Asylum Seekers Living in the Australian Community: A Casework and Reception Approach, Asylum Seeker Project, Hotham Mission, Melbourne
Bibliographic record
Abstract
In Australia, asylum seekers either are detained in immigration detention centres or, depending upon their mode of entry into Australia and the status of their application for protection, live in the community, often in a state of abject poverty. Hotham Mission’s Asylum Seeker Project (ASP), a Melbourne-based non-governmental organization (NGO), is unique in Australia in its comprehensive work in housing and supporting asylum seekers in the community, particularly those released from detention. The work of the Asylum Seeker Project illustrates that it is possible, through the application of a comprehensive reception casework system, to adequately support asylum seekers in the community with their welfare needs and to prepare asylum seekers for all immigration outcomes. The Project thus provides a compassionate model of reception support and a viable alternative to immigration detention.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.019 | 0.004 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 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".