social Survey; Schwartz values; healthcare preferences; tightness-looseness
Mesh:
Year: 2021 PMID: 34886534 PMCID: PMC8657636 DOI: 10.3390/ijerph182312808
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Figure 1Human Values Framework, reprinted from Schwartz [24] with permission from Elsevier. The circumplex structure shows the compatibilities between adjacent values (e.g., universalism and benevolence) and oppositions between conflicting values (e.g., universalism and power). The labels outside the circumplex refer to combinations of values that are seen as higher order values (e.g., openness to change and conservation).
Figure 2Preference for professional medical help in non-acute medical situations is a summated scale, showing preference or either professional help (1) or help from other sources (0) in the situation of serious headache, stomach-ache, back-ache or sleeping problems. Preference in these situations is summated into individual scores from 0 (preference for professional help in no situation) to 4 (always prefer professional help). The vertical line indicates the overall mean. For each nation the 5% confidence limits are shown; the graph indicates that there are substantial differences between nations in preference for professional medical help, with respondents from Turkey being the most prone to choose for professional help and respondents from Ukraine the least.
Descriptive statistics for main variables.
| Measurement | Parameter | Min | Max | M | SD |
|---|---|---|---|---|---|
| I-individual | Preference for professional medical help | 0 | 4 | 2.64 | 1.415 |
| I-individual | Age | 18 | 99 | 46.85 | 17.479 |
| I-individual | Education (in years) | 0 | 32 | 11.44 | 4.314 |
| I-individual | Health impairment | 1 | 3 | 1.31 | 0.579 |
| I-individual | Gender (Male = 1, Female = 0) | Female 54.6% | Male 45.4% | - | - |
| I-individual | Children in household (yes = 1, 0 = no) | 0 | 1 | 0.24 | 0.426 |
| I-individual | Perceived state of healthcare | 0 | 10 | 4.95 | 2.609 |
| I-individual | Self-perceived health | 1 | 5 | 3.70 | 0.922 |
| I-individual | Interpersonal trust | 0 | 10 | 3.93 | 1.983 |
| I-individual | Institutional trust | 0 | 10 | 5.08 | 2.17 |
| I-individual | Trust in doctor | 1 | 6 | 2.51 | 0.682 |
| I-individual | Conservation | −2.60 | 2.71 | 0.15 | 0.634 |
| I-individual | Openness to change | −4.00 | 2.55 | −0.25 | 0.640 |
| I-individual | Self-enhancement | −3.52 | 2.10 | −0.61 | 0.716 |
| I-individual | Self-transcendence | −2.37 | 3.20 | 0.60 | 0.514 |
| II-country | Tightness-looseness (TL) | 1.60 | 9.50 | 5.79 | 2.197 |
Correlation Matrix of individual level factors of preference for professional medical help.
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 Pref Prof Medical help | ||||||||||||||
| 2 Age | 0.146 ** | |||||||||||||
| 3 Education | −0.139 ** | −0.278 ** | ||||||||||||
| 4 Health Impairment | 0.042 ** | 0.334 ** | −0.141 ** | |||||||||||
| 5 Gender (Male = 1, Female = 0) | −0.043 ** | −0.028 ** | 0.065 ** | −0.050 ** | ||||||||||
| 6 Having children | −0.005 | −0.288 ** | 0.100 ** | −0.122 ** | −0.044 ** | |||||||||
| 7 Perceived state of healthcare | 0.000 | 0.015 * | −0.045 ** | −0.048 ** | 0.057 ** | −0.005 | ||||||||
| 8 Perceived health | −0.057 ** | −0.385 ** | 0.249 ** | −0.571 ** | 0.085 ** | 0.136 ** | 0.080 ** | |||||||
| 9 Interpersonal trust | −0.053 ** | 0.006 | 0.224 ** | −0.058 ** | 0.000 | −0.015 * | 0.177 ** | 0.157 ** | ||||||
| 10 Institutional trust | 0.009 | −0.007 | 0.098 ** | −0.066 ** | 0.022 ** | 0.004 | 0.354 ** | 0.151 ** | 0.365 ** | |||||
| 11 Trust in doctor | 0.057 ** | 0.078 ** | 0.060 ** | 0.000 | 0.020 ** | −0.065 ** | 0.114 ** | 0.067 ** | 0.189 ** | 0.172 ** | ||||
| 12 Conservation | 0.138 ** | 0.417 ** | −0.293 ** | 0.199 ** | −0.103 ** | −0.053 ** | 0.031 ** | −0.273 ** | −0.122 ** | −0.004 | −0.027 ** | |||
| 13 Openness to Change | −0.110 ** | −0.377 ** | 0.242 ** | −0.185 ** | 0.100 ** | 0.025 ** | −0.034 ** | 0.262 ** | 0.101 ** | −0.021 ** | 0.058 ** | −0.788 ** | ||
| 14 Self-Enhancement | −0.025 ** | −0.203 ** | −0.004 | −0.103 ** | 0.142 ** | 0.042 ** | 0.021 ** | 0.082 ** | −0.098 ** | −0.003 | −0.078 ** | −0.357 ** | 0.013 * | |
| 15 Self-Transcendence | −0.011 | 0.161 ** | 0.073 ** | 0.087 ** | −0.156 ** | −0.002 | −0.020 ** | −0.070 ** | 0.139 ** | 0.037 ** | 0.041 ** | 0.092 ** | −0.324 ** | −0.578 ** |
**: Correlation is significant at the 0.01 level (2-tailed), *: correlation is significant at the 0.05 level (2-tailed), n = 23,312.
