| Literature DB >> 28056972 |
Ines Heinen1, Monika Bullinger2, Rüya-Daniela Kocalevent2.
Abstract
BACKGROUND: Medical students have been found to report high levels of perceived stress, yet there is a lack of theoretical frameworks examining possible reasons. This cross-sectional study examines correlates of perceived stress in medical students on the basis of a conceptual stress model originally developed for and applied to the general population. The aim was to identify via structural equation modeling the associations between perceived stress and emotional distress (anxiety and depression), taking into account the activation of personal resources (optimism, self-efficacy and resilient coping).Entities:
Keywords: Anxiety; Coping; Depression; First year medical students; Joy; Optimism; Self-efficacy; Stress
Mesh:
Year: 2017 PMID: 28056972 PMCID: PMC5216588 DOI: 10.1186/s12909-016-0841-8
Source DB: PubMed Journal: BMC Med Educ ISSN: 1472-6920 Impact factor: 2.463
Fig. 1Modified general stress model based on Kocalevent et al. [29]
Sociodemographic data of the medical students; means and standard deviations (SD) of the variables
| Total | Male | Female | PSQ-20 | PHQ-4 | PHQ-2 | GAD-2 | |
|---|---|---|---|---|---|---|---|
| Age, M (S.D.) | 21.80 (3.93) | 21.79 (3.96) | 21.80 (3.93) | Total: .397 (0.154) | Total:2.65 (2.197) | Total:1.26 (1.123) | Total: 1.40 (1.356) |
| Male: .383 (.162) | Male: 2.65 (2.136) | Male: 1.36 (1.092) | Male: 1.46 (1.418) | ||||
| Female: .407 (.148) | Female: 2.65 (2.242) | Female: 1.36 (1.166) | Female: 1.29 (1.254) | ||||
| German family background | 226 (70.4%) | 86 (68.3.1%) | 140 (71.8%) | .390 (.151) | 2.61 (2.207) | 1.24 (1.169) | 1.37 (1.307) |
| International family background | 95 (29.6%) | 40 (31.7%) | 55 (28.2%) | .412 (.160) | 2.76 (2.182) | 1.29 (1.009) | 1.46 (1.472) |
| European (EU) family background | 28 (8.7%) | 10 (7.9%) | 18 (9.2%) | .378 (.138) | 2.29 (1.740) | 1.14 (.932) | 1.14 (1.208) |
| Family background from outside EU | 41 (12.8%) | 22 (17.5%) | 19 (9.7%) | .402 (.167) | 2.78 (2.361) | 1.29 (1.055) | 1.49 (1.583) |
| Internationally mixed family background | 26 (8.1%) | 8 (6.3%) | 18 (9.2%) | .462 (.163) | 3.23 (2.179) | 1.46 (1.029) | 1.77 (1.531) |
| No part time job | 240 (74.8%) | 94 (74.6%) | 146 (74.9%) | .394 (.153) | 2.74 (2.256) | 1.27 (1.123) | 1.47 (1.396) |
| Part time job | 81 (25.2%) | 32 (25.4%) | 49 (25.2%) | .407 (.159) | 2.41 (2.005) | 1.22 (1.129) | 1.19 (1.396) |
| Up to 10 h per week | 63 (19.6%) | 19 (15.1%) | 44 (22.6%) | .394 (.155) | 2.25 (1.805) | 1.16 (1.096) | 1.10 (1.073) |
| More than 10 h per week | 18 (5.6%) | 13 (10.3%) | 5 (2.6%) | .453 (.167) | 2.94 (2.578) | 1.44 (1.247) | 1.50 (1.618) |
Correlations between the scores contributing to the variables personal resources, perceived stress, and emotional distress
| Variables | Operatio-nalisation | BRCS sum | SWOP Self-efficacy | SWOP Optimism | SWOP Pessimism | PSQ-20 Joy | PSQ-20 Worries | PSQ-20 Tension | PSQ-20 Demands | PHQ-2 Depression | GAD-2 Anxiety | PHQ-4 (sum) | PSQ-20 (sum) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Personal resources | Resilient coping (BRCS) | 1.00 | .31a | .27b | –.15b | .24b | –.16b | –.12a | –.10 | –.14b | –.14b | –.15b | –.18b |
| Self-efficacy (SWOP) | 1.00 | .36b | –.27b | .39b | –.38b | –.24b | –.16b | –.26b | –.31b | –.32b | –.36b | ||
| Optimism (SWOP) | 1.00 | –.29b | .58b | –.44b | –.40b | –.20b | –.38b | –.40b | –.44b | –.48b | |||
| Pessimism (SWOP) | 1.00 | –.28b | .23b | .20b | 0.05 | .23b | .21b | .25b | .24b | ||||
| Joy (PSQ-20) | 1.00 | –.56b | –.54b | –.26b | –.55b | –.51b | –.60b | –.75b | |||||
| Perceived stress | Worries (PSQ-20) | 1.00 | .61b | .43b | .50b | .60b | .63b | .81b | |||||
| Tension (PSQ-20) | 1.00 | .58b | .42b | .48b | .51b | .86b | |||||||
