“Breaking through the Brokenness”: An Arts-Based Qualitative Exploration of Pregnant Women's Experience of Intimate Partner Violence while Receiving Trauma- and Violence-Informed Antenatal Care
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Intimate partner violence (IPV) is a pervasive, worldwide public health concern. Risk of IPV may elevate during the perinatal period, increasing maternal and fetal health risks. Trauma- and violence-informed care shows promise among interventions addressing associated mental health sequelae. As a secondary analysis, the purpose of this study was to employ a qualitative arts-based exploration to better understand pregnant women's experiences of trauma and violence-informed perinatal care in the context of IPV. Using an arts-based qualitative methodology, different art forms were used to analyze, interpret, and report data, resulting in a layered exploration to represent phenomena. From this, four themes were reflected in four poetic pieces: Black Deep Corners, Triggering my Thoughts, Breaking through the Brokenness, and Now Perfectly Imperfect. Nine pieces of visual art were created reflecting these themes, creating a layered, embodied, artistic way to empathically explore and translate phenomena.
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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 | 0.001 | 0.000 |
| 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 | 0.002 |
| Scholarly communication | 0.000 | 0.002 |
| 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 it