The Role of Ghanaian Immigrant Associations in Toronto, Canada
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
Using information collected in a questionnaire survey, this article investigates the role of Ghanaian immigrant associations in Toronto to illustrate how a group of recent African immigrants organizes itself to address needs related to their settlement in a new country. The study finds that Ghanaians have established a relatively large network of township, ethnic, and national associations. The associations fulfill a wide variety of economic, cultural, social and political functions related to the needs of the immigrants in the new country. At the same time, the associations serve their needs in the homeland: the immigrants use them to contribute to community development efforts, fight for certain political rights, and maintain ties to the homeland. Analysis showed that length of residence, level of education, income, and residential location were the most important determinants of membership in Ghanaian associations.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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