Professional Archetype Change: The Effects of Restricted Professional Autonomy
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
One of the points on which researchers agree is the centrality of autonomy to professionalism. Moreover, a common conclusion in the studies of professions is that the profound changes in society over the last fifty years have threatened the autonomy and changed the archetype of professionalism. This paper contributes to the research on changes and continuities, challenges and opportunities for professionalism by discussing advantages and disadvantages of restricted professional autonomy. By describing the historical development in the Swedish and Canadian healthcare context, two major findings are discussed. First, although medical professionals have been subjected to certain constraints, they still appear to maintain a relatively high level of autonomy concerning the technical content of the work. Second, restricting professional autonomy is not negative merely due to the preservation of the professional archetype; rather, a «reasonable» limitation can be positive if professional autonomy is understood as a contract based on public trust.
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 | 0.004 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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