‘The pen is the spear of today': (re)producing gender in the Maasai schooling setting
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
An essentialist, ‘traditional', Maasai gender ideology that poorly reflects the day-to-day gender realities of residents is being reproduced and dominating in the modern schooling setting of a Maasai community in Southern Kenya. Through an ethnographic analysis based on long-term fieldwork and mixed-method approaches, this paper explores the construction of this gender ideology as reflected in schooling aspirations of parents, teachers, and students, in students’ own constructions of masculinity and femininity, and in school culture. This ideology functions to promote education as a means of cultural preservation and livelihood protection by drawing schooling into the Maasai's unique age-set system and warrior tradition, which is heavily imbued with particular gender constructions. While, arguably, maintaining this traditional ideology may conflict with broader goals of empowerment and social equity for Maasai women, it may serve to facilitate schooling for young girls, off-set increasing and burdensome responsibilities, and provide them with an attainable femininity.
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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 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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