Bibliographic record
Abstract
Chapter 6 discusses the complexities of home and homelessness. It reflects on homelessness, home and social work. Policy definitions of homelessness differ to a sense of being or feeling home-less. A house has cultural, normative, psychological and moral meanings. Yet, home is more than a house. Home can mean different things to different people. Identifications with home for people defined as ‘homeless’ can be multiple, spatial, material, imagined, symbolic, cultural and temporal. It highlights First Nations Peoples’ sense of place and home in New Zealand, Canada and contested definitions of home and homelessness in Australia. Homelessness is gendered and classed and includes experiences of homelessness in migration, as it intersects with the complexities of home and housing for refugees and asylum seekers. This chapter also explores research about home and homelessness in the field of sexuality and ableist assumptions that contribute to ‘othering’ people with a disability. Finally, it points to research on home and the potential of Housing First approaches, drawing policy and practice implications for social work.
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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 | 0.000 | 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 | 0.004 | 0.004 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.033 | 0.009 |
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".