Bibliographic record
Abstract
Contents: Wolfgang Zach/Ulrich Pallua: Introduction - Wolfgang Benz: The Construction of Modern Antisemitism: From Race Ideology to Genocide - Lucy Collins: Where are we heading? Fred D'Aguiar and the Poetics of Race - Yasue Arimitsu: Nation and Literature: Literary Possibilities in a Multicultural Society - Dave Gunning: Ethnicity Politics in Contemporary Black British and British Asian Literature - Thomas Spielbuchler: Ethnicity as a Stumbling Block in Postcolonial Africa - Claude Couture: Racism, Nationalism and Literature: the Case of French Canada - Wolfgang Zach/Ulrich Pallua/Adrian Knapp/Cynthia Rauth: Slavery and Literature: The Abolition Period in Britain. Main Results of a Research Project - Anthony Barthelemy: Fictions of Benevolence: Huckleberry Finn and the Residual Cruelty of Slavery - Donathan Lawrence Brown: In Defense of Slavery & Negative Difference: George Fitzhugh and Negro Slavery - Mary Niall Mitchell: They Called Her Ida May: Truth, Fiction, and Race After the Fugitive Slave Act - Andreas Oberprantacher: Bare Life Sovereignty, Biopower and Modern Slavery in Contemporary Political Theory - Andrew Milne-Skinner: Liverpool's Slavery Museum: a Blessing or a Blight? - Ljiljana Ina Gjurgjan: Interculturality and (Post)colonialism: Ethnicity, Nationalism, Cultural Memory and Identity - Brigitte Glaser: Crossing Borders: Interracial Relationships in English Colonial Fiction - Laurie R. Cohen: The 'Other' Image of Women Antimilitarists, or Watching Women Duel - Rudiger Ahrens: Ethical Norms and Ethnic Frictions in the Novels of J. M. Coetzee - Andrea Strolz: A Map to the Middle Passage as Heterotopia: Cultural Memory in Dionne Brand's At the Full and Change of the Moon (1999).
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.005 | 0.007 |
| Science and technology studies | 0.006 | 0.008 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.019 | 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".