‘Imagine Someone Speaking as They Speak’: Linguistic Divide and Convoluted Cross-Cultural Exchange in Nadine Gordimer’s Apartheid-Era Work
Bibliographic record
Abstract
This essay revisits Nadine Gordimer’s apartheid-era fiction to examine how the representation of a range of discourses in her fiction constitutes a means through which she appraises apartheid engendered cross-cultural relations and exchange. Using Gordimer’s The Lying Days (1953) - her inaugural novel, The Conservationist (1972) - her sixth, and July’s People (1981) - her eighth out of her nine apartheid-era novels as examples, the essay argues that Gordimer’s treatise of apartheid and its divisive policies is manifested in her attempt to embody African discourses in her apartheid-era fiction. It also demonstrates how skewed cross-cultural exchange stems from both divisive policies and the inability to develop mutually beneficial indigenous culture.
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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 | 0.001 |
| 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 | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".