Evaluation of Sun-Protective Practices of Organ Transplant Recipients
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
The incidence, morbidity and mortality of skin cancer are markedly increased in organ transplant recipients. Efforts aimed at reducing sun exposure through sun avoidance, sunscreens and sun-protective clothing are the most effective means to reduce the risk of skin cancer. We evaluated the sun-protective behaviors of 205 transplant recipients. Twenty-three percent of transplant patients continued to seek a tan. Thirty percent of patients did not use sunscreens, and of those patients who did, less than 5% were committed to using them daily. Thirty-seven percent of patients frequently wore hats and 39% of patients frequently wore additional clothing to block the sun. When data were stratified according to patient age, gender or skin phototype, we identified preferences for specific sun-protective methods. These data strongly suggest that many transplant recipients do not use adequate sun protection. Further study of strategies to encourage the use of sun protection among transplant patients is needed to reduce the incidence of skin cancer. The incidence, morbidity and mortality of skin cancer are markedly increased in organ transplant recipients. Efforts aimed at reducing sun exposure through sun avoidance, sunscreens and sun-protective clothing are the most effective means to reduce the risk of skin cancer. We evaluated the sun-protective behaviors of 205 transplant recipients. Twenty-three percent of transplant patients continued to seek a tan. Thirty percent of patients did not use sunscreens, and of those patients who did, less than 5% were committed to using them daily. Thirty-seven percent of patients frequently wore hats and 39% of patients frequently wore additional clothing to block the sun. When data were stratified according to patient age, gender or skin phototype, we identified preferences for specific sun-protective methods. These data strongly suggest that many transplant recipients do not use adequate sun protection. Further study of strategies to encourage the use of sun protection among transplant patients is needed to reduce the incidence of skin cancer.
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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 | 0.001 | 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