When Is a Teen Magazine Not a Teen Magazine
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
teen magazines. Currie (1999), for example, noted the contradictory messages of teen magazines, which on the one hand encourage girls to make themselves desirable for boys, but on the other encourage girls to yourself. These contradictory messages, Currie argued, resonate with the lived experiences of being a girl in a patriarchal culture. With the jury still out, it was with much relief that I came across two teen magazines that seemed to offer broader perspectives on the lives of young women than other teen magazines I had encountered. One, Teen Voices, is American, and the other, Reluctant Hero, is Canadian (neither uses dates on their issues). Significantly, it was not easy to track either one down, and I wondered to what extent teenage girls might be able to access these alternative een magazines. For this reason, I would like to bring them to the attention of this column's readers, share my discussions with their two editors, and offer a reflective comment on conceptions of identity in these and other teen magazines.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.015 | 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 it