| Literature DB >> 35668719 |
Jelena Milicev1, Pamela Qualter2, Claire Goodfellow1, Joanna Inchley1, Sharon Anne Simpson1, Alastair H Leyland1, Kalpa Kharicha3, Emily Long1.
Abstract
Aim: Mental wellbeing in the UK seems to have deteriorated significantly during the COVID-19 pandemic, with the rates of loneliness, life satisfaction and psychological distress taking longer to return to the pre-pandemic levels than elsewhere. Nevertheless, there is little knowledge about the interactions between these outcomes, or the factors that played a role in the rates of change. The current study aims to address this gap by simultaneously investigating changes in loneliness, life satisfaction and psychological distress in the UK from pre-pandemic levels to those between April and November 2020, while critically assessing the role of a range of social ecological influencing factors. Subject andEntities:
Keywords: interventions; mental health; neighbourhoods; social ecological model
Year: 2022 PMID: 35668719 PMCID: PMC9136554 DOI: 10.1007/s10389-022-01719-x
Source DB: PubMed Journal: Z Gesundh Wiss ISSN: 0943-1853
Demographics across current sample
| Variable | Number of participants providing those data |
|---|---|
| Gender | 5773 |
| Male = 2411 (41.8%) | |
| Female = 3362 (58.2%) | |
| Age | |
| Mean (SD) = 53 years (15.07) | 5773 |
| Range = 16-94 years | |
| UK Region | |
| England = 4431 (76.8) | 5769 |
| Wales = 385 (6.7%) | |
| Scotland = 597 (10.3%) | |
| Northern Ireland = 356 (6.2%) | |
| NHS Shield | 5773 |
| Neighbourhood quality | 5712 |
| Mean (SD) = 2.48 (.734) | |
| Range = 1-5 | |
Urban living Rural living | 5769 |
| Friends of similar age (%) | |
| Mean (SD) = 2.01 (.970) | |
| Range = 1-4 | 5755 |
| Friends of same race (%) | 5647 |
Mean (SD) = 1.62 (.800) Range = 1–4 | |
| Number of close friends | 5630 |
Mean (SD) = 5.62 (4.760) Range = 1–100 | |
| Hours on social media engaged with friends | 3608 |
| Mean number of hours = 2.29 (.827) | |
| Range = 1–5 | |
Estimated sample statistics and model results for model B
| Estimated means | |||||||||||||||||||||||||||||
| 2017-2019 wave | April 2020 | May 2020 | June 2020 | July 2020 | September 2020 | November 2020 | |||||||||||||||||||||||
| Loneliness | 1.375 | 1.391 | 1.380 | 1.367 | 1.360 | 1.371 | 1.427 | ||||||||||||||||||||||
| Life satisfaction | 5.285 | – | – | – | 5.055 | 4.972 | 4.975 | ||||||||||||||||||||||
| Psychological distress | 10.931 | 12.039 | 11.961 | 12.028 | 11.407 | 11.627 | 12.409 | ||||||||||||||||||||||
| Covariances | |||||||||||||||||||||||||||||
| Loneliness | T1 | T2 | T3 | T4 | T5 | T6 | T7 | T1 | T2 | T3 | T4 | T5 | T6 | T7 | T1 | T2 | T3 | T4 | T5 | T6 | T7 | ||||||||
| T1 | 0.368 | –0.328 | |||||||||||||||||||||||||||
| T2 | 0.153 | 0.363 | –0.207 | – | 1.000 | ||||||||||||||||||||||||
| T3 | 0.157 | 0.232 | 0.342 | –0.225 | – | – | 1.073 | 1.745 | |||||||||||||||||||||
