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Record W4416121140 · doi:10.17483/evxn9h49

Accommodations for Students With Disabilities and Associated Barriers in Nursing and Psychiatric Nursing Education: Mixed-Methods Research

2025· article· en· W4416121140 on OpenAlexaffvenueabout
Andrea E. Thomson, Catherine Baxter, Michelle Cleland

Bibliographic record

VenueQuality Advancement in Nursing Education - Avancées en formation infirmière · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsBrandon University
Fundersnot available
KeywordsInclusion (mineral)Nurse educationAccommodationFocus groupPerceptionQualitative researchTeam nursing

Abstract

fetched live from OpenAlex

Background: The experience of disability is often overlooked within equity, diversity, and inclusion initiatives in nursing education. Nursing students who self-identify as having a disability or disabilities have reported issues regarding accessibility and accommodations. Nurse educators have reported general uncertainty regarding ways to support students, especially within clinical practice settings. Purpose: The purpose of the study was to investigate the perceptions of nursing and psychiatric nursing students and faculty, with a focus on accommodations and associated barriers. Methods: Mixed-methods research was conducted to answer the following question: What accommodation practices promote or limit the inclusion of nursing and psychiatric nursing students with disabilities in theory and clinical practice settings? Data were collected through an anonymous online survey. A total of 95 responses were included in the analysis. Participants included students in undergraduate degree programs in nursing (n = 21) and psychiatric nursing (n = 22), academic nursing/psychiatric nursing faculty (n = 49), and accessibility professionals (n = 3) in Western Canada. Results: Two main themes were derived from the parallel analysis of the qualitative and quantitative data. The first theme focused on the provision of reasonable accommodations and the second focused on attitudes towards nursing and psychiatric nursing students with disabilities. Students who received accommodations reported that accommodations contributed to their success in the classroom environment (94%), skills lab (86%), and clinical setting (86%). The attitudes of participants towards accommodations were largely favourable. However, barriers to accessing accommodations were noted, mainly within clinical settings. The faculty participants identified lack of knowledge on accommodation processes and a lack of time to implement individual accommodations as a barrier. While the majority (74%) of participants agreed that students with disabilities could meet the theory requirements of professional programs, only half of the participants thought that these students could meet the clinical program requirements. Significant differences in responses were evident between participants who self-identified as having a disability or disabilities and those who did not. Conclusion: The findings highlight the need for effective accommodation processes for nursing students with disabilities, particularly within clinical environments. There is also a need for increased education, support, and resources for faculty to improve their levels of preparedness.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.038
metaresearch head score (Gemma)0.042
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.038
Threshold uncertainty score0.202

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0380.042
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0050.005
Science and technology studies0.0030.002
Scholarly communication0.0050.003
Open science0.0020.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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.

Opus teacher head0.069
GPT teacher head0.558
Teacher spread0.489 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes3
Has abstractyes

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