UNDERSTANDING THE LEGISLATIVE PROCESS OF STRUCTURED INTERVENTION UNITS – CAN STRUCTURED INTERVENTION UNITS SUCESSFULLY TRANSFER FROM LAW INTO PRACTICE?
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Research indicates through perceptual and sensory deprivation as well as social isolation, including restrictions on a prisoner’s freedom of association, assembly and movement, solitary confinement leads to the creation, maintenance, and aggravation of mental and physical harms. Several legal challenges have been launched challenging the constitutionality of using solitary confinement, with two major court decisions in Ontario and British Columbia rendering solitary confinement unconstitutional. The Canadian government responded by introducing Structured Intervention Units (SIUs) through Bill C-83, eliminating solitary confinement in federal prisons. This thesis seeks to determine if SIUs can successfully transfer from policy into practice through analyzing the legislative process of SIUs. By performing a qualitative content analysis of various publicly available documents such as judicial decisions, House of Commons Debates, Senate Debates, their respective committees and stakeholder submissions three themes emerge. Meaningful contact, length of placement and oversight mechanisms are the themes which have been utilized to demonstrate the difficulty of successfully implementing SIUs at the institutional level. This work will set the stage for future research to examine the long-term impacts this policy change will have on those most affected. To determine if this is the best we can do or if more needs to be done to ensure offenders and frontline staff are provided with the proper tools and resources to successfully benefit from this new practice. Furthermore, this research is both important and timely to ensure the same harms evident with administrative segregation are not replicated under the new regime of SIUs.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it