Resonant Disruptions: Understanding Canadian Nurses' Practice with Youth Survivors of Sexual Exploitation
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
The sexual exploitation of youth is a global concern. Youth survivors of sexual exploitation present to and require healthcare services, but most nurses do not feel effectively equipped to care for this population. There is currently little nursing literature to guide nurses in their practice with youth survivors. In this article, we report on a qualitative, hermeneutic study undertaken to explore nursing practice with youth survivors of sexual exploitation. Hermeneutics is concerned with understanding, and is a helpful way to conduct research when little is known about a topic. In this study, we asked the research question, “How might we understand nurses’ experiences of working with youth survivors of sexual exploitation?” The findings of this study are captured in three interpretations: (a) Stigma, Refuge, and Beautiful Words; (b) How to Convey Mattering to Youth Survivors of Sexual Exploitation; and (c) What Nurses Hold On to for Themselves and Their Patients. The findings point to a clear need for developing mandatory education and raising and building public awareness.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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