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Record W7039572204

Mental Health and Wellbeing Among International Students in Canada

2025· article· en· W7039572204 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueSOURCE Sheridan's Institutional Repository (Sheridan College) · 2025
Typearticle
Languageen
FieldMedicine
TopicEmergency Medicine Education and Research
Canadian institutionsnot available
Fundersnot available
KeywordsMental healthLonelinessSocial isolationFeelingAnxietyAffect (linguistics)MulticulturalismInternational educationCultural competenceCultural diversity
DOInot available

Abstract

fetched live from OpenAlex

International students contribute significantly to Canada’s multicultural fabric and economy, with over 800,000 enrolled in Canadian educational institutions as of recent years. While they gain access to quality education and diverse opportunities, the experience comes with challenges that profoundly affect their mental health. This study explores the psychological and emotional well-being of international students in Canada, focusing on factors such as cultural adjustment, academic pressure, financial constraints, and social isolation. We conducted qualitative research and carried out 10 online and in person interviews. The key findings reveal that international students often face cultural shock, navigating unfamiliar norms, languages, and societal expectations. Academic pressure is intensified by adapting to new teaching methodologies, maintaining high performance, and meeting visa requirements. Financial challenges—ranging from high tuition fees to limited work opportunities— further contribute to stress. Moreover, the lack of a robust support network and feelings of isolation exacerbate loneliness and anxiety. The mental health impacts include an increased prevalence of stress, depression, anxiety disorders, and, in some cases, burnout. Unfortunately, barriers to accessing mental health services—such as stigma, language challenges, and insufficient culturally sensitive support—often leave these issues unaddressed. The study highlights the urgent need for tailored mental health interventions, including on-campus counselling services, peer support groups, and community engagement initiatives that address the unique challenges of international students. By fostering inclusive environments and improving access to mental health resources, Canadian institutions can better support the well-being of their international student population, ensuring a more fulfilling and productive academic experience.

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)0.000
metaresearch head score (Gemma)0.000
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 score0.192
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.008
GPT teacher head0.301
Teacher spread0.293 · 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