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
Does the kind of socialist ideal articulated by G. A. Cohen in Why Not Socialism? add anything substantial to the Rawlsian conception of justice? Is it an ideal that Rawlsians should want to take on board, or is it ultimately foreign to their outlook? I defend a mixed answer to these questions. On the one hand, we shouldn’t underestimate the extent to which Rawls's theory already addresses the concerns that motivate Cohen’s appeal to the socialist ideal. Within the bounds of a society living up to Rawls’s two principles of justice, I maintain, there would be little room left for an ideal of social relations to do any independent work. On the other hand, Cohen’s ideal may still have an important role to play within Rawlsian theory – not within the confines of a given society but on the international stage, beyond the liberal state as we know it. This asymmetry between the domestic and the international case stems from the fact that Rawls's principles of justice apply in full strength only at the domestic level. Because the principles of justice that hold at the international level are less demanding, I contend, they leave space for the socialist ideal to play a significant role.
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 | 0.001 | 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 | 0.007 | 0.003 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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