| T4 | 0.158 | 0.214 | 0.234 | 0.326 | –0.230 | – | – | – | 1.099 | 1.680 | 1.791 | ||||||||||||||||||
| T5 | 0.156 | 0.200 | 0.215 | 0.228 | 0.317 | –0.240 | – | – | – | 1.110 | 1.625 | 1.721 | 1.802 | ||||||||||||||||
| T6 | 0.167 | 0.194 | 0.208 | 0.213 | 0.223 | 0.336 | –0.241 | – | – | – | –0.238 | 1.178 | 1.582 | 1.673 | 1.715 | 1.665 | |||||||||||||
| T7 | 0.168 | 0.200 | 0.213 | 0.215 | 0.219 | 0.233 | 0.353 | –0.253 | – | – | – | –0.244 | –0.268 | 1.153 | 1.610 | 1.693 | 1.715 | 1.579 | 1.644 | ||||||||||
| Life satisfaction | T1 | 1.993 | |||||||||||||||||||||||||||
| T2 | – | – | – | – | – | ||||||||||||||||||||||||
| T3 | – | –– | – | – | – | – | – | – | |||||||||||||||||||||
| T4 | – | –– | – | – | – | – | – | – | – | – | |||||||||||||||||||
| T5 | -0.182 | –0.185 | –0.200 | –0.221 | –0.255 | 0.674 | 2.399 | –1.906 | –2.404 | –2.715 | –2.808 | ||||||||||||||||||
| T6 | -0.226 | –0.206 | –0.229 | –0.246 | –0.263 | –0.303 | 0.654 | 0.971 | 2.216 | –2 .022 | –2.706 | –2.897 | –3.025 | –3.004 | |||||||||||||||
| T7 | -0.177 | –0.186 | –0.208 | –0.218 | –0.238 | –0.229 | –0.263 | 0.644 | 0.882 | 0.906 | 2.268 | –1.918 | –2.466 | –2.558 | –2.594 | –2.549 | –2.652 | ||||||||||||
| Psychological distress | T1 | 1.534 | –3.805 | 27.947 | |||||||||||||||||||||||||
| T2 | 1.191 | 1.925 | –2.515 | 13.864 | 34.291 | ||||||||||||||||||||||||
| T3 | 1.189 | 1.636 | 1.939 | –2.546 | 14.369 | 25.066 | 32.834 | ||||||||||||||||||||||
| T4 | 1.163 | 1.456 | 1.642 | 1.911 | –2.505 | 14.296 | 22.861 | 25.205 | 34.154 | ||||||||||||||||||||
| T5 | 1.137 | 1.287 | 1.420 | 1.551 | 1.806 | –2.567 | –3.232 | 14.240 | 20.191 | 21.977 | 24.160 | 30.206 | |||||||||||||||||
| T6 | 1.186 | 1.279 | 1.321 | 1.432 | 1.536 | 1.869 | –2.490 | –2.630 | –3.536 | 13.930 | 18.875 | 19.797 | 21.696 | 21.515 | 30.353 | ||||||||||||||
| T7 | 1.210 | 1.340 | 1.380 | 1.479 | 1.540 | 1.668 | 2.041 | –2.529 | –2.526 | –3.020 | –3.183 | 14.299 | 19.663 | 20.316 | 21.428 | 20.784 | 22.165 | 33.733 | |||||||||||
| Correlations | |||||||||||||||||||||||||||||
| Loneliness | Life satisfaction | Psychological distress | |||||||||||||||||||||||||||
| Loneliness | T1 | T2 | T3 | T4 | T5 | T6 | T7 | T1 | T2 | T3 | T4 | T5 | T6 | T7 | T1 | T2 | T3 | T4 | T5 | T6 | T7 | ||||||||
| T1 | 1.000 | –0.383 | |||||||||||||||||||||||||||
| T2 | 0.419 | 1.000 | –0.243 | 0.314 | |||||||||||||||||||||||||
| T3 | 0.442 | 0.658 | 1.000 | –0.272 | 0.347 | 0.510 | |||||||||||||||||||||||
| T4 | 0.457 | 0. 622 | 0.702 | 1.000 | –0.285 | 0.364 | 0.503 | 0.548 | |||||||||||||||||||||
| T5 | 0.458 | 0. 589 | 0.655 | 0.710 | 1.000 | –0.302 | 0.373 | 0.493 | 0.534 | 0.548 | |||||||||||||||||||
| T6 | 0.474 | 0. 554 | 0.612 | 0.645 | 0.683 | 1.000 | –0.295 | –0.265 | 0.384 | 0.466 | 0.503 | 0.506 | 0.522 | ||||||||||||||||
