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. 2026 Jul 28;16:23215. doi: 10.1038/s41598-026-58229-z

Table 3.

Results of linear mixed-effects models predicting total WEMWBS and global PSQI using an indicative subset of PROMs.

Y Variables Model coef. 95% CI t-statistic p-value
Total WEMWBS = f(PROMs) (intercept) 50.649 [29.104, 72.195] 4.612 < 0.001
Gender male − 0.555 [− 2.286, 1.175] − 0.63 0.529
Age 0.008 [− 0.369, 0.386] 0.044 0.965
Day into study − 0.004 [− 0.006, − 0.002] − 3.36 < 0.001
Work sector: manufacturing 1.202 [− 2.372, 4.776] 0.66 0.509
Work sector: social care − 1.06 [− 4.729, 2.609] − 0.567 0.571
Work sector: finance 0.04 [− 2.407, 2.488] 0.032 0.974
BJSQ 1: much work 0.237 [− 0.179, 0.652] 1.117 0.264
BJSQ 14: friendly atmosphere − 0.459 [− 0.769, − 0.149] − 2.908 0.004
BJSQ 17: worth doing − 0.408 [− 0.807, − 0.010] − 2.011 0.045
BJSQ 23: irritable − 1.591 [− 2.760, − 0.422] − 2.669 0.008
BJSQ 24: tired 0.897 [− 0.229, 2.023] 1.563 0.118
BJSQ 27: tense − 1.468 [− 1.860, − 1.076] − 7.352 < 0.001
BJSQ 46: can’t sleep − 0.988 [− 1.344, − 0.632] − 5.443 < 0.001
WWQBI 1: stressed 0.612 [0.279, 0.945] 3.605 < 0.001
WWQBI 10: work-life balance 1.253 [0.759, 1.746] 4.975 < 0.001
Global PSQI = f(PROMs) (intercept) 9.839 [− 1.212, 20.890] 1.747 0.081
Gender Male − 0.339 [− 1.202, 0.525] − 0.770 0.442
Age − 0.052 [− 0.245, 0.141] − 0.532 0.595
Day into study 0.001 [− 0.000, 0.001] 1.125 0.261
Work sector: manufacturing 1.938 [0.061, 3.815] 2.026 0.043
Work sector: social care − 0.547 [− 2.378, 1.284] − 0.586 0.558
Work sector: finance − 1.044 [− 2.279, 0.191] − 1.658 0.097
BJSQ 1: much work 0.296 [0.128, 0.465] 3.446 < 0.001
BJSQ 14: friendly atmosphere 0.070 [− 0.055, 0.195] 1.092 0.275
BJSQ 17: worth doing 0.183 [0.017, 0.350] 2.158 0.031
BJSQ 23: irritable − 0.455 [− 0.930, 0.020] − 1.878 0.061
BJSQ 24: tired 0.651 [0.193, 1.109] 2.789 0.005
BJSQ 27: tense 0.180 [0.021, 0.340] 2.218 0.027
BJSQ 46: can’t sleep 0.525 [0.380, 0.670] 7.116 < 0.001
WWQBI 1: stressed − 0.198 [− 0.333, − 0.063] − 2.882 0.004
WWQBI 10: work-life balance − 0.383 [− 0.584, − 0.181] − 3.727 < 0.001

CI stands for Confidence Interval. See the subsection ‘Linear mixed-effects models’ in the “Methods” section for the generic mixed-effects model formula and further details. The actual variables used in the models are presented in the second column of the Table. We restricted explorations to the work-related questionnaire items to illustrate work-health relationships with total WEMWBS and global PSQI. Bold entries indicate statistical significance at the p = 0.05 level; for convenience we followed the convention that low computed p-values were marked as < .001. See the “Questionnaires_in_SHAW.xlsx” supplementary file for details of each item and its interpretation (e.g. if higher is better). The total WEMWBS lies in the range 14–70, higher being better; the global PSQI lies in the range 0–21, lower being better.