Chinese Immigrant Parents’ Involvement in their Children’s School Education: High Interest but Low Action
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 interview as the primary data collection method, this qualitative study examined how Chinese immigrant parents are involved in their children’s school education and what factors shape the formats of their involvement. Twelve Chinese immigrant families participated in this study. Data analysis reveals that Chinese parents got involved in their children’s school education regardless of personal experiences. They expressed beliefs that parental involvement is beneficial to both the school and children. However, generally speaking, participants did not go to their children’s school without teachers’ invitation. Language barrier, lack of time and energy, and unfamiliarity with the Canadian school culture were stated as the main reasons that contributed to participants’ limited involvement in school activities. Particularly, new immigrants often feel intimidated to talk to teachers since they do not know what they can say and what not given their unfamiliarity with the Canadian school 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 | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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