Affect Work and Infected Bodies: Biosecurity in an Age of Emerging Infectious Disease
Bibliographic record
Abstract
The movement of viruses is, in part, enabled when frontline workers straddle the sites of where illness meets health or where mobile bodies meet those that are fixed. Using the 2003 SARS outbreak in Toronto as a lens, this paper explores the neoliberalisms and managerialism that render nurses and hotel housekeepers vulnerable, then turns attention to how their affective immaterial labour was simultaneously demanded and dismissed during the outbreak. I argue the affective labour of both nurses and hotel housekeepers is mobilized to perform unquantifiable but essential life-management and that they function as a frontline of the barrier in thwarting the mobility of SARS as an infectious disease. Thus, nurses and hotel housekeepers are precarious gatekeepers, in vulnerable positions as they perform tasks of biosecurity as they monitor borders of transmission.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.026 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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".