Are insights from Indigenous health shaping a paradigm shift in health promotion praxis in Australia?
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
Health promotion really is at a cross-road. Traditionally guided by the Ottawa Charter, it has been thought of as principle-guided actions, processes and technique, as well as outcomes or results. Health promotion has been characterised by its products and some even call it theory. In Australia, public funding for health promotion has, for many years, shaped its practice into behaviour change interventions. However, governments around the country are reconsidering their investments, evidenced by ideologically motivated policy shifts and associated substantial funding cuts. Recently, themes of empowerment, community control and community agency have emerged as new directions for future health promotion praxis and reports of activism-based approaches that seek to mobilise community energies around sexual health inequity have started to appear in the literature. Noting parallel developments in the social determinants and social change discourses, this paper posits that cutting edge health promotion efforts by Indigenous communities in Australia are shaping a new approach with potentially global application.
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 | 0.008 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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