Bibliographic record
Abstract
With the expectation for mothers to participate in the paid labour market while also fulfilling unpaid responsibilities at home, working mothers are subject to “the burden of a double shift, that is, the burden of a life built exclusively on work” (51). This chapter examines the narrated and photographic experiences of 14 sex working mothers in Canada, with the overarching question: “How do these womxn navigate and negotiate the daily work of social reproduction and paid work in precarious conditions?” The chapter argues that the motivations of participants, as complexly positioned workers within capitalism, to pursue sex work are reflective of antiwork tendencies and Kathi Weeks’ proposition for a postwork society. Participants stress their occupational choice as best enabling them to negotiate some of the traditional constraints of working motherhood – granting some participants financial security, greater flexibility, fewer working hours compared to traditional full-time occupations, refusal to overwork, and/or having greater leisure time to invest in themselves and their families. In doing so, this chapter aims to expand current debates on sex work, working motherhood, and anti-capitalist ideologies.
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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 | 0.000 |
| Science and technology studies | 0.009 | 0.006 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.032 | 0.007 |
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".