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
Cultural models of health, illness, and moral reasoning are receiving increasing attention in bioethics scholarship. Drawing upon research tools from medical and cultural anthropology, numerous researchers explore cultural variations in attitudes toward truth telling, informed consent, pain relief, and planning for end-of-life care. However, culture should not simply be equated with ethnicity. Rather, the concept of culture can serve as an heuristic device at various levels of analysis. In addition to considering how participation in particular ethnic groups and religious traditions can shape moral reasoning, bioethicists need to consider processes of socialization into professional cultures, organizational cultures, national civic culture, and transnational culture. From the local world of the community clinic or oncology unit to the transnational workings of human rights agencies, attentiveness to the concept of culture can illuminate how patients, family members, and health care providers interpret illness, healing, and moral obligations.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.026 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.040 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.006 |
| 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