Undergraduate Arab International Students' Adjustment to U.S. Universities
Bibliographic record
Abstract
The adjustment process and issues of 16 Arab international students enrolled at two universities in the Northeast of the United States were examined through this qualitative, exploratory study. The participants were from Iraq, Jordan, Kuwait, Oman, Saudi Arabia, Syria, and United Arab Emirates and had been in the US for 2 to 5 years. In-depth interviews were employed to document and analyze the experiences and challenges of these students on U.S. campuses. One-on-one interviews with the participants revealed multiple factors obstructed Arab international students' academic success and limited their socialization within the context of their postsecondary institution, their host community, and their host nation. Several prevailing themes were discovered among the participants, including culture shock, language barrier, cultural differences, and isolation. While further research is needed, these findings suggest that specific programming and outreach by U.S higher education institutions could be implemented to assist Arab international students' adjustment to the academic and social environment of their host campus.
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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 | 0.000 | 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 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".