Transnational Identities and Practices in 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
With contributions from some of Canada’s leading historians, political scientists, geographers, anthropologists, and sociologists, this collection examines the transnational practices and identities of immigrant and ethnic communities in Canada. It looks at why members of these groups maintain ties with their homelands -- whether real or imagined -- and how those connections shape individual identities and community organizations. How does transnationalism establish or transform geographical, social, and ideological borders? Do homeland ties affect what it means to be “Canadian”? Do they reflect Canada’s commitment to multiculturalism? Through analysis of the complex forces driving transnationalism, this comprehensive study focuses attention on an important, and arguably growing, dimension of Canadian social life. This is the first collection in Canada to provide a comprehensive and interdisciplinary examination of transnationalism. It will appeal to scholars and students interested in issues of immigration, multiculturalism, ethnicity, and settlement.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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