Operational and organisational stressors in community correctional work: Insights from probation and parole officers in Ontario, Canada
Bibliographic record
Abstract
In the current article, we investigate the occupational stressors parole and probation officers working in provincial correctional services in Ontario, Canada experience. We examine four specific stressors that emerged thematically from participants’ open-ended survey responses, and conceptualize these as operational factors (i.e., the duties of the job) or organisational factors (i.e., structural aspects of the organisation in which parole or probation officers work). Participants identified the operational stressor of exposure to potentially psychologically traumatic events and secondary trauma, as well as three predominant organisational stressors: paperwork and administrative tasks, insufficient human resources, and workplace relationships and tensions. Drawing from literatures on parole and probation, workplace stress, and organisational cultures and behaviours, we analyse how these stressors have detrimental impacts on the mental health and well-being of community correctional workers, which in turn compromises their ability to effectively supervise and support individuals on their caseload. Policy and well-being implications are discussed.
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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 | 0.000 | 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 | 0.001 | 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".