"Hit the Ground Running": Perspectives of New Nurses and Nurse Managers on Role Transition and Integration of New Graduates
Bibliographic record
Abstract
The workplace for new graduates must be a constructive learning environment to facilitate their development. Nurse managers need new graduates who can "hit the ground running." Conflict between the needs of new nurses and the realities of the workplace often creates role confusion and tension in new graduates and threatens employers' ability to retain them. As part of a larger study that examined the effectiveness of a new strategy on new nurse retention and workplace integration, we conducted focus groups with new nurses and nurse managers. This paper discusses the perspectives of new nurses on their role transition from graduates to practising professionals and the perspectives of nurse managers on the workplace integration of new nurses. The thematic findings integrate new nurses' perspectives on their needs during role transition with the perspectives of nurse managers in meeting those needs. The discussion includes strategies to facilitate successful transition and integration of new nurses into the workplace within the context of recruitment and retention.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| 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".