Shared Precarities and Maternal Subjectivities: Navigating Motherhood and Child Custody Loss Among North American Women in Street‐Based Sex Work
Bibliographic record
Abstract
Abstract Drawing upon over a decade of research in our respective communities, we argue that the intergenerational socioeconomic insecurities and violence prevalent in the lives of North American street‐involved women, their families, and others in their social circles constitute a set of shared precarities. Taking both socioinstitutional and interpersonal forms, shared precarities obviate the women's rights to access the lived experience and social status of motherhood. Yet they also engender maternal subjectivities reflective of the ambivalence, temporal ambiguity, and interconnections between family and state structures that characterize the women's child custody arrangements. These maternal subjectivities, and the shared precarities that give rise to them, emphasize how individual members of marginalized communities cope with violence generated by the legitimation of particular family forms and devaluation/criminalization of others. [gender, sex work, precarity, United States, Canada]
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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 | 0.004 |
| 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 | 0.006 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.004 |
| 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".