Saudi Arabia and Saudi Women in Research Literature: A Critical Look
Bibliographic record
Abstract
The literature abounds with many researches and articles that are written in a way that portray the Kingdom of Saudi Arabia as the poster child of hegemony, essentialism and women oppression. In recent years, no aspect of Saudi Arabian society has been subject to more scrutiny and debate than the women’s domain. Women’s rights and responsibilities have been controversial issues among both conservatives and progressives in Saudi Arabia; nevertheless, Saudi women remain among the least studied population. This study draws on the academic and professional experiences of the author dealing with Saudi women in Canada, the UK, the USA and inside Saudi Arabia to further the critical scholarship on Saudi Arabia and Saudi women as site and population of academic research to avoid the essentialist, orientalist and Westernized understanding of Saudi Arabia and Saudi women. This article is a springboard to any researcher interested in studying – critically- Saudi women’s issues.
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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 | 0.020 | 0.027 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.005 | 0.004 |
| Science and technology studies | 0.012 | 0.017 |
| Scholarly communication | 0.014 | 0.009 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.004 | 0.004 |
| 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 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".