Unintentional Consequences: Facing the Risks of Being a Youth Activist
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
Students involved in social justice activist groups and activities encounter several potentially negative consequences in advocating for issues that are important to them. Through duoethnographic interviews with scholar-activists, former youth activists describe the barriers they experienced as socially engaged young people, including dealing with pushback from their cultural, school, and even activist communities. Without adult allies to help mentor them through these processes, the negative emotions associated with these encounters can lead youth to burn out and leave activism altogether. The findings of this study remind educators that they have an important role to play in providing meaningful activist training, apprenticeship opportunities, and supports for youth who are passionately engaged in progressive social and political action.
 Keywords: social justice activism; youth; duoethnography; student movements
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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 | 0.000 | 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