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
Are democratic egalitarians bound to endorse statism? It seems so, since they insist on democratic reciprocity, and no such relation exists in the global realm. Would it not, then, be inconsistent to endorse both cosmopolitanism and democratic egalitarianism? Democratic egalitarians seemingly face a dilemma: either they accept statism, or they must explain why not. Luck egalitarianism, by contrast, seemingly grounds more straightforwardly the claim that justice is global in scope. My thesis is twofold: first, I show that democratic egalitarians can escape the dilemma, to the effect that, as such, they need be committed neither to statism nor to cosmopolitanism, and that luck egalitarians are not as shielded from the dilemma as it might seem. Second, I defend the plausibility of global social egalitarianism against both statist variants of democratic egalitarianism and luck egalitarianism, and suggest a form of division of labor between domestic and global justice.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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