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
The transition from student to practitioner for newly graduated nurses is impacted by their physical, social, professional, and practice environments. COVID-19, global insecurity, institutional restructuring, and "acute on chronic" staffing shortages have increased the immediate burden experienced by emerging nurses. As detailed through the historical development of Duchscher's Stages of Transition Theory and Transition Shock Model, theorization of the transition process offers graduates, their educators, and workplace managers key areas of support opportunities for these new practitioners. In part 1 of a 2-part article series, this article explores how novel new graduate supports have been developed and delivered in partnership with nonprofit groups, government bodies, and employers across much of Canada. For nurse stakeholders, theorists, and beyond, support for the transition period of new nurses remains anecdotally, evidentially, and fiscally advisable, with an increasing urgency due to rising human capital pressures.
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 | 0.000 | 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 | 0.002 | 0.000 |
| 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 it