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Record W6907164252 · doi:10.20381/ruor-29220

“I wish I had known what I was getting into”: a qualitative study exploring the experiences of Canadians who study medicine abroad

2023· other· en· W6907164252 on OpenAlexaboutno aff

Bibliographic record

VenueUniversity of Ottawa - Library · 2023
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsTimelineThematic analysisQualitative researchStudy abroadVariety (cybernetics)NarrativeQualitative analysis

Abstract

fetched live from OpenAlex

Abstract Background An increasing number of Canadians are choosing to study medicine abroad (CSA); however, many CSA are not fully informed of the challenges that exist in returning to Canada to practice and relatively little information is known on the topic. This study explores CSA experiences in choosing to study abroad and their attempts to navigate a return to Canada to practice medicine. Methods We conducted semi-structured qualitative interviews with CSA who were attending medical school abroad, waiting to obtain or in a post-graduate residency program, or practicing in Canada. We asked participants about their decision to study medicine abroad and choice of school, medical school experiences, activities they engaged in to increase their likelihood of returning to Canada, perceived barriers and facilitators, and alternative plans if they were unable to return to Canada to practice. Interviews were transcribed and analyzed using a thematic analysis approach. Results Fourteen CSA participated in an interview. Expedited timelines (i.e., direct entry from high school) and a lack of competitiveness for medical school in Canada were the main justifications for CSAs’ decision to study abroad and a number of key factors (e.g., location, reputation) influenced their choice of school. Participants reported not fully anticipating the challenges associated with obtaining residency in Canada. CSA relied upon a variety of informal and formal supports and employed numerous methods to increase their likelihood of returning to Canada. Conclusions Studying medicine abroad remains a popular choice for Canadians; however, many trainees are unaware of the challenges associated with returning to Canada to practice. More information on this process as well as the quality of these medical schools is needed for Canadians considering this option.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient 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 score0.271
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0000.002
Scholarly communication0.0000.003
Open science0.0020.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.035
GPT teacher head0.284
Teacher spread0.249 · 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
Published2023
Admission routes1
Has abstractyes

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Same venueUniversity of Ottawa - LibraryFrench-language works237,207