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Record W4416121266 · doi:10.17483/vva0qw59

Strategies to Support Clinical Nursing Students Requiring Accommodations for Physical and/or Sensory Disability: A Scoping Review Protocol

2025· article· en· W4416121266 on OpenAlexafffundvenue
Roya Haghiri‐Vijeh, Joyce Tsui, Janet Montague, Dima Milly, Jessica Mussell, Bernadette Zakher, Dzifa Dordunoo

Bibliographic record

VenueQuality Advancement in Nursing Education - Avancées en formation infirmière · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsUniversity of VictoriaCentennial CollegeYork University
FundersYork University
KeywordsCINAHLPsycINFONurse educationInclusion (mineral)MEDLINEProtocol (science)Team nursingAccommodation

Abstract

fetched live from OpenAlex

Introduction: Post-secondary institutions are seeing increasing numbers of students requiring accommodation. In the clinical education of nursing students with physical and/or sensory disabilities, it is unclear what strategies are available to promote students’ success. Objective: The objective of this scoping review protocol is to identify the available evidence on strategies that have been implemented to support the clinical education of nursing students who require accommodation for a physical and/or sensory disability in the learning environment. Inclusion Criteria: This scoping review will consider studies that include nursing students with physical and/or sensory disabilities in any regulated nursing designation programs that use clinical placements as a component of nursing education. Peer-reviewed quantitative, qualitative, and mixed-methods studies; systematic reviews; unpublished dissertations; policy reports from schools of nursing; and text and opinion papers that focus on clinical education of nursing students will be included without limitations on language. Methods: Databases to be searched include Ovid MEDLINE, CINAHL (EBSCO), ERIC (EBSCO), APA PsycInfo (EBSCO), Web of Science, and Scopus. Unpublished studies and gray literature searches will be undertaken in ProQuest Dissertations & Theses and a limited number of relevant nursing websites. No limit on date or region will be applied. Records will be screened and extracted by two independent reviewers. Results will be presented as tables with an accompanying narrative summary. Discussion: As the number of students with physical and/or sensory disabilities in nursing education increases, nursing programs and educators must be aware of how to support these students to complete their education. The clinical learning environment poses unique challenges that need to be explored further. Findings will have implications for policy and programming in nursing education.

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)0.100
metaresearch head score (Gemma)0.087
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Protocol · Consensus signal: Protocol
Teacher disagreement score0.100
Threshold uncertainty score0.531

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.1000.087
Meta-epidemiology (narrow)0.0050.005
Meta-epidemiology (broad)0.0100.011
Bibliometrics0.0180.013
Science and technology studies0.0050.005
Scholarly communication0.0090.010
Open science0.0070.008
Research integrity0.0110.007
Insufficient payload (model declined to judge)0.0730.016

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 head0.150
GPT teacher head0.610
Teacher spread0.460 · 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 designSystematic review
Domainnot available
GenreProtocol

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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