Indian Identity in Multicultural Melbourne. Some preliminary observations
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
Indians have a long history of travel connected with trade and pilgrimage. Substantial Indian migration is historically a phenomenon linked to European colonisation, the plantation economy, and the expansion of colonial capitalism. Although the arrival of Indians in Australia can be traced to the early part of the country's settlement by Europeans, large-scale Indian immigration to this country is a post-colonial, late twentieth century phenomenon which is partly associated with globalisation. The Indian community in Australia is small, and the bulk of it is of more recent origin compared to the Indian communities settled in Britain, Canada and USA. Despite its small size here, it has a high social and economic profile in terms of educational attainment and the level of income. Melbourne's Indian population, which is the second largest in Australia, includes an extensive network of community associations and other institutions. This paper explores the expression of Indian identity in a modern, multicultural city where the Indian presence is increasingly evident through its participation in the workforce as well as the proliferation of Indian restaurants and specialist shops. The paper questions the notion of a singular Indian identity, and instead highlights the process of diversification in a context where there are attempts to homogenise cultural identities. It argues that the official Australian discourse of multiculturalism often masks the heterogeneity of the cultures in question and that the idea of a unified culture cannot be sustained in the face of diversity. In examining some of these issues the paper strives to demonstrate how Indian identity in Melbourne is perceived, forged and experienced by Indians from different backgrounds.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.005 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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