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Record W4413796753 · doi:10.1080/13603116.2025.2547310

Teacher’s attitude towards inclusion of children with disabilities in general education system of Bangladesh

2025· article· en· W4413796753 on OpenAlexaff
Faruq Ahmed, Md. Kalim Uddin, Md Abdul Koddus, Md Sirazul Islam, Salma Akter, Moeidu Bhuian Priti, Kamrojjaman Sojib

Bibliographic record

VenueInternational Journal of Inclusive Education · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicCollaborative Teaching and Inclusion
Canadian institutionsCentre for Movement Disorders
Fundersnot available
KeywordsInclusion (mineral)General educationMainstreamingSpecial educationPsychologyDevelopmental psychologyPedagogyMathematics educationSocial psychology

Abstract

fetched live from OpenAlex

Inclusive education (IE) is widely recognised as an effective approach to ensure equity and equality in education. Teachers' attitudes play a crucial role in the successful implementation of IE, making it essential to examine their perceptions. This study aimed to measure teachers' attitudes towards the implementation of IE in Bangladesh. A quantitative research design was adopted, using a nonprobability convenience sampling method. Data were collected with the Principals' Attitudes Towards Inclusive Education (PATIE) scale. Section A addressed teacher demographics, while Section B focused on the PATIE scale. The sample comprised 120 teachers, including 60 mainstream and 60 special education teachers from various schools. Among the respondents, 45% were aged 30–40 years, 57.5% were female and 60% were senior teachers. Nearly half (45%) had special training on disability and most (85%) had direct experience with disability. The results revealed significant differences in attitudes based on school type, teaching experience with special needs and disability-related training. Overall, teachers showed a moderately positive attitude towards IE. The findings highlight the importance of fostering supportive environments where children with disabilities feel welcome and safe. To achieve effective IE, policymakers must prioritise teacher training, provide adequate resources and establish policies that encourage positive mindset changes.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.120
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.009
GPT teacher head0.356
Teacher spread0.347 · 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 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

Citations0
Published2025
Admission routes1
Has abstractyes

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