Bibliographic record
Abstract
Issue addressed: Hard-won health gains in many countries are being lost in the wake of the profound economic, social and environmental changes - globalisation, privatisation, the dominance of economics in policy making - that have occurred over the last two decades. Discussion: The Ottawa Charter, the Jakarta Declaration, the environmental movement, the women's movement, the growing internationalisation of Indigenous rights activism and the fights for human rights, for peace and for social justice all show that it is possible to negotiate national and institutional relationships with these global trends. In this context, Australia has much positive experience upon which to build in developing our capacity to work globally Conclusion: It is possible to work toward a different form of globalisation directed toward achieving different ends, including positive human health and ecological balance. So what?: Health promoters should work for changes in policy at international, national and institutional levels as well as incorporating these considerations into their own practice. (author abstract)
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.
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 | 0.013 | 0.032 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.004 | 0.007 |
| Scholarly communication | 0.014 | 0.012 |
| Open science | 0.002 | 0.011 |
| Research integrity | 0.017 | 0.013 |
| Insufficient payload (model declined to judge) | 0.017 | 0.004 |
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".