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Record W6921945383 · doi:10.7939/r3-mje0-1a39

An Ecological Perspective of Chinese International Students’ Experiences of Social Network Development in a Canadian University

2024· dissertation· en· W6921945383 on OpenAlexaboutno aff

Bibliographic record

VenueUniversity of Alberta Library · 2024
Typedissertation
Languageen
FieldHealth Professions
TopicDoctoral Education Challenges and Solutions
Canadian institutionsnot available
Fundersnot available
KeywordsChinaPerspective (graphical)Quality (philosophy)Social network (sociolinguistics)Qualitative researchPersonal developmentMental healthSocial support

Abstract

fetched live from OpenAlex

This study explores the experiences of Chinese international doctoral students as they navigate the development of social support networks within a Canadian university, framed through an Ecological Perspective. The research involved six graduate students from China who participated in this qualitative case study. Data was collected through semi-structured interviews. The findings reveal that the surrounding environment was an important factor in the formation and evolution of the participants’ social networks, particularly during the initial stages of their academic journey. The study highlights the critical role of the university’s environment in either facilitating or hindering the establishment of these networks. Moreover, the research underscores the necessity for the university to bolster its support structures to more effectively address the diverse needs of its international student population. This enhancement is essential not only for academic success but also for the overall well-being of the students. The results suggest that social connection, as a fundamental human need, is vital for the mental health and quality of life of students, both in the immediate and long-term contexts. The importance of socializing extends beyond personal well-being, impacting academic performance and integration into the university community. Therefore, fostering robust social support networks is crucial for international doctoral students as they pursue their personal and academic goals.

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.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.589
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0040.000

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.

Opus teacher head0.034
GPT teacher head0.399
Teacher spread0.365 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2024
Admission routes1
Has abstractyes

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