“I Have Strong Hopes for the Future”: Time Orientations and Resilience Among Canadian Indigenous Youth
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
In this article, we demonstrate how concepts of time and the future inform processes of resilience among Indigenous adolescents within an urban Canadian context. This study employed a modified grounded theory methodology by conducting 38 qualitative interviews with 28 Indigenous youth (ages 15-25) over the course of 1 year. The analysis revealed complex processes of and navigations between moments of distress and strategies for resilience. The distressing contexts in which Indigenous youth often find themselves can impact the development of their concepts of time and limit their abilities to conceptualize a future. A future time orientation (FTO) emerged as central to processes of resilience and was supported by (a) nurturing a sense of belonging, (b) developing self-mastery, and
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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 | 0.009 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.006 | 0.002 |
| 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