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
Abstract Gandhi famously shook the foundations of the British Empire and sparked the beginning of a new anti-imperial era. But his critique of empire does not quite fit the familiar script of twentieth-century anti-imperialism. Gandhi's positions ranged from sincere expressions of imperial loyalty to a condemnation of English civilization while endorsing its moral empire, to an unqualified disavowal of the Britsh Empire without necessarily claiming independence. Reconstructing the long arc of his (anti-)imperial thought, this article shows that the idea of empire operated in the early Gandhi's thought in two ways: as the authorizing source of the rights of Indians and as the addressee of political claims. This genealogy helps explain the complex trajectory of his two separate breaks from empire. The article ultimately suggests that the key to understanding the global resonance of Gandhi's ideas lies in his transformation of the imperial adversary into a universal addressee of action.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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