School Counsellors' Understanding of Non-Suicidal Self-Injury: Experiences and International Variability.
Bibliographic record
Abstract
Non-suicidal self-injury (NSSI) is a concern among professionals working with youth. The present study examined school counsellors’ experiences, training and school preparedness, perceived knowledge, beliefs, and intervention approaches related to NSSI. Participants were 470 school counsellors (417 female, 53 male) from across North America (156 Canada, 314 United States). Although NSSI is largely within counsellors’ scope of practice, as evidenced by the 92% who reported working with a student who engaged in NSSI at some point during their career, counsellors reported only moderate levels of NSSI knowledge, a lack of formal training, and an absence of school policies concerning NSSI management. American counsellors endorsed more media-based representations about NSSI than their Canadian counterparts. Discussion focuses on the need for training among school counsellors and the improvement of service delivery across North America for youth who engage in NSSI.
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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) | 0.001 | 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".