| T7 | 0.467 | 0.559 | 0.612 | 0.633 | 0.654 | 0.677 | 1.000 | –0.302 | –0.265 | –0.303 | 0.367 | 0.463 | 0.497 | 0.494 | 0.483 | 0.502 | |||||||||||||
| Life satisfaction | T1 | 1.000 | |||||||||||||||||||||||||||
| T2 | |||||||||||||||||||||||||||||
| T3 | |||||||||||||||||||||||||||||
| T4 | |||||||||||||||||||||||||||||
| T5 | –0.194 | –0.198 | –0.221 | –0.250 | –0.293 | 0.308 | 1.000 | –0.233 | –0.265 | –0.306 | –0.310 | ||||||||||||||||||
| T6 | –0.251 | –0. 230 | –0.263 | –0.290 | –0.314 | –0.351 | 0.311 | 0.421 | 1.000 | –0.257 | –0.310 | –0.340 | –0.348 | –0.367 | |||||||||||||||
| T7 | –0.194 | –0.205 | –.236 | –0.254 | –0.281 | –0.262 | –0.294 | 0.303 | 0.378 | 0.404 | 1.000 | –0.241 | –0.280 | –0.296 | –0.295 | –0.308 | –0.320 | ||||||||||||
| Psychological distress | T1 | 0.478 | –0.510 | 1.000 | |||||||||||||||||||||||||
| T2 | 0.335 | 0.545 | –0.304 | 0.448 | 1.000 | ||||||||||||||||||||||||
| T3 | 0.342 | 0.474 | 0.579 | –0.315 | 0.474 | 0.747 | 1.000 | ||||||||||||||||||||||
| T4 | 0.328 | 0.413 | 0.481 | 0.573 | –0.304 | 0.463 | 0.668 | 0.753 | 1.000 | ||||||||||||||||||||
| T5 | 0.341 | 0.389 | 0.442 | 0.495 | 0.584 | –0.331 | –0.380 | 0.490 | 0.627 | 0.698 | 0.752 | 1.000 | |||||||||||||||||
| T6 | 0.355 | 0.385 | 0.410 | 0.455 | 0.495 | 0.585 | –0.320 | –0.308 | –0.431 | 0.478 | 0.585 | 0.627 | 0.674 | 0.711 | 1.000 | ||||||||||||||
| T7 | 0.343 | 0.383 | 0.407 | 0.446 | 0.471 | 0.495 | 0.591 | –0.308 | –0.281 | –0.349 | –0.364 | 0.466 | 0.578 | 0.610 | 0.631 | 0.651 | 0.693 | 1.000 | |||||||||||
Intercept and slope mean parameter estimates
| Estimate | Standard error ( | Estimate/ | ||
|---|---|---|---|---|
| Intercept loneliness | 1.368 | .007 | 201.296 | <.001 |
| Slope loneliness | .004 | .001 | 3.574 | <.001 |
| Intercept life satisfaction | 5.278 | .018 | 287.286 | <.001 |
| Slope life satisfaction | –.055 | .004 | -15.305 | <.001 |
| Intercept psychological distress | 11.548 | .069 | 168.074 | <.001 |
| Slope psychological distress | .076 | .011 | 6.771 | <.001 |
Parameter estimates for model B
| Model results | ||||
|---|---|---|---|---|
| Estimate | Standard error ( | Estimate/ | ||
| Intercept of loneliness WITH | ||||
| Slope of loneliness | .028 | .066 | .428 | .668 |
| Intercept of life satisfaction WITH | ||||
| Slope of life satisfaction | .086 | .315 | .273 | .785 |
| Intercept of loneliness | –.611 | .073 | –8.391 | < .001 |
| Slope of loneliness | .006 | .077 | .075 | .940 |
| Intercept of psychological distress WITH | ||||
| Slope of psychological distress | –.011 | .073 | –.0148 | .882 |
| Intercept of loneliness | .815 | .019 | 43.560 | <.001 |
| Slope of loneliness | –.158 | .054 | –2.897 | .004 |
| Intercept for life satisfaction | –.815 | .092 | –8.865 | <.001 |
| Slope of life satisfaction | .174 | .066 | 2.620 | .009 |
| Slope of life satisfaction WITH | ||||
| Intercept of loneliness | .068 | .060 | 1.117 | .264 |
| Slope of loneliness | –.670 | .170 | –3.933 | <.001 |