| Demands (PSQ-20) | 1.00 | .21b | .26b | .26b | .73b | ||||||||
| Emotional distress | Depression (PHQ-2) | 1.00 | .53b | .86b | .51b | ||||||||
| Anxiety (GAD-2) | 1.00 | .87b | .57b | ||||||||||
| PHQ-4 (sum) | 1.00 | .62b | |||||||||||
| PSQ-20 (sum) | 1.00 |
aCorrelation is statistically significant on a .05 level (two-sided)
bCorrelation is statistically significant on a .01 level (two-sided)
Stepwise multiple regressions with worries, tension and demands as dependent variable
| Dependent variable | Independent variables | B (95% CIl–CIu)a | SE | ß |
| Corrected R2 |
|---|---|---|---|---|---|---|
| Worries (PSQ-20) | Joy (PSQ-20) | –.48 (–.57–−.39) | .05 | –.51 | <.001 | .35 |
| Self-efficacy (SWOP) | –.08 (−.12–−.03) | .02 | –.16 | .001 | ||
| Tension (PSQ-20) | Joy (PSQ-20) | –.47 (−.57–−.36) | .05 | –.48 | <.001 | .32 |
| Optimism (SWOP) | –.04 (−.07–−.01) | .02 | –.14 | <.014 | ||
| Demands (PSQ-20) | Joy (PSQ-20) | –.27 (−.38–−.15) | .06 | –.25 | <.001 | .06 |
aB with lower (CIl) and upper limit (CIu) of the 95%-confidence interval
Stepwise multiple regressions with PHQ-4, PHQ-2 and GAD-2 as dependent variable
| Dependent variable | Independent variables | B (95% CIl–CIu)a | SE | ß |
| Corrected R2 |
|---|---|---|---|---|---|---|
| PHQ-4 (sum) | Worries (PSQ-20) | 6.02 (4.77–7.26) | .63 | .51 | <.001 | .45 |
| Tension (PSQ-20) | 3.37 (2.07–4.67) | .66 | .29 | <.001 | ||
| Demands (PSQ-20) | –1.13 (−2.16–−.11) | .52 | –.11 | .030 | ||
| PHQ-2 (Depression) | Worries (PSQ-20) | 2.34 (1.62–3.06) | .37 | .35 | <.001 | .29 |
| Tension (PSQ-20) | 1.65 (.90–2.40) | .38 | .28 | <.001 | ||
| Demands (PSQ-20) | –.68 (−1.27–−.08) | .30 | –.13 | .026 | ||
| GAD-2 (Anxiety) | Worries (PSQ-20) | 3.60 (2.81–4.39) | .40 | .59 | <.001 | .41 |
| Tension (PSQ-20) | 1.49 (.73–2.25) | .39 | .21 | <.001 |
aB with lower (CIl) and upper limit (CIu) of the 95%-confidence interval
Fig. 2Modified transactional stress model including personal resources, perceived stress and emotional distress. Legend: Circles: unobserved residual variables with fixed regression weight of 1; rectangles: observed indicator variables; ovals: unobserved latent variables; numbers at lines with arrows at each end are correlation coefficients; numbers at lines with arrows at one end are squared regression coefficients; no constraints parameters. Fit Indices: Discrepancy test (χ 2 / df) =112.304/25, p < .001, SRMR = .0595, RMSEA = .104, CFI = .915
Global goodness-of-fit measures in the two models tested (goodness-of-fit index with recommendations following Kriston et al. [74])
| Goodness-of-fit index with recommendations (the most strict recommendation is presented first) | 1stmodel, original stress model | 2nd model with direct path from personal resources to emotional distress |
|---|---|---|
| Discrepancy Test ( | 112.304/25, | 98.261/24, |
| Standardized Root Mean Residual (SRMR) | . 0595 | .0562 |
| Root Mean Square Error of Approximation (RMSEA) | .104 | .098 (CI .079–.119) |
| Tucker-Lewis Index (TLI) | .878 | .892 |
| Comparative Fit Index (CFI) | .915 | .928 |
| Normed | 4.49 | 4.09 |
| Akaike Information Criterion | 170.304 | 158.261 |
aThe multiple values indicate diverse recommendations with the strictest recommendation as the first value
Fig. 3Modified transactional stress model with a direct path between personal resources and emotional distress. Legend: Circles, unobserved residual variables with fixed regression weight of 1; rectangles, observed indicator variables; oval, unobserved latent variables; numbers at lines with arrows at each end are correlation coefficients; numbers at lines with arrows at one end are squared regression coefficients; no constraints parameters. Fit Indices: Discrepancy test (χ 2 / df) =98.261/24, p < .001, SRMR = .0562, RMSEA = .098, CFI = .928