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Record W2795545416 · doi:10.1163/22125868-12340081

A Study of Chinese International Students Enrolled in the Master of Education Program at a Canadian University

2017· article· en· W2795545416 on OpenAlexaffabout
George Zhou, Tian Liu, Glenn Rideout

Bibliographic record

VenueInternational Journal of Chinese Education · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Student and Expatriate Challenges
Canadian institutionsUniversity of Windsor
Fundersnot available
KeywordsCurriculumMedical educationGraduate studentsInternational educationStudy abroadFocus groupPedagogyPsychologyPolitical scienceHigher educationMedicineSociology

Abstract

fetched live from OpenAlex

Even though more and more studies have been reported in the literature about international undergraduate students’ learning experiences in North America, little research has been done to study international graduate students on North American campuses. The university where this study took place has recently established a cohort-based Master of Education (M. Ed.) program for international students. This study was designed to investigate the adaptation of the international graduate students (all Chinese) who were enrolled in the M.Ed. program with a focus on their learning experiences, the challenges they encountered, and the suggestion they had for improvement of the program. Data analysis reveals that while Chinese international graduate students shared some common challenges with international undergraduate students such as language and cultural challenges, they had unique perspectives and expectations on curriculum and pedagogy. Suggestions for curriculum development for Chinese international graduate students are highlighted.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.263
Threshold uncertainty score0.923

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0030.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.026
GPT teacher head0.402
Teacher spread0.375 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations19
Published2017
Admission routes2
Has abstractyes

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