Beyond and around mandatory reporting in nursing practice: Interrupting a series of deferrals
Bibliographic record
Abstract
Nurses are well positioned to contribute to child protection efforts but are underutilised. This paper describes a critical discursive analysis of nursing responses to child neglect and abuse (CN&A) in British Columbia, Canada. Legal and practice guidelines were analysed alongside nurse interview texts, offering a glimpse into how nurses prevent CN&A in their everyday practice with families. Results show how the primacy of mandatory reporting to child protection authorities coordinates a series of deferrals and how nurses engage with and interrupt these deferrals in everyday practice. Nurses' relational approaches are essential to gain access to the private sphere of the family to assess, plan, elicit cooperation with interventions and monitor the situation. They considered reporting to be one among many possible responses. This study highlights how nursing contributions to prevention are largely overlooked and points to the potential for a more significant role for nurses in a public health approach to child protection.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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".