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
From 1930s Palestine to Kenya in the years following World War II, systematized violence shaped and defined much of Britain’s twentieth-century empire. Liberal authoritarianism, and with it the “moral effect” that coercion had upon colonial subjects, gave rise to the systematic use of violence against colonial subjects. The ideological roots of these tactics can be located in the twinned birth of liberalism and imperialism, together with metropolitan responses to imperial events in the mid-nineteenth century. Despite copious amounts of empirical evidence documenting the evolution of liberal authoritarianism, and the creation and deployment of legalized lawlessness throughout the British Empire, Steven Pinker either ignores this evidence, or implicitly denies its validity. In reframing Britain’s civilizing mission, and challenging liberalism’s obfuscating abilities, this article critiques not only the British government’s repeated denials of systematized violence in its empire, but also Pinker’s reinforcement of the myths of British imperial benevolence.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 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