Calls for educating girls in the Third World: futurity, girls and the ‘Third World Woman’
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
In this article I examine three calls for Western support for girls' education in the ‘developing world’. Using transnational feminist theory and discourse analysis I look at three examples of these calls; Three Cups of Tea, ‘Because I Am a Girl’ and the United National Girls Education Initiative. I suggest that what Mohanty (1988) terms the ‘Third World Woman’ – a homogeneous, static image of women in the third world – is the spectre used to motivate Western support. Through representations of girls, Western viewers/readers are hailed to invest in order to save the girl-child from the haunting ‘Third World Woman’. The girl-child, through her particularity as a girl, her future womanhood as motherhood and her neoliberal potential, becomes presented as emblems of a better future with the investment of Westerners.
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 | 0.003 | 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 | 0.001 | 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) | 0.000 | 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 it