Motivation in Learning a Second Language: Exploring the Contributions of Family and Classroom Processes
Bibliographic record
Abstract
This study looks at how family and classroom factors influence second-language learning at the junior secondary level in schools in Hong Kong. It employed an ecological perspective to look at how family-level factors and classroom-level factors uniquely combine to influence students’ learning motivations in second-language learning. Nineteen secondary schools with over 2,200 secondary 1 and 2 students and their family members participated in the cross-sectional survey used for the research. Findings suggest that both teachers’ instructional behaviors and peer victimization norms in the classroom play a moderating role in the association between family processes and students’ motivation to learn English. It is suggested that the result of this research has important implications for home-school relations in Hong Kong as well as the restructuring of the school process to create a more supportive and nurturing environment for learning and teaching.
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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 | 0.002 | 0.023 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 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".