Perceptions of Professionalism Among Nursing Faculty and Nursing Students
Bibliographic record
Abstract
Although there is no consensus about the definition of professionalism, some generally recognized descriptors include knowledge, specialization, intellectual and individual responsibility, and well-developed group consciousness. In this study, Q-methodology was used to identify common viewpoints about professionalism held by nursing faculty and students, and four viewpoints emerged as humanists, portrayers, facilitators, and regulators. The humanists reflected the view that professional values include respect for human dignity, personal integrity, protection of patient privacy, and protection of patients from harm. The portrayers believed that professionalism is evidenced by one's image, attire, and expression. For facilitators, professionalism not only involves standards and policies but also includes personal beliefs and values. The regulators believed that professionalism is fostered by a workplace in which suitable beliefs and standards are communicated, accepted, and implemented by its staff. The differences indicate that there may be numerous contextual variables that affect individuals' perceptions of professionalism.
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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 | 0.007 | 0.018 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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".