Bibliographic record
Abstract
Since its publication in 1971, John Rawls' A Theory of Justice has defined the terrain of political philosophical debate concerning the principles, scope, and material implications of social justice. Social justice for Rawls concerns the principles that govern the operation of major social institutions. Major social institutions structure the lives of citizens by regulating access to the resources and opportunities that the formulation and realization of human projects require. Rawls' theory of social justice regards major institutions as just when they distribute what he calls "primary goods" in a manner that he regards as egalitarian. Hence, the subsequent social justice debate has been shaped by and large as a debate about the meaning and implications of egalitarianism. While on the surface a debate about egalitarianism as a distributional principle seems to uncover the core problem of social justice-how much of what everyone should get as a matter of right-the entire history of the debate has been conducted in abstraction from what matters most to people's lives. It is as a corrective to such abstractions that the life-value approach to social justice has been developed.
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.
How this classification was reachedexpand
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 | 0.001 | 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 | 0.000 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".