Colonization and the Origins of Humanitarian Governance
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
How did those responsible for creating Britain's nineteenth-century settler empire render colonization compatible with humanitarianism? Avoiding a cynical or celebratory response, this book takes seriously the humane disposition of colonial officials, examining the relationship between humanitarian governance and empire. The story of 'humane' colonial governance connects projects of emancipation, amelioration, conciliation, protection and development in sites ranging from British Honduras through Van Diemen's Land and New South Wales, New Zealand and Canada to India. It is seen in the lives of governors like George Arthur and George Grey, whose careers saw the violent and destructive colonization of indigenous peoples at the hands of British emigrants. The story challenges the exclusion of officials' humanitarian sensibilities from colonial history and places the settler colonies within the larger historical context of Western humanitarianism.
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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 | 0.000 | 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