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Record W2096690716 · doi:10.1177/2167696815571665

Are International Undergraduate Students Emerging Adults? Motivations for Studying Abroad

2015· article· en· W2096690716 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueEmerging Adulthood · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Student and Expatriate Challenges
Canadian institutionsUniversity of WindsorYork University
FundersYork University
KeywordsStudy abroadThematic analysisImmigrationInternational educationPsychologyInstitutionHigher educationQualitative researchCountry of originPedagogyMedical educationPolitical scienceSociologyMedicineSocial science

Abstract

fetched live from OpenAlex

This qualitative study investigated the decision-making processes underlying international students’ motivation to study abroad and whether they were related to features of Arnett’s definition of emerging adulthood. A total of 64 international undergraduate students (21 men and 43 women) from 26 countries and in different years of study were interviewed while attending a large, ethnically diverse Canadian university. Using thematic analyses, eight underlying themes of motivations were identified, namely, new experiences, education, improved future career and immigration prospects, qualities of the host country, qualities of the institution, financial reasons, location, and friends and relatives in the host country. Many motivational factors to study abroad highlighted and expanded upon characteristics of Arnett’s theory of emerging adulthood, whereas others were unique to international students. Practical implications include providing universities with information that developmentally situates international students, enhancing universities’ ability to assist students to attain their goals for studying abroad.

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 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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.376
Threshold uncertainty score0.790

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.066
GPT teacher head0.399
Teacher spread0.333 · 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