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Perception and Acceptability of Regular Education Teachers Towards Inclusion of Children with Intellectual Disability in Calabar, Cross River State, Nigeria

2024· article· en· W4400550589 on OpenAlexvenueno aff
Aderibigbe Samson Akinwumi, Adeleke Owoade Philip, Akintoye Oluyemi Ayorinde, Mabel Obioma Ajah, Emmanuel Ahuenasebhor, Okoye Joy Sade, Igbineweka Paul Osa, Ogunjimi Blessing Etukudo, Apie Martina Ayibeya, Ntino Martina Ongbonya, Okoi I.I. Ikpi, Obeten Okoi Okorn, Christopher Okoi Ofem, James Daniel Daniel, Itam Ben Edet, Orim Samuel Orim

Bibliographic record

VenueJournal of Intellectual Disability - Diagnosis and Treatment · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsnot available
Fundersnot available
KeywordsInclusion (mineral)State (computer science)PerceptionIntellectual disabilityPsychologySpecial educationPedagogyMathematics educationDevelopmental psychologySociologyMedical educationMedicineSocial psychologyComputer sciencePsychiatry

Abstract

fetched live from OpenAlex

Access to education has been a challenge to individuals with intellectual disability (ID) in Cross River State, Nigeria, as a result of limited schools that accept these individuals. This study consequently investigated the knowledge and perception of regular teachers about children with ID and their level of acceptance into the regular classroom. Two hundred (200) teachers in public primary schools in Calabar municipal were randomly selected for the study. A descriptive research design was adopted. “Teachers’ Knowledge, Perception and Acceptability of Teachers towards Children with Intellectual Disability (TKPATCID)” was used as an instrument for data collection. Data was analyzed using descriptive statistics such as frequency count, simple percentage standard deviation, and mean scores. Findings showed that the knowledge of regular teachers about children with ID is very low. The majority of the regular teachers have negative perceptions of children with ID. Similarly, the majority of the respondents were of the opinion that children with ID should not be accepted alongside their non-disabled counterparts in the classroom. It was therefore recommended, among others, that awareness of the nature of ID be created. Regular in-service training should be organized for regular education teachers by the government in order to properly equip them with relevant and up-to-date knowledge of children with ID.

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)0.002
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient 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 score0.359
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.003
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 head0.023
GPT teacher head0.348
Teacher spread0.325 · 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 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

Citations2
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Intellectual Disability - Diagnosis and TreatmentSame topicDisability Education and EmploymentFrench-language works237,207