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Record W4405990752 · doi:10.29173/cjfy30092

Determining the Effectiveness of Direct Instruction in Developing the Reading Skills of Students with Autism Spectrum Disorder

2025· article· en· W4405990752 on OpenAlex
Fely Marie D. Calunangan, Ramir Philip Jones V. Sonsona

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

VenueCanadian Journal of Family and Youth / Le Journal Canadien de Famille et de la Jeunesse · 2025
Typearticle
Languageen
FieldComputer Science
TopicEducational Methods and Media Use
Canadian institutionsnot available
Fundersnot available
KeywordsAutism spectrum disorderReading (process)AutismPsychologyDevelopmental psychologyMathematics educationLinguistics

Abstract

fetched live from OpenAlex

This research assessed the effectiveness of the Direct Instruction Program in developing the reading skills of students with Autism Spectrum Disorder (ASD). Qualitative research methodology of phenomenology and focus group discussion were utilized to gain an in-depth understanding of the personal experiences of the research participants. To achieve this, the researcher conducted in-depth interviews with the participants. Upon analyzing the gathered data, Direct Instruction (DI) manifested that it has helped in developing the reading skills of students with ASD as a promising approach. However, the participants noted that there are some strengths and challenges associated with its implementation. By creating learning experiences that are tailored to the needs of the individual student, DI can help students with ASD improve their reading skills significantly. Modifications are needed to ensure that the lessons are personalized and that they meet the unique needs of each student. The modifications might include simplifying the script, using pictures, and providing additional support to help students understand the material.

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)0.005
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 score0.054
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.001
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 science0.0010.000
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 head0.010
GPT teacher head0.282
Teacher spread0.272 · 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