Constructs of childhood, generation and heroism in editorials on young people's climate change activism: Their mobilisation and effects
Why this work is in the frame
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Bibliographic record
Abstract
Abstract We analyse the effects of constructions and mobilisations of childhood, generation and girl heroism in 30 Canadian editorials written in response to 2019 climate change protests. We discuss how the editorials strategically position—and sometimes dismiss—young activists through discourses of childhood innocence, becoming and social participation. Second, we focus on how the editorials mobilise generation to emphasise either generational division or cross‐generational solidarity. Finally, we problematise the editorials' concentration on individualised girl heroism. We thus contextualise and deconstruct truth statements around age, generation and heroism, emphasising instead their effects and the potential for certain narratives to better recognise the diversity and solidarity in climate change activism.
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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 | 0.000 |
| 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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