Cross-Nativity Partnering and the Political Participation of Immigrant Generations
Bibliographic record
Abstract
This article defines cross-nativity intermarriage in four generations of Canadians and explores whether cross-nativity partnering is associated with political assimilation—in this case, similarity in voting and political activities between immigrants with native-born partners and third-plus-generation immigrants. We find that foreign-born residents with Canadian-born partners do not differ from third-plus-generation residents who have Canadian-born partners in their propensities to vote or in the number of political activities in which they participate. Conversely, the foreign-born with foreign-born partners are less likely than the third-plus generation to have voted in a previous federal election; if the foreign-born immigrated later in adolescence or in adulthood, they also are less likely to participate in other political activities. Differences in demographic and socioeconomic characteristics underlie the greater likelihood that second and third-plus generations will engage in political activities.
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How this classification was reachedexpand
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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.024 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".