Advocacy for a new global health development paradigm: building alliances for global public health
Bibliographic record
Abstract
The past 25 years have produced a contradictory and conflicting context for health development. While global NGOs were enunciating a progressive political discourse promoting equity in health and development, elected conservative governments put in place measures that not only impoverished developing countries but also reduced international aid from richer countries. As a result, the structural adjustment policies of the past 25 years have decimated health and education services in poor countries. Recent international documents indicate a strong will by NGOs to regain leadership in the area of support to social development. In this effort to promote health as a human right and development as an avenue for achieving that goal, public health associations throughout the world should prepare for a leading advocacy role to rally partners in this endeavour.
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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 | 0.052 | 0.026 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.010 | 0.032 |
| Scholarly communication | 0.026 | 0.028 |
| Open science | 0.002 | 0.027 |
| Research integrity | 0.011 | 0.014 |
| Insufficient payload (model declined to judge) | 0.015 | 0.002 |
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".