| Literature DB >> 26608281 |
Derek Johnston1, Cheryl Bell2, Martyn Jones3, Barbara Farquharson4, Julia Allan2, Patricia Schofield5,6, Ian Ricketts3, Marie Johnston2.
Abstract
BACKGROUND: Stress in health care professionals may reflect both the work and appraisal of work and impacts on the individuals, their patients, colleagues and managers.Entities:
Keywords: Demand-control model; Ecological momentary assessment; Effort-reward imbalance; Heart rate; Occupational stress
Mesh:
Year: 2016 PMID: 26608281 PMCID: PMC4823345 DOI: 10.1007/s12160-015-9746-8
Source DB: PubMed Journal: Ann Behav Med ISSN: 0883-6612
Participants: demographic, professional and participation information
| Medical wards | Surgical wards | Comparison groupa | |
|---|---|---|---|
|
| 47 | 53 | 425 |
| Gender (% female) | 93.6 % | 92.5 % | 96.5 % |
| Age in years (mean, SD) | 35.9 (9.5) | 36.9 (10.2) | 36.9 (10.3) |
| Body mass index (mean, SD) | 27.8 (6.1) | 25.9 (5.1) | |
| Qualifications (% graduate level) | 47.9 % | 34.0 % | |
| Pay grade (% in lower bands) | 69.6 % | 76.9 % | |
| Years registered as a nurse (mean, SD) | 9.4 (8.7) | 11.5 (9.9) | 11.0 (9.5) |
| Years working on ward (mean, SD) | 5.0 (4.9) | 5.4 (5.0) | |
| Number of wards included | 7 | 7 | 14 |
| Number of shifts included | 92 | 104 |
aAll nurses employed on participating wards
Means, standard deviations (between and within participants), intraclass correlations (ICC) and correlations for the EMA measures (between and within participants)
aCorrelations shown above the diagonal (i.e. top right of matrix) are between-participant correlations, and those below the diagonal (i.e. bottom left of matrix) are within-participant correlations
bShaded figures indicate significant correlations
cBoxes contain correlations between experienced stress, affect and fatigue and between work stress measures
Demand-control and effort-reward imbalance model for physiological measures: estimated beta weights (standard error) for fixed effects and variances for random effects with and without allowing for work tasks
| Demand-control model | Effort-reward imbalance model | |||||
|---|---|---|---|---|---|---|
| Heart rate | Heart rate allowing for work tasks | Heart rate | Heart rate allowing for work tasks | |||
| Fixed effects | ||||||
| Intercept | 83.86 (1.19) | 84.26 (1.21 | 83.80 (1.16) | 84.71 (1.18) | ||
| Shift (1 or 2) | −0.10 (0.59) | −0.17 (0.58) | −0.16 (0.61) | −0.23 (0.59) | ||
| Time into shift (h) | −0.31 (0.05) | −0.27 (0.05) | −0.30 (0.05) | −0.26 (0.05) | ||
| Linear effect over period before diary entry. | −0.46 (0.07) | −0.46 (0.07) | −0.46 (0.07) | −0.46 (0.07) | ||
| Quadratic effect over period before diary entry | −0.03 (0.01) | −0.03 (0.01) | −0.03 (0.01) | −0.03 (0.01) | ||
| Accelerometer measure of activity | 1.69 (0.02) | 1.69 (−0.020) | 1.69 (0.02) | 1.69 (0.02) | ||
| Between persons | Demand | 2.86* (1.11) | 2.89* (1.11) | Effort | 3.25* (1.40) | 3.26* (1.40) |
| Control | 2.32 (2.11) | 2.29 (2.11) | Reward | −0.09 (1.24) | −0.16 (1.24) | |
| Demand × control | 0.08 (2.15) | 0.17 (2.15) | Effort × reward | 0.54 (1.50) | 0.57 (1.50) | |
| Within persons over time | Demand | 0.84* (0.11) | 0.58* (0.13) | Effort | 0.86* (0.14) | 0.54* (0.15) |
| Control | 0.34 (0.23) | 0.32 (0.23) | Reward | 0.0 (0.17) | −0.08 (0.18) | |
| Demand × control | 1.01 (0.13) | 0.07 (0.13) | Effort × reward | 0.20 (0.12) | 0.23 (0.12) | |
| Random effects | ||||||
| Person | 104.76 (16.07) | 106.29 (16.34) | ||||
| Shift | 11.04 (2.40) | 11.68 (2.50) | ||||
| Time into shift | 31.00 (1.57) | 31.35 (1.58) | ||||
| Period before diary entry | 30.97 (0.50) | 30.96 (0.50) | ||||
| Alpha (autocorrelation) | 13.34 (0.44) | 13.32 (0.44) | ||||
Alpha is a time series parameter: the covariance between two observations t time units apart is alpha × 1 / t
