School-Immigrant Family-Community Collaboration Practices: Similarities and Differences
Bibliographic record
Abstract
We compared school-immigrant family-community collaboration practices based on the six dimensions of Epstein’s influence model (2001). These three groups of stakeholders (N = 54) participated in this study by answering a questionnaire on their collaboration practices. Kruskall-Wallis analyses revealed a notable difference between the three groups with regard to decision-making practices and at-home learning. A positive correlation was found between the number of years of teaching experience in the school and communication, volunteering, parenting, and decision making, as well as between the child’s grade level and parenting. Results show that although the collaboration practices followed Epstein’s involvement theory, they remained weak, with no significant difference between the three groups in terms of their use. Our findings are discussed in light of recent literature and their practical implications and avenues for future research are proposed to better understand and improve the conditions favoring school-immigrant family-community collaboration.
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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 | 0.001 | 0.004 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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".