Cómo los padres canadienses de clase media alta conceptualizan la transmisión de ventajas a sus hijos
Bibliographic record
Abstract
By means of 42 interviews applied to upper-middle-class Canadian parents, this research project examines the way they understand the transmission of advantages,and how such understanding shapes their children´s upbringing. The author\nfinds out that these parents do not consider economic capital as the most important resource, nor they stress the importance of seeking a higher cultural status. On the contrary, they emphasize the importance of exposing their children to new and\ndiverse experiences and cultures, supporting the kids interests, and being good models to them. According to these parents, this approach not only promotes broader and more cosmopolitan cultural competences, but also develops character. Economic\nresources are perceived as a consequence, since they allow parents to encourage the development of such qualities and values. The author sets these findings in an educational context in Canada, and concludes her article by questioning the potentially post-materialist and cultural origin of the interviewees understanding of social reproduction processes.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.005 | 0.008 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.008 | 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".