Bibliographic record
Abstract
For some Marxists, issues of culture, identity and representation are secondary. In this research note, I analytically reflect on Stuart Hall’s (1996) canonical essay “Cultural Identity and Diaspora,” which stresses that these are significant concerns for anyone struggling for liberation. In his essay, Hall explicates two definitions of "cultural identity." The first is an essentialist identity, which emphasizes the similarities amongst a group of people. Hall argues that this definition can and does inspire feminist, anti-colonial and anti-racist art and activism, but cannot help us comprehend the trauma of colonialism. The second definition emphasizes the similarities and the differences amongst an imagined cultural group. Hall asserts that this definition is useful for understanding the trauma of colonialism because it emphasizes the historical and social contingency of identity. By using this definition in our analysis of power and normalization, we are better able to scrutinize historical and contemporary colonial relations and to struggle against them.
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.008 | 0.020 |
| Scholarly communication | 0.007 | 0.008 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.006 | 0.009 |
| Insufficient payload (model declined to judge) | 0.011 | 0.003 |
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".