Bibliographic record
Abstract
Postcolonialism Gillian Whitlock, Professor Who would have thought that the benign commonwealth literature project would break out into such a confronting and necessary critical practice in the 1980s, drawing Canadian, Australian, African, Indian, and Caribbean writing into a dynamic comparative framework? Too often this is characterized in terms of its starry trio of critics—Bhabha, Said, and Spivak—and the compelling logic of “writing back” to empire. But what really changed the discipline was the enduring necessity to read more expansively beyond the nation, to pursue a critical literacy where the imprints of colonization could be read across new literatures and a new transnational literary scene. Specialist journals, curricula, and an infrastructure of publishers and bookshops rapidly expanded and, of course, numerous reading groups tussled with the new critical language of hybridity, orientalism, and syncretism. The legacy of this is now diverse, dispersed, and contested. Nevertheless postcolonialism changed the subject, and decisively. Gillian Whitlock, Professor School of Communication and Arts University of Queensland Copyright © 2015 Association of Canadian College and University Teachers
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.010 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.015 | 0.002 |
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 source (direct Gemma or distilled Codex), 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".