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Record W2097107770 · doi:10.3109/13668250.2011.625927

Injury incidence and patterns in workers with intellectual disability: A comparative study

2011· article· en· W2097107770 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJournal of Intellectual & Developmental Disability · 2011
Typearticle
Languageen
FieldMedicine
TopicDown syndrome and intellectual disability research
Canadian institutionsRoyal Ottawa Mental Health CentreQueen's University
FundersWorkplace Safety and Insurance Board
KeywordsIntellectual disabilityWorkers' compensationOccupational safety and healthOccupational injuryJurisdictionIncidence (geometry)Injury preventionCompensation (psychology)MedicineHuman factors and ergonomicsPoison controlPsychologyEnvironmental healthPsychiatrySocial psychologyPolitical science

Abstract

fetched live from OpenAlex

BACKGROUND: Workplace safety is a concern in the employment of persons with intellectual disability, due to both real concerns for employee well-being, and the effect that negative perceptions of safety risk can have on hiring. METHOD: This study involved a retrospective analysis of workplace insurance claim records for workers with and without disability in a Canadian social enterprise. RESULTS: Workers with intellectual disability sustained fewer injuries and experienced fewer absences due to injury than workers without disability. Lost-time injury rates for this business were not significantly different from those reported by other employers in the jurisdiction. CONCLUSION: Workplace safety is a concern for all workers, but fear of increased injury rates and heightened compensation costs should not be perceived as a risk when hiring individuals with intellectual disability.

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.

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)0.002
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient 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 score0.008
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.002
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0060.000

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 head0.083
GPT teacher head0.344
Teacher spread0.261 · 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