Empire of scholars: Universities, networks and the British academic world, 1850–1939
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
At the start of the twenty-first century we are acutely conscious that universities operate within an entangled world of international scholarly connection. Empire of scholars examines the networks that linked academics across the colonial world in the age of 'Victorian' globalization. Stretching across the globe, these networks helped map the boundaries of an expansive but exclusionary 'British academic world' that extended beyond the borders of the British Isles. Drawing on extensive archival research conducted in the United Kingdom, Canada, Australia, New Zealand and South Africa, this book remaps the intellectual geographies of Britain and its empire. In doing so, it provides a new context for writing the history of ideas and offers a critical analysis of the connections that helped fashion the global world of universities today
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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 | 0.001 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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