Generational Clashpoints in Nursing Preceptorship
Bibliographic record
Abstract
The success of the preceptorship approach to teaching-learning depends on the formation of positive working relationships. Preceptors and nursing students are frequently of different generations and often have differing world-views. A phenomenological study, guided by van Manen's approach, was conducted to develop an understanding of how generational differences influence the formation of the preceptor-student relationship and the overall success of the experience. Three main themes were revealed: being affirmed, being challenged, and being on a pedagogical journey. A key subtheme of being challenged was colliding generational worldviews; in this article, our purpose is to explore this particular subtheme. The data suggest that generational clashpoints are occurring during preceptorship experiences, and the implications of these are serious, particularly from a nursing recruitment and retention perspective. It is vital that proactive measures be taken to inspire the future generation of nurses, rather than stifling their spirit and assertiveness.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 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".