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The Effectiveness of a Training Program in Equipping Teachers of Students with Intellectual Disabilities with Competencies for Implementing Transition Plans and Enhancing Their Teaching Self-Efficacy

2025· article· en· W4412055215 on OpenAlexvenueno aff
Mahmoud Mohamed Eltantawy, Basma Osama Elsayed Fouad

Bibliographic record

VenueJournal of Intellectual Disability - Diagnosis and Treatment · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsnot available
Fundersnot available
KeywordsMedical educationTraining (meteorology)Transition (genetics)PsychologySelf-efficacyIntellectual disabilityEngineering managementEngineeringMedicine

Abstract

fetched live from OpenAlex

Background: Teachers working with students who have intellectual disabilities are the pillars supporting these students throughout their educational success and are primarily responsible for implementing transition plans for them. The ability of teachers working with students who have intellectual disabilities to acquire competencies related to student transition to different stages is a primary factor that makes this transition smooth. Therefore, teaching self-efficacy plays a crucial role in teachers’ success in their assigned roles and, accordingly, implementing transition plans. Objective: The study aimed to examine the effectiveness of a training program in equipping teachers working with students who have intellectual disabilities with competencies for implementing transition plans and enhancing their self-efficacy. Methods: The study adopted the quasi-experimental approach that included one experimental group subject to pre-test and post-test measurements and a follow-up measurement to evaluate the effectiveness of the training program and its sustainable results. In this study, the independent variable was the training program, while the dependent variables were the competencies for implementing transition plans and teaching self-efficacy. The study employed the following instruments: a questionnaire on the competencies of teachers of students with intellectual disabilities for implementing transition plans (developed by the researchers), a questionnaire on teaching self-efficacy among special education teachers (developed by the researchers), and a training program (developed by the researchers). Participants: The study sample comprised (13) elementary-stage teachers working with students with intellectual disabilities. The teachers demonstrated insufficient competencies in implementing transition plans and insufficient teaching self-efficacy. Results: The study's results confirmed the effectiveness of the training program in improving teachers' competencies for implementing transition plans and teaching self-efficacy. This is indicative of the effectiveness of the activities and strategies included in the program in enhancing these competencies and skills for the teachers. Conclusions: The study at hand is one of the few that contributes to the professional development of teachers working with students with intellectual disabilities in an Egyptian environment. The study also presented two measuring instruments: one for transition competencies, another for teaching self-efficacy, and a training program for enhancing both.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Non-randomized trial · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.368
Teacher spread0.321 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNon-randomized trial
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".

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Citations0
Published2025
Admission routes1
Has abstractyes

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