* p < .05 Bonferroni corrected
Demand-control model for experienced stress, affect and fatigue: estimated beta weights (standard error) for fixed effects and variances for random effects
| Experienced stress | Affect | Fatigue | ||
|---|---|---|---|---|
| Fixed effects | ||||
| Intercept | 27.48 (1.41) | 81.75 (1.41) | 20.30 (1.72) | |
| Shift (1 or 2) | −0.94 (0.97) | −2.33 (1.10) | 0.12 (1.19) | |
| Time into shift (h) | 0.28 (0.12) | −0.34 (0.09) | 2.05 (0.13) | |
| Between persons | Demand | 5.23* (1.17) | −0.49 (1.21) | −0.07 (1.46) |
| Control | −6.99* (2.21) | 6.56* (2.30) | −6.30* (2.77) | |
| Demand × control | 3.89 (2.30) | −3.23 (2.39) | 3.40 (2.88) | |
| Within persons over time | Demand | 2.77* (0.22) | −1.10* (0.16) | 0.26 (0.20) |
| Control | −2.02* (0.48) | 1.83* (0.31) | −1.18* (0.39) | |
| Demand × control | −0.43 (0.25) | 0.41 (0.18) | 0.00 (0.22) | |
| Random effects | ||||
| Person | 100.52 (17.86) | 104.60 (19.50) | 159.83 (27.65) | |
| Shift | 1.87 (7.95) | 27.90 (8.65) | 0 (0) | |
| Time into shift | 181.44 (9.19) | 98.79 (5.21) | 193.44 (9.30) | |
| Alpha (autocorrelation) | 41.35 (8.79) | 35.36 (4.77) | 94.33 (7.96) |
Alpha is a time series parameter: the covariance between two observations t time units apart is alpha × 1 / t
* p < .05 Bonferroni corrected
Effort-reward imbalance model for experienced stress, affect and fatigue: estimated beta weights (standard error) for fixed effects and variances for random effects
| Experienced stress | Affect | Fatigue | ||
|---|---|---|---|---|
| Fixed effects | ||||
| Intercept | 27.29 (1.41) | 81.81 (1.26) | 19.93 (1.51) | |
| Shift (1 or 2) | −1.11 (0.97) | −2.26 (1.05) | 0.13 (1.17) | |
| Time into shift (h) | 0.27 (0.12) | −0.34 (0.09) | 2.07 (0.13) | |
| Between persons | Effort | 6.16* (1.52) | −1.16 (1.36) | −0.47 (1.56) |
| Reward | −5.06* (1.33) | 6.85* (1.19) | −8.59* (1.39) | |
| Effort × reward | 1.09 (1.61) | −2.04 (1.45) | 3.08 (1.69) | |
| Within persons over time | Effort | 3.30* (0.27) | −1.20* (0.19) | −0.22 (0.24) |
| Reward | −1.92* (0.34) | 2.15* (0.24) | −1.51* (0.30) | |
| Effort × reward | −0.61* (0.24) | 0.84* (0.17) | −0.04 (0.21) | |
| Random effects | ||||
| Person | 111.21 (19.13) | 80.66 (15.74) | 112.72 (20.80) | |
| Shift | 0 (0) | 22.99 (7.95) | 0 (0) | |
| Time into shift | 185.92 (8.92) | 98.11 (5.17) | 189.37 (9.12) | |
| Alpha (autocorrelation) | 43.83 (7.25) | 35.42 (4.73) | 90.71 (7.82) | |
Alpha is a time series parameter: the covariance between two observations t time units apart is alpha × 1 / t
* p < .05 Bonferroni corrected
Fig. 1Comparison of between- and within-person results for ERI model predicting tense arousal (experienced stress)
Work stress model results for appraisal of stress, affect and fatigue allowing for work tasks: estimated beta weights (standard error) for fixed effects
| Experienced stress | Affect | Fatigue | ||
|---|---|---|---|---|
| Demand-control model | ||||
| Between | Demand | 5.21* (1.16) | −0.49 (1.21) | −0.05 (1.46) |
| Control | −6.93* (2.20) | 6.40* (2.29) | −6.08* (2.76) | |
| Demand × control | 4.13 (2.29) | −3.29 (2.38) | 3.38 (2.89) | |
| Within | Demand | 2.75* (0.25) | −1.19* (0.18) | 0.50 (0.23) |
| Control | −2.03* (0.45) | 1.81* (0.32) | −1.08* (0.40 | |
| Demand × control | −0.45 (0.25) | 0.43 (0.18) | −0.02 (0.22) | |
| Effort-reward imbalance model | ||||
| Between | Effort | 6.09* (1.52) | −1.10 (1.36) | −0.55 (1.58) |
| Reward | −5.13* (1.33) | −6.86* (1.19) | −8.56* (1.39) | |
| Effort × reward | 1.14 (1.61) | −2.07 (1.44) | 3.06 (1.68) | |
| Within | Effort | 3.20* (0.31) | −1.07* (0.22) | 0.20 (0.28) |
| Reward | −1.98* (0.35) | 2.17* (0.25) | −1.48* (0.31) | |
| Effort × reward | −0.59* (0.24) | 0.81* (0.17) | −0.03 (0.21) | |
* p < .05 Bonferroni corrected