A Critical Review of International Students’ Adjustment Research from a Deleuzian Perspective
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 author in this paper critically reviews recent literature on international student language and adjustment to Western Anglophone universities. Two streams of research are discussed: the problem-solving approach guided largely by positivist epistemologies and quantitative methodologies contrasted to the post-structuralist language and identity framework employing qualitative methods. Limitations to both perspectives include the reliance on fixed constructs of language and adjustment, the isolation of interrelated variables, the attempt to establish linear correlational/causative relationships, the essentialization of identity, and the inability to explain change and variance. Deleuzian ontology of ‘becoming’ and assemblage is put forward as a framework to better understand the complexity, unpredictability, and ever-changing process that international students face when co-adapting to the their new academic community.
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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 | 0.005 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.007 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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