The Development of Dual and Multiple Relationships for Social Workers in Rural Communities
Bibliographic record
Abstract
Mental health professionals who work in small, rural communities often have to contend with dual and multiple relationships. The more integrated service providers are within the community, the more likely they will encounter overlapping personal and professional relationships with clients. Although there is extensive literature on the potential risks of dual and multiple relationships, little empirical evidence exists which addresses the contextual factors that specifically lead to these relationships in rural social work practice. This qualitative study explored the experiences of twelve social workers or social service workers practicing in northern and northwestern Ontario. Findings provide some insight into the complexity and dynamics of dual and multiple relationships in small towns, as well as worker perspectives on the specific contextual circumstances that result in mental health workers encountering these relationships. The unique contribution of this paper to the literature is to highlight factors that increase the likelihood of dual and multiple relationships when they are not as obvious as a clear and immediate conflict of interest. Greater clarity about such precipitating factors will contribute to supervision, training, and sound policy development informed by contextual sensitivity.
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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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.009 | 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".