System Entrapment: Dehumanization While Help-Seeking for Suicidality in Women Who Have Experienced Intimate Partner Violence
Bibliographic record
Abstract
Attention to power imbalances when seeking help for suicidality after having been controlled within intimate partner violence (IPV) is crucial in improving health care delivery. Well documented in the literature is the correlation between suicidality and IPV and that help-seeking for each is difficult; however, a gap exists when both intersect. The process of women’s help-seeking is explored in this feminist grounded theory and photovoice multiple qualitative method study. Analysis of interviews with 32 women from New Brunswick, Canada, and photovoice meetings with seven women revealed a basic psycho-social problem. System Entrapment or being dehumanized while seeking help for suicidality occurred as a result of perceived invalidation from health care providers’ lack of empathy. Further harm while providing services to women feeling suicidal can be prevented with a shift from an individualist model toward a trauma and violence informed approach. Understanding the contextual factors influencing women’s suicidality may reduce victim blaming.
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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 | 0.026 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| 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; a candidate call from one teacher head, 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".