Homelessness in the Suburbs: Engulfment in the Grotto of Poverty
Bibliographic record
Abstract
This paper describes findings of a research inquiry into the lived experience of homelessness in Peel, a suburban region located in the Greater Toronto Area in Ontario, Canada. It is based on the data from a collaborative project undertaken by members of the Faculties of Health and Education of York University with two local community organizations. The dominant theme of the narratives was that suburban homelessness is similar to being engulfed in a grotto of poverty, isolated from the rest of the community and invisible to it. Once entrapped in the grotto, it is almost impossible to escape from it. There were four sub-themes: (a) falling into the grotto, (b) living/struggling in the grotto, (c) envisioning escape routes from the grotto, and (d) beauty, community and hope in the grotto. Following a discussion of the findings, researchers describe strategies to address homelessness through promotion of social justice for all.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.017 | 0.015 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.001 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".