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Record W4386422959 · doi:10.3126/fwr.v1i1.58332

Perspectives of Teachers Towards Students with Diverse Disability: A Case of Special School in Kailali District

2023· article· en· W4386422959 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueFar Western Review · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicInclusion and Disability in Education and Sport
Canadian institutionsWestern University
Fundersnot available
KeywordsFocus groupDiversity (politics)Head teachersPerceptionPsychologySpecial educationQualitative researchInterpersonal communicationPedagogyQualitative propertyMedical educationMathematics educationSociologyMedicineSocial psychology

Abstract

fetched live from OpenAlex

Working with differently able children in the classroom is challenging in under-resourced contexts for Nepal teachers. This study explores teachers’ perceptions toward managing the diversity of the students in terms of disability, teaching-learning activities, assessment practices, and interpersonal skills in a special school. This qualitative study adopts a case study design. In-depth Interviews, focus group discussions (FGD), and participant observation were the major methods for data collection. Six teachers (three ordinary and three with disability) for FGD and two key informants (head teacher and chairperson) were selected purposively for in-depth Interviews from a special school located at Attariya in Kailali district. The study shows that teachers have positive perceptions toward disabilities, especially teachers with disability. Teachers have invested efforts in managing diversity in instruction and in assessment; however, it is challenging due to the traditional approach of teaching and evaluation, lack of training and resources, and the gap between policies and practices. The study further indicates that teachers’ positive perceptions and extracurricular activities are crucial for developing students’ interpersonal skills.

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.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.280
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
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)0.0010.000

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 head0.047
GPT teacher head0.417
Teacher spread0.370 · 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