The Resilience of Emerging Adults in a Stressed Industrialised Environment in Eswatini
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Transitioning to adulthood can be stressful, particularly when young people live in challenging contexts. One such context is Eswatini, a low-income African country challenged by structural violence. Still, how Swazi emerging adults mitigate related challenges is unknown. To redress this knowledge gap, we report a qualitative study with 30 Swazi emerging adults (15 men; 15 women; 18-to-24-years) living in Matsapha, an industrial hub characterised by relentless physical, social, and financial stressors. Using reflexive thematic analysis, we found that a mix of resources (personal drive, enabling connections, a resourced ecology) co-supported resilience to stressors that emerging adults perceived as unavoidable. The detail of this resource-mix implies that emerging adult resilience is a developmentally and contextually responsive process. The findings also signpost that emerging adult resilience is a collaborative effort, one that requires an enabling physical and relational environment, and government commitment to co-facilitating that environment.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it