The Family Behind the Farm: Race and the Affective Geographies of Manitoba Pork Production
Bibliographic record
Abstract
As increasing toxicity of Manitoba lakes garners public concern, the environmental impacts of pork producers have come under scrutiny. In this context, the Manitoba Pork Council launched The Family Behind the Farm, a series of advertisements and testimonials featuring pork producers and their families. We examine how this campaign operates affectively to distance the family farm from industrial pork production. Building upon geographical literature theorizing the relationship between race and affect, we argue that the campaign mobilizes pride in the family farm through heteronormative and racialized affects of intimacy, tradition, and intergenerational continuity. In the process, not only is pork production made innocent, but the family farm, and rural Manitoba itself, is reproduced as a white, heteronormative space with an innocent past and secure future. By analyzing this specific case, the paper demonstrates the role of the heteronormative family in reproducing affective geographies of whiteness.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.003 |
| 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; both teacher heads agree on what is shown here.
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".