Bolstering resilience through teacher-student interaction: Lessons for school psychologists
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
Schools are often the only formal service provider for young people living in socio-economically marginalized communities, uniquely positioning school staff to support positive psychosocial outcomes of youth living in adverse contexts. Using data from 2,387 school-going young people [Canada ( N = 1,068), New Zealand ( N = 591), and South Africa ( N = 728)] living in marginalized communities and who participated in the Pathways to Resilience study, this article reviews how student experiences of school staff and school contexts moderated contextual risks and facilitated resilience processes. Findings of these analyses affirm that school staff play an important role in moderating the relationship between resilience resources and community/family risk in both global North and global South contexts. Findings hold important implications for school psychologists, including the need to champion the ways in which teachers can scaffold resilience resources for young people through the quality of the relationships they build with students.
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 | 0.001 | 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 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.004 |
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