Community Reintegration of Previously Incarcerated Older Adults: Exploratory Insights from a Canadian Community Residential Facility Program
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
This paper addresses an immediate gap in knowledge about community reintegration of previously incarcerated older adults. It presents an exploratory case study of a community residential facility program in Ontario, Canada, focusing on the experiences and perspectives of older residents, staff members, and community stakeholders on the community reintegration of previously incarcerated older men. Findings provide insights into the aging-related reintegration issues such as the older men's ability to access health and medical services upon community reentry, the challenges and opportunities of the continuum of support (or lack thereof) to help ease the reintegration process, and stigma and other barriers the older men face as they attempt to access long-term care upon release from correctional institutions. Emergent questions for research, policy, and practice are highlighted and discussed to set an agenda for expanding the thread of inquiry into the community reintegration of previously incarcerated older adults. Future research calls for further investigation into the diversity of experiences (e.g., gender, race/ethnicity, geographical locale) to advance the field of study as it relates to aging and social policy.
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 | 0.002 | 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 | 0.005 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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 it