Do Chinese associations facilitate second-generation Chinese-Trinidadians to integrate into the wider society?
Bibliographic record
Abstract
This research project explores Chinese Associations in Trinidad and their relationship with second-generation Chinese-Trinidadians. It asks whether Chinese Associations facilitate the integration of these individuals into the wider Trinidadian society. This is a qualitative research project that involves content analysis of published literature surrounding this topic, case study analysis, and interviews with second-generation Chinese-Trinidadians. The discussions in this research include: the history of Chinese migration to the West Indies, the role of Chinese Associations for migrants, and the sense of belonging to the Chinese community for second-generation Chinese-Trinidadians. The potential benefits of this research include spreading further awareness and understanding of Chinese diasporic experiences in the fields of Caribbean and Asian American studies, and enriching the understanding of immigration and settlement strategies used by diasporic populations more generally. Key words: Chinese migration, integration, creolization, imagined community
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.005 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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".