Shifting the Resilience Narrative: A Qualitative Study of Resilience in the Canadian Post-secondary Context
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
Resilience has been championed as important for mitigating stressors and challenges experienced by students during post-secondary education, as evidenced by the abundance of programs aimed at enhancing student resilience. Despite growing attention to resilience, there continues to be a lack of consensus about the definition or operationalization of the concept. Even less is known about how to foster resilience in the post-secondary context, especially for marginalized or underrepresented students, who are recognized to be at increased risk for negative mental health outcomes during their post-secondary education. To address these gaps, we employed qualitative methodology to explore marginalized or underrepresented students’ perceptions of resilience. Findings demonstrated that resilience arises from a complex and dynamic interplay between personal skills and attitudes and resources available within students’ communities. Post-secondary institutions are called to shift from individual student responsibility to a collective and shared responsibility for students’ wellbeing in the face of adversity.
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 | 0.003 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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