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Record W7117667587 · doi:10.3390/disabilities6010004

Disability-Related Accommodations in Fieldwork: A Survey of Health Professional Educators

2025· article· en· W7117667587 on OpenAlexafffundabout
Shaminder Dhillon, Tal Jarus, Christopher Farley, Sarah Wojkowski

Bibliographic record

VenueDisabilities · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicInclusion and Disability in Education and Sport
Canadian institutionsUniversity of British ColumbiaMcMaster University
FundersMcMaster University
KeywordsAccommodationReasonable accommodationDescriptive statisticsInclusion (mineral)Health professionalsProfessional developmentHealth careSurvey instrument

Abstract

fetched live from OpenAlex

The number of students living with disabilities entering post-secondary education, including health professional programs (HPPs), is increasing. However, disabled students continue to experience challenges in both the on-campus and fieldwork components of these programs. The purpose of this study is to understand the experiences and perspectives of fieldwork educators to determine how they can be supported by HPPs when supervising students living with disabilities. An online survey was developed and circulated to fieldwork educators who supervise students in nine HPPs at McMaster University in Canada. Descriptive statistics and content analysis were used to analyze survey responses. The survey was completed by 42 respondents, 10 of whom reported living with a disability and demonstrated a nuanced understanding of accommodation issues. More than half of the total respondents reported they had supervised disabled students in fieldwork; however, only 12 received accommodation plans and evaluation occurred informally, if at all. Respondents requested training on how to accommodate specific student needs. Efficient processes are needed for educator training, and the involvement of educators is needed in accommodation development. Accommodations must be evaluated to ensure students have equitable opportunities for learning and assessment. Educators living with disabilities provide valuable insights on dismantling systemic barriers to inclusion.

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)0.004
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.141
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.046
GPT teacher head0.432
Teacher spread0.386 · 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 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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