Stability within the Chaos: The Koori Kids Mental Health Network
Bibliographic record
Abstract
Introduction: The Koori (Aboriginal term for Indigenous people from South Eastern Australia) Kids Mental Health Network is a child, adolescent and family psychiatric service based at the Victorian Aboriginal Health Service, a community health service which is controlled by the Victorian Koori community and based in Melbourne. The Koori Kids Mental Health Network is a collaborating group of Indigenous mental health workers from the Victorian Aboriginal Health Service and other health services together with a network of non-Indigenous workers from mainstream child and adolescent mental health services. Method: This article is a distillation of a 3-hour workshop involving seven members of the Koori Kids Mental Health Network. It comprised an introduction regarding the development of the Network, a section on the process by which Indigenous and mainstream workers have developed their working relationships and fostered each other's development according to the needs of Indigenous families, and a section on the nature of the service provided to these patients. Results: A child and adolescent psychiatric service, relevant to the needs of the Victorian Aboriginal community, has developed through the collaborative functioning of mainstream and aboriginal mental health workers. It has been critical for the development of such a service that it be coordinated by an Aboriginal mental health worker and located within a health service administered by the Aboriginal community. The workshop enabled presentation and discussion of material leading to an understanding of the Service and its development.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.013 | 0.003 |
| Scholarly communication | 0.003 | 0.005 |
| Open science | 0.001 | 0.009 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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".