‘Learning what real work…means’:: Ambiguous attitudes towards employment in the Girl’s Own Paper
Bibliographic record
Abstract
Under Charles Peters’s editorship until his death in 1907, the Girl’s Own Paper (GOP, 1880–1956) reflected and responded to its readers’ needs for practical information about employment opportunities. Articles such as “On Earning One’s Living,” “Female Clerks and Book-Keepers,” and “Nursing as a Profession” all appeared in the magazine’s first year. The correspondence sections likewise discussed issues of employment. For example, in response to her letter, “Isolated Hetty” is asked whether her elderly relatives would be inconvenienced by her seeking employment and, if not, she is advised “to apply to some hospital for nursing” and directed towards other numbers of the GOP, where “much has been said about” 1 nursing as a profession. Alongside these informational articles and advice columns were fictional stories depicting working girls in their struggles to support themselves and their families while also remaining virtuous and pure. Despite this overt support for working girls, however, the popular Girl’s Own Paper contains a curious ambivalence towards girls’ employment. Although it was ostensibly targeted towards working- and lower middle-class girls, most of whom would have worked, the GOP reinforces a traditional feminine ideal discouraging middle-class girls from working outside the home, while also reaffirming the necessity for working-class girls to earn income through paid labour. The magazine presents middle-class girls’ employment as admirable and acceptable only when such work is inspired by necessity and only when it remains within the bounds of respectable femininity. This idea of girls’ employment is complicated by the GOP’s fiction, which attempts to contain working girls by portraying them as victims of circumstance with few opportunities to express themselves. The freedoms of employment emerge most obviously in the frequent first-person evidence in the correspondence
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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".