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Inclusion of Students with Borderline Cognitive Impairment in Secondary Schools: Challenges and Coping Strategies

2025· article· en· W4417431400 on OpenAlexvenueno aff
Musa Moses Egaga, Veronica Nakanda Effiom, Anthony Godwin Bullem, Egan Hilary Ejim, Miebaka Nabiebu, Godian Patrick Okenjom, Bernard Atrogor Oko, Samuel Okpon Ekaette, Maria E. Ngwu, Orogwu Alo Aloysius, Mercy Egbai Egbai, Thomas A. Omang

Bibliographic record

VenueJournal of Intellectual Disability - Diagnosis and Treatment · 2025
Typearticle
Languageen
FieldNeuroscience
TopicNeuroscience, Education and Cognitive Function
Canadian institutionsnot available
Fundersnot available
KeywordsCoping (psychology)Nonprobability samplingCognitionInclusion (mineral)Cognitive impairmentCognitive disabilities

Abstract

fetched live from OpenAlex

Background: The challenges of managing students with borderline cognitive impairment in an inclusive classroom are enormous. Therefore, there is a need for appropriate coping strategies to foster the successful inclusion of students with borderline cognitive impairment in the day-to-day classroom activities. Aim: This study examines the challenges facing the inclusion of students with Borderline Cognitive Impairment (BCI) and the coping strategies often adopted by these students in the Ogoja Education Zone of Cross River State, Nigeria. Method: The study adopted a descriptive survey design. One hundred and sixty-nine students with BCI in twenty (2) regular secondary schools were selected, using the purposive sampling technique. The instrument for the study was a questionnaire titled "Academic Challenges and Coping Mechanism of Students with Borderline Cognitive Impairment Questionnaire (ACCMSBCIQ 0.67). Results: The study revealed that inclusive education for students with BCI at the secondary school level in the Ogoja Education Zone of Cross River State is hindered by a complex web of interconnected challenges. The study also revealed that students with BCI adopt several coping strategies to remain included in the secondary education program in the study area. Recommendation: Based on the findings of the study, the researchers recommend that the government and other stakeholders should organize adequate training on the inclusion of students with BCI for all secondary school teachers in Cross River State

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)0.000
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 score0.457
Threshold uncertainty score0.402

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.042
GPT teacher head0.339
Teacher spread0.298 · 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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Same venueJournal of Intellectual Disability - Diagnosis and TreatmentSame topicNeuroscience, Education and Cognitive FunctionFrench-language works237,207