Beyond representation: Taking concrete action to move towards inclusion and social justice in specialty nursing education
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
Inclusivity and equity are clear priorities in nursing education today. In the British Columbia Institute of Technology Specialty Nursing Department, concepts of diversity, equity, and inclusion underpin all our nursing pedagogical approaches including clinical practice, theory, and simulation. However, operationalizing these ideas into meaningful activities can be challenging. Here we showcase a concrete educational approach to addressing inclusivity and equity in nursing education in the form of an assignment grounded in equity-oriented care principles that can be adapted for both academic and clinical nursing education contexts. All healthcare providers share accountability for decolonization, anti-discrimination, and equity-oriented approaches to health care. Nursing educators have both the opportunity and responsibility to support the upcoming generation of nurses and specialty nurses to address health inequities at the point of care by first understanding the disparities in their healthcare system. These assignments are a practical and applicable way to begin to plant the seeds of cultural change within the nursing profession, ultimately empowering nursing leaders on the frontline.
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 | 0.002 |
| Science and technology studies | 0.003 | 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