| Slope of psychological distress WITH | ||||
| Intercept of loneliness | –.0447 | .061 | –7.311 | <.001 |
| Slope of loneliness | 1.784 | .194 | 9.183 | <.001 |
| Intercept of life satisfaction | .356 | .081 | 4.370 | <.001 |
| Slope of life satisfaction | –1.191 | .261 | –4.558 | <.001 |
Predictors in model B
| Model results | ||||
|---|---|---|---|---|
| Estimate | Standard error ( | Estimate/ | ||
| Loneliness | ||||
| 25+ age group (ref. 16–24 years) | –0.140 | 0.023 | –5.989 | 0.000 |
| <65 age group (ref. 65+ years) | –0.060 | 0.022 | –2.727 | 0.006 |
| F gender (ref. M) | 0.069 | 0.017 | 4.067 | 0.000 |
| Relationship (ref. Single) | –0.087 | 0.023 | –3.864 | 0.000 |
| NHS shielded | 0.193 | 0.019 | 10.438 | 0.000 |
| Friends of similar age | 0.051 | 0.021 | 2.467 | 0.014 |
| Friends of similar ethnicity | 0.061 | 0.022 | 2.804 | 0.005 |
| Number of close friends | –0.056 | 0.021 | –2.735 | 0.006 |
| Amount of time on social media with friends | –0.029 | 0.023 | –1.286 | 0.198 |
| Neighbourhood quality | 0.208 | 0.022 | 9.568 | 0.000 |
| England | 0.216 | 0.128 | 1.688 | 0.091 |
| Wales | 0.144 | 0.077 | 1.871 | 0.061 |
| Scotland | 0.181 | 0.092 | 1.967 | 0.049 |
| Northern Ireland | 0.149 | 0.077 | 1.944 | 0.052 |
| Urban | –0.010 | 0.020 | –0.516 | 0.606 |
| Change in loneliness | ||||
| 25+ age group (ref. 16–24 years) | 0.009 | 0.039 | 0.222 | 0.824 |
| <65 age group (ref. 65+ years) | 0.030 | 0.043 | 0.684 | 0.494 |
| F gender (ref. M) | –0.007 | –0.034 | –0.203 | 0.839 |
| Relationship (ref. Single) | 0.011 | 0.044 | 0.255 | 0.798 |
| NHS shielded | –0.091 | 0.037 | –2.424 | 0.015 |
| Friends of similar age | –0.008 | 0.041 | –0.187 | 0.851 |
| Friends of similar ethnicity | –0.017 | 0.043 | –0.406 | 0.685 |
| Number of close friends | 0.086 | 0.037 | 2.320 | 0.020 |
| Amount of time on social media with friends | 0.029 | 0.035 | 0.825 | 0.409 |
| Neighbourhood Quality | –0.047 | 0.044 | –1.078 | 0.281 |
| England | 0.020 | 0.218 | 0.093 | 0.926 |
| Wales | 0.013 | 0.134 | 0.099 | 0.921 |
| Scotland | –0.102 | 0.157 | –0.648 | 0.517 |
| Northern Ireland | 0.014 | 0.125 | 0.112 | 0.911 |
| Urban | 0.006 | 0.039 | 0.145 | 0.885 |
| Life satisfaction | ||||
| 25+ age group (ref. 16–24 years) | 0.374 | 0.041 | 9.144 | 0.000 |
| <65 age group (ref. 65+ years) | 0.080 | 0.028 | 2.906 | 0.004 |
| F gender (ref. M) | –0.133 | 0.028 | –4.701 | 0.000 |
| Relationship (ref. Single) | 0.017 | 0.026 | 0.634 | 0.526 |
| NHS shielded | 0.015 | 0.026 | 0.586 | 0.558 |
| Friends of similar age | –0.079 | 0.027 | –2.862 | 0.004 |
| Friends of similar ethnicity | 0.022 | 0.029 | 0.753 | 0.452 |
| Number of close friends | 0.096 | 0.026 | 3.661 | 0.000 |
| Amount of time on social media with friends | –0.070 | 0.045 | –1.558 | 0.119 |
| Neighbourhood quality | –0.245 | 0.033 | –7.387 | 0.000 |
| England | 0.420 | 0.331 | 1.266 | 0.206 |
