Promoting child and youth resilience by strengthening home and school environments: A literature review
Bibliographic record
Abstract
A multisystemic model of resilience suggests that the capacity of one system to cope with atypical stress improves the capacity of co-occurring systems. In this paper, we review research demonstrating this relationship, where the more resilient caregivers are, the more likely children are to experience the promotive and protective factors they require for optimal growth and development in both home and school settings. We examine research from the last two decades on school- or family-based resilience promoting interventions, and advocate for a new perspective which adopts a multisystemic view of resilience in order to redirect the focus of the international research agenda, which places emphasis on children rather than systems. The implications of this multisystemic approach to resilience are discussed in relation to the design of programs that promote the well-being of parents and teachers in ways that contribute to more supportive and stable home and school environments for children.
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How this classification was reachedexpand
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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 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 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".