MétaCan
Menu
Back to cohort
Record W2152065419 · doi:10.3138/ptc.2012-63

Attitudes toward Adults with Intellectual Disability: A Survey of Ontario Occupational and Physical Therapy Students

2014· article· en· W2152065419 on OpenAlexaffvenueabout
Kayla Vermeltfoort, Anna Staruszkiewicz, Katherine Anselm, Alma Badnjevic, Kristin Burton, Sharon Switzer‐McIntyre, Euson Yeung, Robert Balogh

Bibliographic record

VenuePhysiotherapy Canada · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicInclusion and Disability in Education and Sport
Canadian institutionsOntario Tech UniversityWest Park Healthcare CentreCredit Valley HospitalUniversity of Toronto
Fundersnot available
KeywordsPreparednessRehabilitationOccupational therapyPopulationDescriptive statisticsMedicineFamily medicineIntellectual disabilityCross-sectional studyNursingGerontologyPsychologyPhysical therapyEnvironmental healthPsychiatry

Abstract

fetched live from OpenAlex

PURPOSE: To examine attitudes of students in Ontario master's degree programmes in occupational therapy (MScOT) and physical therapy (MScPT) toward adults with intellectual disability (ID). METHODS: A quantitative cross-sectional survey study was conducted. An electronic questionnaire was distributed to 1,255 MScOT/PT students at five Ontario universities via email, using a modified Dillman approach. Descriptive statistics were used to describe experiences, attitudes, willingness, and preparedness. RESULTS: Overall response rate was 17.9%. A total of 96.0% of respondents felt "quite" or "very willing" to deliver rehabilitation to adults with ID; however, 50.7% of respondents felt "not at all prepared" or "a little prepared" to interact with this population in a clinical setting. Of those who felt unprepared, 75.4% reported it to be due to inadequate knowledge. In addition, Ontario MScOT/PT students have neutral attitudes toward adults with ID. CONCLUSIONS: While many MScOT/PT students are willing to deliver rehabilitation to adults with ID, a large proportion do not feel adequately prepared to interact with this population in a clinical setting. These findings could inform future research and curricular reform in the rehabilitation professions so that future clinicians are better prepared to provide support for this population.

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)0.001
metaresearch head score (Gemma)0.003
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.205
Threshold uncertainty score0.413

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0000.001
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 head0.027
GPT teacher head0.353
Teacher spread0.325 · 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

Citations10
Published2014
Admission routes3
Has abstractyes

Explore more

Same venuePhysiotherapy CanadaSame topicInclusion and Disability in Education and SportFrench-language works237,207