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
Ronald Dworkin’s argument for resource egalitarianism has as its centerpiece a thought experiment involving a group of shipwreck survivors washed ashore on an uninhabited island, who decide to divide up all of the resources on the island equally using a competitive auction. Unfortunately, Dworkin misunderstands how the auction mechanism works, and so misinterprets its significance for egalitarian political philosophy. First, he makes it seem as though there is a conceptual connection between the ‘envy-freeness’ standard and the auction, when in fact there is none. Second, he fails to appreciate how idealized the conditions are that must be satisfied in order for his results to obtain. This leads him to draw practical conclusions from the thought experiment that do not follow, such as his claim that the principle of equality generates a presumption in favor of the market as a mechanism for the distribution of resources. The result is that Dworkin saddles resource egalitarianism with a set of commitments that are, in fact, inessential to that view.
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 | 0.000 | 0.000 |
| 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 | 0.001 |
| 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 | 0.001 |
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