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Record W2795319567 · doi:10.5539/ies.v11n4p74

The Challenges of Using the Differentiated Instruction Strategy: A Case Study in the General Education Stages in Saudi Arabia

2018· article· en· W2795319567 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

VenueInternational Education Studies · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicEducation Practices and Evaluation
Canadian institutionsnot available
Fundersnot available
KeywordsDifferentiated instructionMathematics educationPsychologyPedagogy

Abstract

fetched live from OpenAlex

The study identifies the most important challenges facing general education male and female teachers in applying the differentiated instruction strategy in different stages of education in the Eastern Province in the Kingdom of Saudi Arabia. To achieve this, the researcher designed a questionnaire consisting of 47 paragraphs on five axes. It was distributed to 275 male and female teachers in Dammam city, after having verified its validity and stability,The results indicate that the degree of the challenge of using the differentiated instruction strategy was medium overall. The challenges related to students were ranked first, followed by challenges related to the school environment, then the nature of the differentiated instruction, challenges related to teachers, and, finally, challenges related to study courses.However, the results were not statistically significant for the variable of the educational stage (primary, intermediate, and secondary), although there were significant differences for the gender variable in favour of males.The study recommends creating a school environment that supports the use of a differentiated instruction strategy and holding workshops for teachers to train them in differentiated instruction activities.

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)0.003
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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.254
Threshold uncertainty score0.991

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
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 head0.283
GPT teacher head0.535
Teacher spread0.251 · 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