Photoprotection Knowledge and Behaviours Among Organ Transplant Recipients
Bibliographic record
Abstract
BACKGROUND: Organ transplant recipients (OTRs) are at an increased risk of developing a de novo malignant neoplasm compared to the general population. The primary contributor to skin cancer in all patients is sun exposure. OBJECTIVE: In this study, we aim to ascertain both OTR skin cancer awareness and photoprotection practices. METHODS: A questionnaire-based study of Saskatchewan transplant recipients. RESULTS: Nearly all respondents were aware that sun exposure is the best-known cause of skin cancer and that as an OTR, they are at increased risk of skin cancer (99.3% and 90.5%, respectively). Approximately half of respondents reported wearing a hat regularly, sun avoidance between 10 am and 3 pm, or wearing sunscreen regularly (53.7%, 33.1%, and 47.9%, respectively). CONCLUSION: Many OTRs are not engaging in photoprotection. Further intervention, which may include access to a dermatologist, is necessary to ensure ORTs do not experience undue morbidity and mortality secondary to skin cancer.
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How this classification was reachedexpand
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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".