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
Since the Second World War, there has been a steadily increasing awareness of a global society, and of national interdependencies in this society. The catastrophes of the war (and earlier Depression) and the extraordinary violations of human rights and welfare are involved. So are rapid decolonization, and political and economic interdependencies. Consciousness of a global society, however, has led to nothing like a world state, so all the much-perceived interdependencies lead to global movements to control the national and social actors that are understood to carry the burden of social control. Thus world culture has created wave after wave of somewhat standardized national policies, committing countries to the pursuit of collective progress and individual welfare and equality, and to international cooperation. The political logic here is one of natural law, not positive law, since there is no world state. Extraordinary expansions of world political society result — an explosion in the use of science, and various principles of standardized social rationality, and dramatic emphases on individual rights, welfare, and empowerment.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.000 | 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