Push, pull, and plant: the personal side of physician immigration to alberta, Canada.
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.
Bibliographic record
Abstract
BACKGROUND AND OBJECTIVES: The global migration of physicians has led many international physicians to enter practice in Alberta, Canada. The study was designed to explore the personal side of migration and transition experiences of these international medical graduates (IMGs). METHODS: A qualitative study using telephone interviews and a semi-structured interview guide was used to interview 19 IMGs who are currently practicing and have held Part V, restricted or temporary practice licenses for less than 7 years. RESULTS: Three major themes were identified. The first was the "push" from their own country of origin and their perception that moving to Alberta would be better for them. Professional opportunities in their home country had been affected by changing policies, lack of infrastructure, and personal/family safety issues culminating in highly stressful work environments. The second was "pull." An improvement in the quality of personal life was associated with geographical, educational, recreational, and spiritual aspects of daily living for participants and their families in their new environment. The third theme was "plant"ie, factors that encouraged them to stay in Alberta. CONCLUSIONS: This study demonstrates the continued relevance of push and pull theory in understanding IMG physician migration. Our findings in this study indicate that remaining in place, or "being planted" is conditional on political, social, and economic aspects.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it