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
Justice Rand’s judgment in Roncarelli v. Duplessis is best understood in light of recent political and legal theory that argues for the importance of the republican ideal of non-domination for in it he sets out an account of the rule of law that gives clear expression to that ideal, one founded in a more basic ideal of respect for persons. As Rand understood things, Roncarelli was a member of a disliked minority, who was singled out for persecution when he had done nothing more than exercise his rights as a free and equal subject of the law. Those who singled him out for persecution sought to achieve their ends through law. The author argues that since government under law is valuable because it helps to secure non-domination (the rule of law rather than the arbitrary rule of men), to use law to single out an individual for domination is, as Duplessis discovered, rather a complex business. No matter one’s grip on power, one might find that one’s ends simply do not count as public ends within a system of public law because such a system is predicated on respect for the persons who are subject to its authority.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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