Canadians leaving the Canadian health care system to seek bariatric surgery abroad: Examining patient experience with international bariatric tourism
Bibliographic record
Abstract
Globally, bariatric surgery, commonly known as weight loss surgery, has grown in popularity among obese individuals as a means to addressing their weight-related negative health when more traditional weight loss programs, such as diet and exercise, fail to elicit long term sustained weight loss.In Canada, however, complex barriers related to social, administrative, and other structural factors restrict access to care domestically, leaving some patients turning to surgical options abroad through the practice of medical tourism.In light of this, it is important that we understand the implications the practice of 'bariatric tourism' may hold for Canadians.Using an interview-based approach with former Canadian bariatric tourists, this study examines the patient experience of bariatric tourism.The analyses highlight specific barriers that are motivating patients to seek care internationally and challenges experienced in care obtainment both internationally and domestically that appear to heighten the health and safety risks these patients undertake.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.018 | 0.004 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".