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 question of how one accommodates and manages diversity within the context of the nation state is by no means a new one. It is an age old issue that gave rise to centuries of warfare in Europe. The issue was supposed to have been resolved in 1648 by the famous doctrine -cuius regio eius religo (the king's faith is the religion of the kingdom) which was enunciated in the Peace Treaty of Westphalia. Despite the Pax Westphalia, there continued to be considerable controversy as to what should be the role of the state and the relationship which those who live within its borders should have with it. Political philosophers such as Thomas Hobbes were of the view that having regard to the conditions of the time in which they lived and the social characteristics of man as they understood them, the monarch should be all powerful and that corporations and social groups should surrender their rights to the Leviathan or mortal god as Hobbes termed him, in the interest of peace, order, prosperity and good government.
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 | 0.001 | 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 | 0.000 | 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 it