Chinese Immigrant Parents’ Involvement in Their Children’s After-school Education: Behaviors and Perspectives
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
Through listening to participants’ own words, this study provides a comprehensive description and analysis of Chinese immigrant parents’ perceptions and behaviours of involvement in their children’s after-school education. It reveals that Chinese immigrant parents were willing to become involved in their children’s after-school education. Although many Chinese immigrant parents faced challenges in the host culture, they sacrificed themselves to support their children’s development. They hold high education expectations for their children, view academics as the most important thing and provide help with their children’s academics. Yet they also want their children to receive a well-rounded education. This study indicates that the Chinese immigrant parents’ behaviours and perspectives of involvement in their children’s after-school education were shaped by Chinese traditional cultural values, parents’ personal experiences, and their understanding of Canadian culture.
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 | 0.000 |
| 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