Bibliographic record
Abstract
Empire, Kinship and Violence traces the history of three linked imperial families in Britain and across contested colonial borderlands from 1770 to 1842. Elizabeth Elbourne tracks the Haudenosaunee Brants of northeastern North America from the American Revolution to exile in Canada; the Bannisters, a British family of colonial administrators, whistleblowers and entrepreneurs who operated across Australia, Canada and southern Africa; and the Buxtons, a family of British abolitionists who publicized information about what might now be termed genocide towards Indigenous peoples while also pioneering humanitarian colonialism. By recounting the conflicts that these interlinked families were involved in she tells a larger story about the development of British and American settler colonialism and the betrayal of Indigenous peoples. Through an analysis of the changing politics of kinship and violence, Elizabeth Elbourne sheds new light on transnational debates about issues such as Indigenous sovereignty claims, British subjecthood, violence, land rights and cultural assimilation.
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How this classification was reachedexpand
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 | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".