“I Felt Like I Was a Puppet—He's the Master, and He's Playing With My Life”: Newcomer Women's Experiences of Intimate Partner Violence
Bibliographic record
Abstract
This study adds to a small body of Canadian literature investigating the ways that newcomer women experience, and are impacted by, intimate partner violence (IPV). The study involved qualitative interviews with 15 newcomer women who migrated to Saskatchewan, Canada, from 12 different countries. These findings provide insight into participants' complex lived experiences and illustrate how women's status as newcomers intersected with their experiences of IPV. As well as abuse related to language ability and immigration status, participants in our study described their experiences of physical; sexual; emotional; psychological; economic; and legal abuse; as well as coercive control; isolation; surveillance, stalking, and harassment while in the relationship and after separation; challenges with shared parenting; and the imposition of patriarchal values. Perpetrators of IPV maintained control by intentionally isolating survivors, and participants were also isolated due to their status as a newcomer and their limited English-language ability and social connections.
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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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.012 | 0.010 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 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".