The procedure in the classroom setting by which nursing faculty construct academic accommodations for undergraduate nursing students with learning disabilities: A scoping review
Bibliographic record
Abstract
Background and objective: A scoping review was conducted to determine what is currently known about the procedure in the classroom setting by which nursing faculty construct academic accommodations for undergraduate nursing students with learning disabilities. The number of nursing students with disabilities is growing, and nursing students with identified learning disabilities require academic accommodations to facilitate their success. Effective understanding of the academic accommodation procedure by faculty is necessary to promote student success and inclusive learning environments within nursing education.Methods: The framework from Arksey and O’Malley was used to identify gaps in the literature related to the procedure in the classroom setting by which nursing faculty construct academic accommodations for students with learning disabilities.Results: The themes of faculty attitude, previously used accommodations, and lack of understanding of the procedure of accommodation implementation were derived from the literature.Conclusions: Current research fails to adequately answer the research question related to the procedure by which nursing faculty in the classroom setting construct academic accommodations for students with learning disabilities. Further research into the procedure by which faculty make academic accommodations in the nursing education classroom is needed.
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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 | 0.007 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 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".