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
This paper explores the experiences of sociocultural adjustment of four multilingual international students who speak English as an additional language (EAL) at a Canadian university. International students have been associated with negative images of failure and disruption to higher education on the basis of the hierarchy of cultures that privileges local and western knowledge. Multilingual EAL international students in particular have been broadly characterised as deficient speakers of English considering their non-native proficiency. From this point of view, multilingual international students tend to experience a kind of double deficit as they are compared to both local and native-speaker students. By employing interviews and photographs, this paper seeks to understand and represent the experiences of sociocultural adjustment of the four students and provides an emic, balanced account of each student’s journey which also takes into account the ways in which the students exercised agency. Findings demonstrate the complexity of the international student experience and the importance of meaningful social interaction for multilingual international students to feel included in their communities. Photographs depict experiences from the students’ perspectives which the students considered representative of positive sociocultural adjustment, but also of challenges in the same domain. This paper concludes with insights related to improving the sociocultural adjustment experiences of multilingual international students.
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 | 0.001 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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