Arab Women's Education and Gender Perceptions: An Insider Analysis
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
Studies focusing exclusively on the connection between Arab Muslim women’s educational pursuits and their gender perceptions, and how their gender perceptions may have changed as a result of living in two different cultures, are rarely conducted. Additionally, the factors that may influence an Arab Muslim woman’s educational pursuits seem seldom investigated. This article is highlighting some factors that may influence Arab Muslim women’s gender perceptions. In researching Arab Muslim women’s experiences, I considered the diversity and multiplicity of their race, ethnicity, class, and experience. How Arab Muslim women construct the gender aspect of their identities and how these identities may have changed or shifted as a result of living in Canada and attending Canadian educational institutions is explored. The cultural and religious reproduction of gender socialization is a major part of the analysis in this article.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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