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
Anti-commodification theorists condemn liberal political philosophers for not being able to justify restricting a market transaction on the basis of what is sold, but only on the basis of how it is sold. The anti-commodification theorist is correct that if this were all the liberal had to say in the face of noxious markets, it would be inadequate: even if everyone has equal bargaining power and no one is misled, there are some goods that should not go to the highest bidder. In this paper, I respond to the anti-commodification critique of liberalism by arguing that the political liberal has the wherewithal to account not only for the conditions under which goods should not be sold, but also for what kinds of goods should not be for sale in a market economy. The political liberal can appeal to a principle of equal basic rights, and to one of sufficiency in basic needs and the social bases of self-respect, I argue, to account for what’s problematic about markets in civic goods, necessary goods, and physical goods including body parts and intimate services.
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