Searching for the Elusive? Examining the Right to Health’s Status in the Pacific
Bibliographic record
Abstract
Integrating the right to health is pivotal in progressing health and development in the Pacific. The Sustainable Development Goal (sdg) agenda provides an opportunity for this, given the relationship between health, human rights, climate change and sustainable development. The right to health’s content can be utilised to progress country obligations in various ways: through facilitating implementation of Universal Health Coverage, supporting the development of health metrics, and assisting in equitable health policies. Cumulatively, such measures can act as process and outcome indicators of a state’s progressive realisation toward achieving the right to health. In analysing the status of the law and policy relating to the right to health, this study has established a right to health baseline for the Pacific region at sdg commencement, contributing both to monitoring and evaluation, and promoting visibility of this often overlooked region. Methods included a systematic review of the literature on the right to health, and review of six structural rights indicators in existing law and policy relating to the right to health in the 16 Pacific Island Forum countries and territories, 14 of which are recognised as small island developing states. Findings confirm the right to health’s marginalisation in the region. The ratification of United Nations (un) treaties, integration of international human rights obligations into domestic law and policy, and compliance with reporting requirements were found to be piecemeal and ad hoc at best. We argue that while legal recognition is only one step in the process of realising the right to health, the existence of right to health law and policy is a pivotal start if there is to be equitable implementation of the sdg health agenda. We also recommend Pacific nations develop one reporting framework, which can double to meet their reporting requirements under un treaty bodies and sdg 3 global health commitments.
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 | 0.042 | 0.077 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.008 | 0.009 |
| Science and technology studies | 0.003 | 0.024 |
| Scholarly communication | 0.012 | 0.022 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.003 | 0.005 |
| 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".