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
Abstract Research on how to understand legally recognized socio-economic rights produced many insights into the nature of rights. Legally recognized rights to health and, by extension, health care could contribute to health justice. Yet a tension remains between widespread international and transnational constitutional recognition of rights to health and health care and compelling normative conditions for rights recognition from both philosophers seeking to identify the scope and structure of the rights and policy scholars seeking to understand how to practically realize such rights (and measure realization of same). This work identifies an overlooked source of these difficulties: the right to health care and other health rights are necessarily ‘complex’, consisting of multiple related, but irreducible, morally valuable components. ‘Complex rights’ do not fit the traditional structure of human rights, so legal recognition of same can appear confused from a philosophical perspective, but there is ample reason to admit complex rights into our moral ontology and doing so can help bridge the divide between global health practices and ongoing work in the philosophy of rights and public policy. Recognition of complex rights admittedly shifts the burden for justifying health rights, but it does so in a way that is instructive for general philosophical analysis of socio-economic rights.
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 | 0.006 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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