Submitted:
02 October 2024
Posted:
03 October 2024
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
Design
Participants
Measures
Psychological Distress (CORE-10)
Generalised Anxiety (GAD-7)
Flourishing (PERMA-Profiler)
Personal Wellbeing (ONS-4)
Procedure
Statistical Analysis
3. Results
4. Discussion
4.1. Limitations
4.2. Practical Implications and Recommendations
4.2.1. Policy Implications
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
| Fixed Effects | Flourishing (PERMA) | Distress (CORE-10) | Generalised Anxiety (GAD – 7) | |||||||||||||||
| 95% CI | 95% CI | 95% CI | ||||||||||||||||
| Est | LL | UL | t | p | Est | LL | UL | t | p | Est | LL | UL | t | p | ||||
| Intercept | 93.59 | 90.99 | 96.20 | 70.44 | <.001 | 14.24 | 13.66 | 14.83 | 47.79 | <.001 | 6.92 | 6.42 | 7.42 | 27.34 | <.001 | |||
| Time 1 (Year 1 - Baseline) |
-3.34 | -5.62 | -1.07 | -2.88 | .004 | 1.62 | .93 | 2.32 | 4.57 | <.001 | -.37 | -.90 | .15 | -1.39 | .164 | |||
| Time 2 (Year 2 - Baseline) |
-2.69 | -4.96 | -.41 | -2.32 | .021 | .11 | -.59 | .80 | .30 | .764 | -1.19 | -1.71 | -.66 | -4.44 | <.001 | |||
|
Random Effects (intercept) |
σ2 | ICC | Model fit | σ2 | ICC | Model fit | σ2 | ICC | Model fit | |||||||||
| AIC | R2 marginal | R2 conditional | AIC | R2 marginal | R2 conditional | AIC | R2 marginal | R2 conditional | ||||||||||
| Participant | 462.24 | 0.70 | 7919.90 | <0.01 | 0.70 | 20.34 | 0.52 | 5576.88 | 0.01 | 0.53 | 15.64 | 0.59 | 5174.96 | 0.01 | 0.60 | |||
| Note: Est: Estimates, LL: Lower Limit, UL: Upper Limit, σ2: residual variance, ICC: intraclass correlation coefficient, AIC: Akaike information criterion, R2 marginal: variance explained by the fixed effects over the total (expected) variance of the dependent variable, R2 conditional: variance explained by the fixed and random effects over the total (expected) variance of the dependent variable | ||||||||||||||||||
| Fixed Effects | Life Satisfaction | Life worthwhile | Happiness | Anxiety | |||||||||||||||||||
| 95% CI | 95% CI | 95% CI | 95% CI | ||||||||||||||||||||
| Est | LL | UL | t | p | Est | LL | UL | t | p | Est | LL | UL | t | p | Est | LL | UL | t | p | ||||
| Intercept | 5.92 | 5.69 | 6.14 | 51.13 | <.001 | 6.07 | 5.83 | 6.31 | 49.23 | <.001 | 6.04 | 5.82 | 6.26 | 54.03 | <.001 | 4.63 | 4.44 | 4.82 | 47.31 | <.001 | |||
| Time 1 (Year 1 - Baseline) |
.19 | -.05 | .43 | 1.59 | .113 | -.06 | -.29 | .18 | -.48 | .629 | .23 | -.07 | .54 | 1.49 | .136 | -1.12 | -1.59 | -.65 | -4.66 | <.001 | |||
| Time 2 (Year 2 - Baseline) |
.27 | .03 | .51 | 2.21 | .028 | .10 | -.14 | .33 | .83 | .409 | .46 | .15 | .76 | 2.96 | .003 | -1.67 | -2.14 | -1.20 | -6.97 | <.001 | |||
|
Random Effects (intercept) |
σ2 | ICC | Model fit | σ2 | ICC | Model fit | σ2 | ICC | Model fit | σ2 | ICC | Model fit | |||||||||||
| AIC | R2 marginal | R2 conditional | AIC | R2 marginal | R2 conditional | AIC | R2 marginal | R2 conditional | AIC | R2 marginal | R2 conditional | ||||||||||||
| Participant | 3.27 | 0.60 | 3765.46 | 0.00 | 0.60 | 3.84 | 0.64 | 3778.08 | 0.00 | 0.64 | 2.55 | 0.42 | 4031.51 | 0.01 | 0.42 | 0.00 | 0.00 | 4470.42 | 0.05 | 0.05 | |||
| Note: Est: Estimates, LL: Lower Limit, UL: Upper Limit, σ2: residual variance, ICC: intraclass correlation coefficient, AIC: Akaike information criterion, R2 marginal: variance explained by the fixed effects over the total (expected) variance of the dependent variable, R2 conditional: variance explained by the fixed and random effects over the total (expected) variance of the dependent variable | |||||||||||||||||||||||
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| Demographic characteristic | Number of Participants (n) | Percentage of Sample (%) | |
| Gender | Female | 231 | 76.5 |
| Male | 68 | 22.5 | |
| Non-Binary | 3 | 1 | |
| Age | 19-20 | 18 | 6 |
| 21-22 | 94 | 31.2 | |
| 23-25 | 94 | 31.1 | |
| 26-30 | 31 | 10.2 | |
| 31-40 | 43 | 14.2 | |
| 41+ | 22 | 7.3 | |
| Year of Study | Foundation | 2 | .7 |
| First Year | 10 | 3.3 | |
| Second Year | 38 | 12.6 | |
| Third Year | 81 | 26.8 | |
| Fourth Year | 39 | 12.9 | |
| Masters | 39 | 12.9 | |
| PhD | 5 | 1.7 | |
| N/A – recent graduate | 88 | 29.1 | |
| Baseline (n=300) | Year 1 (n=297) | Year 2 (n=299) | ||||||
| Mean | SD | Mean | SD | Mean | SD | |||
| Flourishing | 95.60 | 23.73 | 92.29 | 26.37 | 92.96 | 27.03 | ||
| Distress | 13.69 | 7.26 | 15.30 | 5.64 | 13.76 | 5.72 | ||
| Generalised Anxiety | 7.44 | 5.30 | 7.06 | 5.03 | 6.25 | 5.06 | ||
| Personal Wellbeing | ||||||||
| Life satisfaction | 5.76 | 2.34 | 5.96 | 2.30 | 6.04 | 2.38 | ||
| Life worthwhile | 6.05 | 2.44 | 6.00 | 2.44 | 6.16 | 2.45 | ||
| Happiness Yesterday | 5.81 | 2.51 | 6.05 | 2.48 | 6.27 | 2.44 | ||
| Anxiety Yesterday | 5.56 | 2.95 | 4.44 | 2.96 | 3.89 | 2.87 | ||
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