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Record W2981308385 · doi:10.82396/cjcd.v17i1.3125

Employment Outcomes of Canadian Postsecondary Students with Learning Disabilities

2021· article· en· W2981308385 on OpenAlexaffabout
Matthew J. Kalichuk, Alexander M. Wilson

Bibliographic record

VenueThe Journal of Macrodynamic Analysis (Memorial University of Newfoundland) · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsMount Allison University
Fundersnot available
KeywordsPostsecondary educationPsychologyPopulationPerceptionJob satisfactionLearning disabilityMedical educationHigher educationMedicineSocial psychologyDevelopmental psychologyEnvironmental healthEconomic growthEconomics

Abstract

fetched live from OpenAlex

The employment outcomes of 35 Canadian postsecondary graduates with learning disabilities (LD) were investigated. It was found that 67.7% of respondents were working full-time, earning salaries comparable to those in the general population of college graduates without LD. While 56.9% of respondents indicated that their work was affected by LD, only 47.1% had ever disclosed their LD in the workplace or requested formal workplace accommodations (11.8%). Most respondents reported employing the use of compensatory strategies in order to overcome obstacles presented by their LD. High ratings of job satisfaction and high perceptions of employment selfefficacy were reported. Implications of the findings in terms of successful individuals with LD and effective transition planning are discussed, as well as limitations and directions for future 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 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)0.001
metaresearch head score (Gemma)0.000
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 score0.473
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.016
GPT teacher head0.274
Teacher spread0.258 · 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

Citations1
Published2021
Admission routes2
Has abstractyes

Explore more

Same venueThe Journal of Macrodynamic Analysis (Memorial University of Newfoundland)Same topicDisability Education and EmploymentFrench-language works237,207