| Wales | 0.266 | 0.196 | 1.356 | 0.175 |
| Scotland | 0.242 | 0.237 | 1.019 | 0.308 |
| Northern Ireland | 0.254 | 0.199 | 1.274 | 0.203 |
| Urban | 0.000 | 0.027 | –0.010 | 0.992 |
| Change in life satisfaction | ||||
| 25+ age group (ref. 16–24 years) | –0.211 | 0.055 | –3.839 | 0.000 |
| <65 age group (ref. 65+ years) | –0.037 | 0.043 | –0.861 | 0.389 |
| F gender (ref. M) | 0.158 | 0.050 | 3.172 | 0.002 |
| Relationship (ref. Single) | 0.030 | 0.040 | 0.738 | 0.460 |
| NHS shielded | –0.037 | 0.041 | –.0917 | 0.359 |
| Friends of similar age | 0.023 | 0.042 | 0.558 | 0.577 |
| Friends of similar ethnicity | –0.091 | 0.050 | –1.809 | 0.070 |
| Number of close friends | –0.098 | 0.040 | –2.456 | 0.014 |
| Amount of time on social media with friends | 0.048 | 0.070 | 0.684 | 0.494 |
| Neighbourhood quality | 0.118 | 0.047 | 2.532 | 0.011 |
| England | –0.986 | 0.595 | –1.657 | 0.097 |
| Wales | –0.610 | 0.353 | –1.729 | 0.084 |
| Scotland | –0.659 | 0.424 | –1.554 | 0.120 |
| Northern Ireland | –0.571 | 0.357 | –1.599 | 0.110 |
| Urban | 0.043 | 0.044 | 0.986 | 0.324 |
| Psychological distress | ||||
| 25+ age group (ref. 16–24 years) | –0.164 | 0.024 | –6.740 | 0.000 |
| <65 age group (ref. 65+ years) | –0.048 | 0.021 | –2.242 | 0.025 |
| F gender (ref. M) | 0.110 | 0.017 | 6.327 | 0.000 |
| Relationship (ref. Single) | –0.047 | 0.021 | –2.268 | 0.023 |
| NHS shielded | 0.179 | 0.018 | 9.799 | 0.000 |
| Friends of similar age | 0.041 | 0.020 | 2.032 | 0.042 |
| Friends of similar ethnicity | 0.040 | 0.020 | 1.983 | 0.047 |
| Number of close friends | –0.051 | 0.022 | –2.323 | 0.020 |
| Amount of time on social media with friends | 0.008 | 0.028 | 0.296 | 0.768 |
| Neighbourhood quality | 0.145 | 0.022 | 6.722 | 0.000 |
| England | 0.009 | 0.150 | 0.061 | 0.952 |
| Wales | 0.012 | 0.089 | 0.136 | 0.892 |
| Scotland | 0.040 | 0.108 | 0.371 | 0.711 |
| Northern Ireland | 0.028 | 0.090 | 0.310 | 0.757 |
| Urban | –0.013 | 0.020 | –0.676 | 0.499 |
| Change in psychological distress | ||||
| 25+ age group (ref. 16–24 years) | 0.043 | 0.051 | 0.849 | 0.396 |
| <65 age group (ref. 65+ years) | 0.039 | 0.040 | 0.976 | 0.329 |
| F gender (ref. M) | –0.040 | 0.028 | –1.455 | 0.146 |
| Relationship (ref. Single) | 0.004 | 0.039 | 0.092 | 0.927 |
| NHS shielded | –0.044 | 0.035 | –1.236 | 0.216 |
| Friends of similar age | 0.032 | 0.038 | 0.851 | 0.395 |
| Friends of similar ethnicity | 0.022 | 0.039 | 0.558 | 0.577 |
| Number of close friends | 0.021 | 0.048 | 0.432 | 0.666 |
| Amount of time on social media with friends | –0.044 | 0.038 | –1.147 | 0.251 |
| Neighbourhood Quality | 0.025 | 0.042 | 0.611 | 0.541 |
| England | 0.179 | 0.246 | 0.730 | 0.465 |
| Wales | 0.100 | 0.147 | 0.684 | 0.494 |
| Scotland | 0.060 | 0.178 | 0.337 | 0.736 |
| Northern Ireland | 0.086 | 0.146 | 0.588 | 0.556 |
| Urban | –0.016 | 0.036 | –0.441 | 0.659 |