Woke girls: from<i>The Girl’s Realm</i>to<i>Teen Vogue</i>
Bibliographic record
Abstract
The article places the girls’ magazine Teen Vogue within the broader history of girls print culture, by reading it in relation to the Victorian girls’ magazine Girl’s Realm. These two periodicals represent two moments in the history of print culture, the rise of magazines in the late 19th century, bookended by what appears to the end of print culture in the early 21st century. During these moments, both magazines make and remake the ideal girl through the redefinition and contestation of narrow models of girlhood that reimagine the implied girl reader as invested with political agency. Both of these magazines reimagine the female reader as engaged with the social and cultural politics of their respective eras. The political legacies of these two magazines open up new possibilities for scholars of girls’ media studies to rethink the historical trajectories of feminist girls’ cultures and the relevance of the girls’ periodical press in defining politically activist girl readers.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.010 |
| Scholarly communication | 0.011 | 0.006 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".