The overlapping spheres of medical professionalism and medical ethics: a conceptual inquiry
Bibliographic record
Abstract
This essay examines the concepts of ‘professionalism’ and ‘ethics’ as they are used in health professions education and, in particular, medical education. It proposes that, in order to make sense of the construct of ‘professional ethics,’ it would be helpful to conceive of professionalism and ethics as overlapping but not identical spheres. By allowing for areas of professionalism that are not directly pertinent to ethics, and areas of ethics that are not directly pertinent to the professional sphere, ‘professional ethics’ as a focus of medical education can come into sharper relief. The essay argues that professional ethics should be understood not only in relation to major ethical issues such as end-of-life decisions, but also in relation to everyday actions and decisions. The essay ends by raising questions about how and by whom professional ethics is best taught.
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.
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 | 0.028 | 0.028 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.006 | 0.004 |
| Science and technology studies | 0.015 | 0.147 |
| Scholarly communication | 0.022 | 0.030 |
| Open science | 0.003 | 0.022 |
| Research integrity | 0.012 | 0.012 |
| Insufficient payload (model declined to judge) | 0.003 | 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".