A person-centred conceptualisation of non-suicidal self-injury recovery: a practical guide
Bibliographic record
Abstract
Background Non-suicidal self-injury (NSSI) is a behaviour many counselling psychologists encounter in practice, and the way clinician’s respond can have an important impact on the individual’s experience of recovery. The person-centred NSSI recovery framework incorporates the voices of lived experience in understanding the multi-faceted nature of recovery.Objectives This paper outlines important considerations for how the recovery framework can guide clinicians with respect to both therapeutic stance and intervention targets in order to support clients in navigating their experience of NSSI and recovery.Implications Clinicians should adopt a strengths-based approach and foster self-efficacy and self-compassion with persons with lived experience. This paper provides specific recommendations for counselling psychologists and their clients, including encouraging clinicians to avoid making assumptions about the causes, meanings, and outcomes of self-injury, and to be cognizant of the non-linear nature of the recovery process.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 | 0.003 |
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".