MétaCan
Menu
Back to cohort
Record W2976409950 · doi:10.5430/jnep.v10n1p85

The procedure in the classroom setting by which nursing faculty construct academic accommodations for undergraduate nursing students with learning disabilities: A scoping review

2019· review· en· W2976409950 on OpenAlexvenueno aff
Amy Yarbrough

Bibliographic record

VenueJournal of Nursing Education and Practice · 2019
Typereview
Languageen
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsnot available
Fundersnot available
KeywordsConstruct (python library)AccommodationNurse educationNursingPsychologyMedical educationLearning disabilityMedicineComputer science

Abstract

fetched live from OpenAlex

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.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.007
metaresearch head score (Gemma)0.014
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.917
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.014
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.203
GPT teacher head0.570
Teacher spread0.366 · 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 teacher head, not a consensus.

Study designOther design
Domainnot available
GenreReview

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

Citations1
Published2019
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Nursing Education and PracticeSame topicDisability Education and EmploymentFrench-language works237,207