The Construction of Femininity Embraced in the Work of Caring for Children Caught Between Aspirations and Reality
Bibliographic record
Abstract
"It's my life so I'll do what I want, right?" These words, spoken by a young woman during the course of an interview provide a suitable starting point for the following examination. The belief that you can be anything you want to be if you want it bad enough and work hard enough is the massively prevalent ideological underpinning of many of the social relations and economic and political forms that touch our everyday lives. The effect of this assured ideological construct is that many disadvantaged groups (among them women) blame themselves for their own disadvantage. Conventional wisdom claims that the failure to realize one's aspirations is the result of inadequate will, initiative or ability. Such a claim fails to acknowledge that people are embedded in social, cultural and ideological forms, relations and practices that give meaning to who they are and who they might become.
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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 | 0.015 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.019 | 0.137 |
| Scholarly communication | 0.014 | 0.008 |
| Open science | 0.001 | 0.011 |
| Research integrity | 0.003 | 0.009 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".