The Rescue Discourse: Representations of Saudi Women in the Western Media
Bibliographic record
Abstract
It is important to observe that the media has a significant effect on how people form perceptions, knowledge, and attitudes towards issues in society. Generally, the western media views Saudi women as oppressed, unprivileged, and unable to participate and integrate with society due to Saudi culture, which the western media claims are ultra-conservative. In addition, the western media shows that Saudi women are in desperate need of western intervention to rescue them. The purpose of this paper is to examine the representation of Saudi women in four articles published pre and post the lifting of the driving ban; to investigate the processes in discourse through which such a representation is formed, and to investigate the underlying power relations and ideology that enable and motivate such a representation. Implementing Fairclough’s (1995b) three-dimensional model of CDA, the researchers find that there is a positive shift in the way Saudi women are represented in the media from a submissive image to a more affluent and independent woman.
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How this classification was reachedexpand
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 | 0.006 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".