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
The Philosophy of History’s search for a renewed sense wholeness originated in the paradoxes of Rousseau. He detested modern liberalism for producing the materialistic “bourgeois.” He wanted to restore the ancient concern with civic virtue and happiness to counteract this spiritual debasement. But because Rousseau accepted the modern account of nature as matter in motion, yielding appetitive individualism and identifying reason with utility, he could only promote the nobler dimension of human life as the freedom of will to oppose oneself to nature and reason altogether. This created a contradiction between nature and freedom, and undermined political authority by suggesting that no form of government could return us to our original natural happiness in a lost Golden Age, corrupted as we are by the progress of civilization. The Jacobins took this as a call to collectivist revolution and the return to “the Year One.” Alternatively, Rousseau extolled the Romantic notion of the solitary artist who seeks his happiness outside of civil society. These explosive tensions between natural happiness and political authority were grappled with by Rousseau’s successors, who sought ways of healing the division in man between his natural self and his free self.
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 | 0.001 | 0.001 |
| 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