Commentary – The Need for Baccalaureate Education Now More than Ever: Implications for the Role of Nurse Leaders
Bibliographic record
Abstract
Globally, healthcare systems have been pushed to the breaking point. The demands for public health and community-based care - traditionally underfunded - have escalated. Necessity expedited the use of technology for virtual care delivery within the Canadian healthcare system and in post-secondary education, overcoming years of resistance. Now, more than ever, transformation of nursing curricula is critical to the socialization of our professional identity, what nursing values and what it means to be a nurse who can demonstrate capabilities that go far beyond the image of the pandemic proclamations of nurses as heroes (Goodolf and Godfrey 2021). Sustaining the changes that have supported access to healthcare delivery and post-secondary education throughout the pandemic will require vision and leadership. It will mean positioning nursing within the health professions to have a voice of influence, be visible, be recognized as essential to decisions that affect health and inform healthcare directions that are equity oriented and grounded in the social determinants of health and social justice.
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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 | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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".