Correlation matrix of country level factors and preference for professional medical help (n = 16).
| 1. | 2. | 3. | 4. | |
|---|---|---|---|---|
| 1. Pref for prof med help | ||||
| 2. Tightness-looseness | 0.715 ** | |||
| 3. GPD per Capita | 0.104 | 0.402 | ||
| 4. Insurance public vs. private | 0.452 | 0.279 | 0.504 * | |
| 5. Physicians per 1000 | −0.228 | −0.250 | 0.322 | 0.044 |
**: Correlation is significant at the 0.01 level (2-tailed), *: Correlation is significant at the 0.05 level (2-tailed), n = 16.
Results multi-level models to predict preference for professional medical help in non-acute medical conditions, including variables at the individual level (indicated by I-) at the country level (indicated by II-) and cross-level interactions. Models 3–6 are nested in Model 2.
| Measure Level | Parameter (γ) | Model 1 | Model 2 | Model 3 | Model 4 | Model 5 |
|---|---|---|---|---|---|---|
| (Conservation) | (Openness to Change) | (Self-Enhancement) | (Self-Transcendence) | |||
| I-individual | Intercept | 2.695 *** | 2.430 *** | 2.431 *** | 2.452 *** | 2.492 *** |
| I-individual | Age centered | 0.010 *** | 0.008 *** | 0.009 *** | 0.010 *** | 0.011 *** |
| I-individual | Age centr. and squared | −0.0002 *** | −0.0002 *** | −0.0002 *** | −0.0002 *** | −0.0002 *** |
| I-individual | Education centr. | −0.011 *** | −0.008 ** | −0.010 *** | −0.011 *** | −0.011 *** |
| I-individual | Gender (M = 1, F = 0) | −0.128 *** | −0.114 *** | −0.121 *** | −0.125 *** | −0.143 *** |
| I-individual | Children < 12 in hh | 0.031 ** | 0.023 * | 0.026 * | 0.031 ** | 0.032 ** |
| I-individual | Health impaired | 0.052 ** | 0.051 ** | 0.051 ** | 0.052 *** | 0.054 ** |
| I-individual | Self-perceived health | −0.050 *** | −0.044 ** | −0.046 *** | −0.050 *** | −0.051 *** |
| I-individual | Perc. state of healthcare | −0.001 | −0.002 | −0.002 | −0.001 | −0.002 |
| I-individual | Interpersonal trust | −0.019 *** | −0.016 ** | −0.018 ** | −0.019 *** | −0.017 ** |
| I-individual | Institutional trust | 0.029 *** | 0.026 *** | 0.027 *** | 0.029 *** | 0.029 *** |
| I-individual | Trust in medical doctor | 0.065 *** | 0.064 *** | 0.065 *** | 0.065 *** | 0.064 *** |
| I-values | Conservation | 0.102 *** | ||||
| Openness to Change | −0.064 ** | |||||
| Self-Enhancement | 0.007 | |||||
| Self-Transcendence | −0.049 * | |||||
| II-country | Tightness-Looseness (TL) | 0.133 *** | 0.134 ** | 0.129 ** | 0.147 *** | |
| Cross level | Conservation * TL | 0.025 ** | ||||
| Openness to Change * TL | −0.006 | |||||
| Self-Enhancement * TL | −0.012 * | |||||
| Self-Transcendence * TL | −0.021 ** |
***: Estimate is significant at the 0.001 level (2-tailed), **: Estimate is significant at the 0.01 level (2-tailed), *: Estimate is significant at the 0.05 level (2-tailed), n = 23,312.
Figure 3Relation between Tightness-Looseness and Preference for professional medical help in non-acute medical situations. The graph suggests a linear relation between Tightness-Looseness and the number of times professional medical help is preferred in the case of mild medical conditions (headache, stomach-ache, back-pain and sleeping problems). Tightness-Looseness is not related to GDP per capita as both Turkey (emerging economy) and Norway (highly developed economy) are both tight societies and Ukraine, a comparable economy to Turkey, has a low tightness.