Modals as Carriers of Ideology in Salmon Fishing in the Yemen
Bibliographic record
Abstract
Modality encodes speakers or writers’ attitudes towards, and evaluations of, people and states of affairs. These evaluative attitudes are often ideologically motivated. This paper investigates ideology as carried by modal expressions in Salmon Fishing in the Yemen. Of the ten genres constituting the narrative, the newspaper articles have been selected for analysis. The paper adopts Simpson’s (1993) analytical framework, aka Critical Linguistics, in order to achieve three objectives. It aims to identify the modal expressions employed in the selected newspaper articles, classify the relevant modalized, and modally unmarked, statements, and explore the ideological assumptions and evaluations generated by the modal expressions, or their absence, in relation to the characters’ attitudes towards each other and towards the thematic developments in the novel. Analysis uncovers a dichotomy constructed between the East and West. The East, represented by the salmon project, Sheikh Muhammad and the Yemeni government, is projected as submissive and inferior.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.008 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".