Acculturation Motivation in International Student Adjustment and Permanent Residency Intentions
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
The present study uses a two-phase mixed-methods design to explore the role of motivation to acculturate within the international student experience. Hierarchical regression analyses were conducted to test acculturation motivation (AM) as a predictor of international student adjustment and permanent residency intentions, over and above age, gender, academic year, and English competence. Greater motivation to acculturate was indeed a significant predictor of international student adjustment and increased intentions of pursuing permanent host country residency. To better understand how international students’ experiences relate to levels of AM, qualitative analyses were employed. International students with low levels of AM were more likely to express negative feelings about cross-cultural adjustment, university perception, and peer relationships, compared to students with high levels of AM. Despite such differences, academic and developmental struggles as well as academic successes were similarly voiced across both comparison groups.
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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