Choice or necessity: do immigrants and their children choose self-employment for the same reasons?
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 a generational cohort method and the 1981 and 2006 Canadian Census 20 per cent sample files, this study examines whether the effects of three important determinants of self-employment – expected earnings differentials between paid and self-employment, difficulties in the labour market, and ethnic enclave – differ between immigrants and non-immigrants. Unemployment had a stronger push effect on self-employment among immigrant fathers than among Canadian-born fathers. Expected earnings differential had a stronger effect among Canadian-born fathers than among immigrant fathers. Sons of both immigrants and the Canadian-born were more strongly affected by expected earnings differentials than were their fathers, while unemployment was not a significant factor for them. Ethnic enclave was not positively associated with the self-employment rates among both immigrants and their children.
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 | 0.001 | 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 | 0.002 | 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) | 0.000 | 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