Implementing Universal Design Instruction in Doctor of Nursing Practice 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
BACKGROUND: Faculty in Doctor of Nursing Practice (DNP) programs identify challenges of increased enrollment and variances in previous student educational preparation and professional experiences that require innovative approaches to curriculum transformation. PURPOSE: This article informs nurse educators about the vibrant and inclusive approach of universal design for instruction (UDI), a framework to conceptualize and implement learning strategies in the DNP curriculum. APPROACH: UDI is guided by 9 instructional principles that anticipate diverse learners and is intentionally inclusive of multiple ways of learning. Principles of UDI were synergized into several DNP didactic courses and the scholarly project process. CONCLUSION: Integration of UDI into the DNP curriculum included precourse assessments, multiple modalities of content delivery, options to present acquired knowledge, and supporting the adult learner through the iterative work of the scholarly project.
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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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