When schooling experiences are respectful of children’s rights: A pathway to resilience
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
This article reports findings from the Pathways to Resilience study, South Africa. Rooted in a social ecological understanding of resilience, this mixed-methods study investigated resilience processes of black South African youths from poverty-stricken, rural contexts. School-attending youths ( n = 951) completed the Pathways to Resilience Youth Measure (PRYM), which included one resilience measure and two school experience measures. Independent sample t-tests showed that youth reporting agency-supportive school environments ( n = 137) had significantly higher resilience scores than youth with opposite experiences ( n = 330; t(465) = −15.379, p = 0.000). Likewise, youths reporting school staff respect ( n = 171) recorded significantly higher resilience scores than youth who experienced disrespect ( n = 277; t(446) = −14.518, p = 0.000). Subsequently, 130 resilient youths participated in focus groups and/or visual participatory activities to further explore their pathways to resilience. An inductive content analysis of these data illustrated that teacher-facilitated youth agency, aspirations for higher education and employment, and coping with neglect and cruelty, supported resilience processes. Overall, findings suggest that when schooling experiences are supportive of child rights, resilience processes are promoted. This conclusion urges school psychologists and school communities toward transactional practices that support positive youth development in child rights-centred ways.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.020 | 0.006 |
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