Turn the Page, Hear Her Shout: Dissident Voices in the Journals of Female Secondary School Students and the Silence of their Male Counterparts
Bibliographic record
Abstract
This research investigates how a minority of female secondary school students in a Writing 12 class resisted internalization of gender stories by rewriting and subverting those same stories through the process of journaling. Journal material collected from five female students was analyzed using qualitative narrative analysis of quotes that demonstrate rewritten gender stories. The research examines how female students positioned the self as the storyteller, and by doing so, adopted an active role in reconstructing their narrative identities to include traits of strength and resilience. Journal material collected from three male students—the only consenting male students—revealed an absence of these students directly addressing the concept of gender through writing. The research suggests that for these male students, simply engaging in the project of journaling was a form of resistance against gender stories idealizing an noncompliant, less emotionally active male student and writer.
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How this classification was reachedexpand
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 | 0.004 | 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".