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Record W4405560513 · doi:10.1002/ace.20542

Learning Disabilities and the Adult Learner

2024· article· en· W4405560513 on OpenAlexaboutno aff
Jovita M. Ross‐Gordon

Bibliographic record

VenueNew Directions for Adult and Continuing Education · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsnot available
Fundersnot available
KeywordsAdult educationRestructuringLearning disabilityContinuing educationAdult LearningPsychologyDimension (graph theory)Adult learnerQuarter (Canadian coin)Postsecondary educationMedical educationPopulationPoint (geometry)PedagogyDevelopmental psychologyHigher educationMedicinePolitical science

Abstract

fetched live from OpenAlex

ABSTRACT Approximately one‐quarter of the adult population self‐reports having one or more disabilities. Expanding adult and continuing education access for individuals with disabilities is an important dimension of striving to make our programs more inclusive. Thus, it is crucial that adult and continuing educators have a basic understanding of the types of disability that relate most directly to adult learning. This article reviews key definitions, models of disability, and legal requirements related to adult disability. It also takes a more focused look at the literature on several types of disabilities, along with approaches that have been taken over time to develop the learning skills and strategies of individuals with these disabilities and restructure learning environments to make them more accessible. This information should be considered a starting point. Making needed changes will require continuing commitment from teachers, trainers, and program administrators.

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)0.000
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.666
Threshold uncertainty score0.805

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.012
GPT teacher head0.320
Teacher spread0.307 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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
Published2024
Admission routes1
Has abstractyes

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