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Record W4389427169 · doi:10.21083/ajote.v12i2.7520

Academics with disabilities during transformation to a New African University in South Africa

2023· article· en· W4389427169 on OpenAlexvenueno aff
Sibonokuhle Ndlovu

Bibliographic record

VenueAfrican Journal of Teacher Education · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsnot available
Fundersnot available
KeywordsScholarshipContext (archaeology)Inclusion (mineral)Higher educationSociologyCommunity engagementFace (sociological concept)PedagogyPolitical sciencePublic relationsGender studiesSocial science

Abstract

fetched live from OpenAlex

The idea of transformation to a ‘new African university’ has become topical in contemporary African education scholarship. Whilst it is claimed that the process seeks to include all stakeholders, academics with disabilities are excluded because of discourses and dynamics in Africa’s higher education that have remained deeply embedded in Eurocentric thinking and mind-set. This paper applied Critical Disability Theory to analyse the challenges that face academics with disabilities in the areas of teaching, research, community engagement and doctoral supervision in South African higher education and that must be appropriately and adequately addressed for a successful transformation to a “‘new’ African University”. Data were collected through an analysis of South African literature on exclusion of students with disabilities as research, community engagement and supervision are regarded as a continuum and involve both students and the academics. Findings revealed that academics with disabilities are confronted with specific challenges similar to those faced by students with disabilities, as they all function within the same context during transformation to a ‘new African university’. The challenges are inaccessible physical environment, negative attitudes from the community members, impairment-related disadvantages, lack of adequate funding and lack of adequate media for use, which all compound to limit their functioning like their able-bodied counterparts. Including the voice of academics with disabilities in disability policy was proposed as a way to alleviate the challenges they confront enabling them to contribute positively to scholarship and thus affirm the transformation to a new African University

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.074
Threshold uncertainty score0.326

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 studies0.0000.000
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 head0.052
GPT teacher head0.315
Teacher spread0.263 · 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 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
Published2023
Admission routes1
Has abstractyes

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