Clinical Supervision, Workplace Culture, and Therapeutic Engagements with Youth at Risk for Suicide
Bibliographic record
Abstract
Clinical supervision practices and workplace cultures are highly influential in shaping the quality of care that clients at risk for suicide receive. The purpose of this qualitative study was to document counselors’ and supervisors’ views regarding the supervisory practices and conditions that enable useful and life-enhancing practices when working with youth who struggle with living. We conducted two, 1.5-hour focus groups with counselors who work with youth at risk for suicide in two separate clinical sites in British Columbia, representing the views of seven counselors. Two clinical supervisors who each supervise a small team of counselors were interviewed individually. Reflexive thematic analysis, informed by a constructionist lens was used to organize and interpret the qualitative data, with a strong emphasis on researcher subjectivity, reflexivity, and the contextual nature of meaning-making. Four themes were generated: being guided by a flexible framework; addressing anxiety in a systemic way; resourcing self and others; and expanding possibilities for engaging with complexity. We argue in favor of flexible, relational, and reflexive approaches to supervision, where the development of useful responses to suicidal behavior can best be understood as a shared, system-wide responsibility, which does not place the onus for “saving lives” onto the shoulders of individual counselors.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".