Successful Transition of the New Graduate Nurse
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
Reports that new nurse graduates are not sufficiently prepared to enter the workforce are of concern to educators, employers, and other stakeholders. Often, this lack of 'practice readiness' is defined in relation to an inability to 'hit the ground running' and is attributed to a 'gap' between theory and practice and the nature of current work environments. To gain a deeper understanding of the process of making the transition from student to graduate nurse, discussion groups were held across Alberta with 14 new graduates and 133 staff nurses, employers, and educators. Five additional new graduates and 34 staff nurses, employers, and educators provided input by fax or e-mail. The findings of this initiative speak to the need to examine assumptions underlying 'practice readiness' and what constitutes an effective transition to the workplace. The problems to be addressed are complex and a wide range of sustainable, evidence-based approaches are required to resolve them.
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 | 0.001 | 0.001 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it