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Record W3213467652 · doi:10.32920/ryerson.14656875.v1

Dissing learning disabilities

2021· preprint· en· W3213467652 on OpenAlexaffabout
Richa Sud

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsMcMaster UniversityToronto Metropolitan UniversityLakehead UniversityCentre for Social Innovation
Fundersnot available
KeywordsPhenomenology (philosophy)PedagogyQualitative researchPsychologyLearning disabilityLived experienceMathematics educationSociologyDevelopmental psychologySocial science

Abstract

fetched live from OpenAlex

This qualitative research study explores the experiences of post-secondary students with Learning Disabilities (LDs). Using phenomenology, semi-structured interviews were conducted with four university students from Southern Ontario. The study discusses the strengths, challenges, commonalities and differences between the students‘ academic experiences through which they have derived current academic success. Data analysis draws from Critical Theory of Education, Social Model of Disability and Goffman‘s analysis of Stigma. The findings in this study provide insight into the classroom experiences of the students with LDs in elementary, middle and high schools. Further, they help understand ways adapted by students to navigate the education system through each of their varied experiences. This paper will conclude with implications and suggestions for social work professionals working with students who have LDs.

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)0.002
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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.359
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0100.000

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 head0.080
GPT teacher head0.395
Teacher spread0.315 · 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 designQualitative
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
Published2021
Admission routes2
Has abstractyes

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