Understanding the ideological construction of the Gulf crisis in Arab media discourse: A critical discourse analytic study of the headlines of Al Arabiya English and Al Jazeera English
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
This article investigates the ideologisation of Arab media discourse and takes as a case in point the ideological construction of the Gulf crisis in the headlines of Al Arabiya English and Al Jazeera English. A corpus of 515 headlines produced between May and June 2017 is examined using an interdisciplinary critical discourse analytic framework. Analysis is conducted at two levels: a textual level concerned with the analysis of the semantic and syntactic aspects of headlines and a socio-cognitive level informed by insights from Van Dijk’s ideological square concept and his mental model theory and Laclau and Mouffe’s discourse theory. Findings indicate that both platforms are ideologically biased toward the political perspectives of their host states, although in a lesser degree in Al Jazeera English, and also reveal the various discursive strategies used to construct subjective mental models and reference frames to guide readers understanding of the crisis.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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