Girls and Young Women Negotiate Wellbeing during COVID-19 in Quebec
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 feature photographs and cellphilms produced by 13 girls and young women (aged 13 to 19) from urban, rural, and Indigenous areas of Quebec, Canada during the COVID-19 pandemic. Framed within girls’ studies, we present girls’ and young women’s creations and co-analysis about wellbeing during a period of lockdown. We explore how girls and young women restructured their routines at home as well as negotiated motivation and the pressure to be productive. We note that girls had more time than usual for creative activities and self-discovery and that they engaged with the politics of the pandemic and advocated for collective forms of wellbeing. Importantly, girls reported that participating in this research improved their wellbeing during this lockdown.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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