Exploring International Graduate Students’ Experiences, Challenges, and Peer Relationships
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
As the number of international students in higher education continues to grow, so do concerns regarding systemic obstacles, discrimination, and social isolation that can impede students’ academic success. Peer mentorship has been shown to support graduate students through academic socialization and achievement in higher education (Lorenzetti et al., 2019). The purpose of this study was to explore the transitional experiences of international graduate students, and the extent to which peer-mentoring relationships can support academic and emotional well-being. Researchers interviewed 13 international graduate students from 3 professional faculties at a research-intensive Canadian university. International students described academic and intersectional challenges experienced while navigating and adapting to new environments and how these impacted both academic outcomes and students’ well-being. Relationships with peers were viewed as an essential means by which students could access academic and psychosocial supports necessary to adjust to and thrive in their new educational and cultural environments.
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 | 0.002 | 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 | 0.001 | 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