Educating for Complexity In Nursing Practice: A Baccalaureate Curriculum Innovation
Bibliographic record
Abstract
This expository article describes an overview of salient changes made to a baccalaureate curriculum to meet the ever changing demands of health care, professional nursing practice, and post-secondary education. The innovations were embedded in the tenets of complexity science, mandates of our professional practice, the contextual relevance of the curriculum and the scholarship of integrative learning. The curriculum is present and future oriented, evidence-based and relevant. The curricular structure shifts content and pedagogy from the traditional stance. The planned and integrative semester course design is greater than the sum of its parts; course content is carefully chosen to illustrate the integrative nature of health and illness, and taken together, these strategies prevent notions of simple to complex learning. The shift from a traditional curricular approach necessitated the examination of how we optimized the use of scarce fiscal and physical educational resources and how we collaborated with all of our stakeholders.
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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 | 0.003 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 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 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".