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Record W7132866562

Living on the Margins of the Centre Called “Normalcy”: Autistic Children within a Neo-Colonial Uganda Education System

2024· dissertation· W7132866562 on OpenAlexfundno aff
Lwanga Gasuza Musisi

Bibliographic record

VenueTSpace · 2024
Typedissertation
Language
FieldSocial Sciences
TopicDisability Rights and Representation
Canadian institutionsnot available
FundersUniversity of Toronto
KeywordsViewpointsAutismFocus groupQualitative researchSpecial educationInclusion (mineral)Empirical researchMainstreamingDisability studies
DOInot available

Abstract

fetched live from OpenAlex

This dissertation draws on critical de/anti-colonial disability as well as intersectional theoretical frameworks as espoused by George Dei, Tanya Titchkosky, and Patricia Hill Collins, respectively, as well as field research, to examine the extent to which the Ugandan education system perpetuates injustices and inequities for students with autism and their families. The research methodology utilized in this study was a mixed-methods approach that encompassed both quantitative and qualitative data collection techniques. By means of questionnaires, interviews, and focus group discussions, the investigation has unveiled a plethora of viewpoints and encounters concerning autism (disability) and education in Uganda.The empirical evidence presented in this study posits that notwithstanding the considerable strides made in enhancing the pedagogical prospects for disabled minors in Uganda, there remain noteworthy obstacles. The diverse viewpoints of the various stakeholders in this research suggest that there exists a pressing demand for increased resources, enhanced pedagogical instruction, superior policies and procedures, and further scholarly research to bolster the implementation of inclusive education for children with disabilities. This research offers significant contributions to the understanding of disability and education in Uganda, as perceived by children, policy makers, parents, and teachers. The results of the study underscore the imperative for sustained endeavours to advance the cause of inclusive education and guarantee that every child, irrespective of their aptitude, is bestowed with the opportunity to avail themselves of top-notch education.

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 categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.231
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 studies0.0020.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.011
GPT teacher head0.329
Teacher spread0.318 · 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
Published2024
Admission routes1
Has abstractyes

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