Rapid Reentry Resources: Needs Assessment of a Mobile Reentry Service Trailer for People Leaving a Superjail
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
Reentry is a challenging period associated with increased risk of mortality, drug overdose, and homelessness. Mobile reentry services offer rapid support at convenient locations for individuals released from custody. We conducted a needs-assessment of a Mobile Reintegration Service located outside a detention center in Ontario, Canada, through a focus group with staff members. Applying the Strengths, Weaknesses, Opportunities, and Threats methodology, the findings revealed strengths such as the mobile service's proximity to detention center, its peer support worker program, and provision of basic needs items. Mobile reentry services offer innovative ways to support the complex needs of individuals leaving correctional institutions.
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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 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it