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
This paper examines two strategies aimed at demonstrating that moral obligations to improve global health exist. The ‘humanitarian model’ stresses that all human beings, regardless of affluence or global location, are fundamentally the same in terms of moral status. This model argues that affluent global citizens’ moral obligations to assist less fortunate ones follow from the desirability of reducing disease and suffering in the world. The ‘political model’ stresses that the lives of the world's rich and poor are inextricably linked because of harmful state-to-state actions and because of the currently existing transnational institutions. These institutions’ design at once secures the high standard of living of the affluent and reinforces the continued foreseeable—and avoidable—deprivation of many of the global poor; and these give rise to compensatory health-related moral obligations beyond borders. This paper argues that political reasoning is unsuitable for the crucial task of determining priority in the receipt of health aid. We conclude that in the context of global health ethics, political reasoning must be supplemented with, if not replaced by, humanitarian reasoning.
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 | 0.158 | 0.104 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.005 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.003 | 0.070 |
| 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