Interrogating "Indianness" : identity and diasporic consciousness among South Asian twice migrants in Canada
Bibliographic record
Abstract
The impetus for this study comes from the need to understand the differences across the migration and settlement experiences of various national and cultural groups commonly identified as "South Asian" in Canada. This paper insists, first, on recognizing that the perception of where homeland is and hence the terms by which diasporic identity and community affiliations are forged in Canada differ markedly between twice migrants and direct migrants; and second, that the politics of recognition in multicultural Canada has to contend with the differential histories within "South Asian" migrant groups. The research paper uses the examples of Indo-Caribbeans and Afro-Asians to argue for the social and political importance of recognizing the above distinctions and draws on two cultural productions that directly engage with twice migrant communities in Canada--Ramabai Espinet's The swinging bridge (2003) and M.G. Vassanji's No new land (1991)--to demonstrate ways in which their members understand and articulate their sense of self and place in Canada.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.027 | 0.013 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".