Assessment and treatment of sexual offenders in Saskatchewan
Bibliographic record
Abstract
The sexual abuse of children is a serious social concern. Thus, sexual offenders must receive accurate assessments and effective treatment programming to minimise re-offence rates. There is ample evidence in the literature to support the assertion that treatment strategies need to be matched to an offender’s level of risk for re-offence, and his or her specific risk factors for re-offence. In terms of males, extra-familial sexual offenders are reportedly more likely to re-offend than are intra-familial sexual offenders. If recidivism rates are indeed higher for extra-familial offenders it follows that the assessment and treatment protocols should be reflective of such. In addition, cultural specificity of assessment and treatment strategies is of great import, especially with respect to Canadian Aboriginal peoples given the rates of Aboriginal peoples in Canadian correctional institutions. Based on this preliminary review of the assessment and treatment of sexual offenders in the Saskatchewan correctional system, potential culture-specific assessment and treatment needs do not appear to be differentially addressed. Additionally, differences in assessment and treatment practices relevant to level of risk do not appear to be present at the provincial level in Saskatchewan. In this paper it is argued that these potential inconsistencies must be examined and empirically investigated in future research and, if indeed present, appropriately addressed in order to provide effective rehabilitation services and to ensure ongoing public safety.
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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 | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".