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Record W7115820828

Disability-Related Accommodations in Rehabilitation Programs

2023· dissertation· en· W7115820828 on OpenAlexaff

Bibliographic record

VenueMacSphere (McMaster University) · 2023
Typedissertation
Languageen
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsMcMaster University
Fundersnot available
KeywordsAccommodationFocus groupContext (archaeology)Graduation (instrument)RehabilitationReasonable accommodationPerspective (graphical)Health careEthnography
DOInot available

Abstract

fetched live from OpenAlex

Introduction: Students with disabilities are underrepresented in post-secondary education, including health professional programs. They experience higher rates of attrition and lower rates of graduation compared to their non-disabled peers. Some research indicates that educators engage in ableist practices preventing students with disabilities from successfully completing these programs. Educators report difficulty meeting the myriad of professional and educational expectations in professional programs. Rehabilitation professions provide a unique opportunity for research given their emphasis on participation and inclusion. Purpose: The purpose of this program of research was to explore the educator perspective in the accommodation of students with disabilities in professional rehabilitation programs. Method: There are three studies that constitute this thesis. The first study is a critical discourse analysis in which the most relevant texts in the accommodation process were examined. The second study is an institutional ethnography informed study, whereby university-based educators were interviewed about their actions in the accommodation process of students with disabilities. The final study is an interpretive description that involved interviews with fieldwork educators who provide disability-related accommodations to students in their work settings. Findings: The texts involved in the accommodation process revealed varied and conflicting discourses and subject positions for educators in rehabilitation programs. University-based educators identified tensions reconciling the focus on students in the post-secondary education context with the focus on clients in the healthcare context, for which they were preparing students. However, fieldwork educators were generally at ease with the accommodation process as they integrated accommodations into the broader goal of learning. Implications: This body of work provides insight into the reasons why educators may struggle with the accommodation process in professional rehabilitation programs. It also identifies potential solutions for educational programs and future directions for research.

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)0.006
metaresearch head score (Gemma)0.019
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 score0.011
Threshold uncertainty score0.057

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.019
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0110.008
Scholarly communication0.0050.003
Open science0.0020.012
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0080.000

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 head0.028
GPT teacher head0.296
Teacher spread0.267 · 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
Published2023
Admission routes1
Has abstractyes

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