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Record W3212943771 · doi:10.5539/jel.v11n1p54

Students with Special Educational Needs: Explaining Their Social Integration and Self-Concept

2021· article· en· W3212943771 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.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJournal of Education and Learning · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicChild Development and Education
Canadian institutionsnot available
Fundersnot available
KeywordsBachelorPsychologySocial integrationCurriculumSpecial needsPerceptionSocial needsQuality (philosophy)Mathematics educationLikert scaleMedical educationPedagogySociologyDevelopmental psychologyPolitical science

Abstract

fetched live from OpenAlex

Social integration of special need students is viewed as a necessary phenomenon for the skills’ development which adds quality to their lives and provides them with satisfaction. This study explores the perception and attitude of the teachers towards social integration as a general school policy. A total of 150 individuals were selected from the integrated primary schools in KSA. Survey approach was employed to collect data using a close-ended questionnaire which was then statistically analysed. The results revealed that there is a positive impact of the social integration upon the special needs students. A statistically significant difference was found among participants based on their experience, education, and age. Moreover, there was significant difference in the attitudes of participants with Diploma in Education qualifications and Bachelor in Education qualifications towards integration. The study concluded that the implementation of the integrated school as general policy should be considered and an effective teacher training curriculum with special needs courses should be introduced.

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)0.000
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 score0.265
Threshold uncertainty score0.582

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.015
GPT teacher head0.320
Teacher spread0.305 · 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