Investigating moral distress over a shortage of organs for transplantation
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
Abstract We verified moral distress related to organ shortage for transplantation in nursing students. This quantitative pilot study analyzed data from 104 nursing undergraduate students. Data were collected through a survey composed of four questions and two sociodemographic items. The chi-squared test was used to examine categorical variables, whereas continuous variable data were analyzed using ANOVA and the Pearson Product Moment correlational test for determining the existence of moral distress regarding the availability of one heart for four individuals susceptible to heart transplantation. A high level of moral distress was identified with regard to the hypothetical decision-making process, which justifies the need for further studies on the subject. Given the hypothetical scenario, moral distress was observed among the students, reaching severe distress in some cases. Approval CEP-University of Alberta Pro00068610
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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 | 0.012 |
| 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 | 0.001 |
| 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