Pigs and Pathogens: “Swine Flu” as a Boundary Object for Animal Rights and Farming Discourses
Bibliographic record
Abstract
Abstract This paper considers the ways in which discourse around the 2009 Swine Flu outbreak reflects differences in framing and symbolic boundary negotiation amongst animal rights organizations, small scale farming advocates and meat industry representatives. Frame analysis shows how “Swine Flu” is treated as a “boundary object” to negotiate its significance and meaning for human and non-animal health writ large. The ambiguity of the virus’ origins, who was responsible, and who should care allowed Swine Flu to emerge as a boundary object for stakeholders to negotiate within public health discourse. Thematic analysis identified six separate frames, revealing patterns of meaning-making by animal rights organizations ( ARO s), farm-to-table groups, and meat industry networks. Frame use illustrates how Swine Flu was situated by competing stakeholders to reinforce a network of boundaries. Future directions consider the applicability of frames to understand boundary processes during COVID -19.
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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 | 0.000 | 0.000 |
| 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 | 0.000 | 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 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".