Researching Gender Professions: Nurses as Professionals
Bibliographic record
Abstract
Nurses as professionals of health, childhood education teachers, social workers and caregivers, join a group of“feminine professions” which grew through policies of a welfare state in postwar constructive period, or in times ofpostwar accords (Jones, 1983). These professions are under challenge because of neoliberal policies and practices inthe 21st century. In the paper, we want to give lights to the contradictory situations nurses face, as workers and ascare keepers. Nurses, suffer of a combination of public and private functions, at work, at home, and when caringfamily relatives. The way women feel about their role as professionals, and as women and workers, is illuminative,as we enquired in a funded research developed with nurses in the community of Navarra, Spain, first from 1993 to1996, and next, checking a continuity each ten years, 2006 and next 2016.
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How this classification was reachedexpand
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".