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Record W4313730381 · doi:10.5539/ies.v16n1p54

Investigation of Creative Teaching for High School Mathematics Teachers in Saudi Arabia

2023· article· en· W4313730381 on OpenAlexvenueno aff
Sabah Abdalla Elsayed, Khamisah Saad Abdul Aziz Al-Abbad

Bibliographic record

VenueInternational Education Studies · 2023
Typearticle
Languageen
FieldPsychology
TopicCreativity in Education and Neuroscience
Canadian institutionsnot available
Fundersnot available
KeywordsMathematics educationTeaching methodPsychologySchool teachersPedagogy

Abstract

fetched live from OpenAlex

This study examined the creative teaching for high school mathematics teachers in Saudi Arabia. The original data set included 200 teachers in high public schools in the province of Dammam, Saudi Arabia. The researcher also prepared a creative teaching questionnaire for mathematics teachers in high schools and a qualitative analysis method was employed to analyze the data. The results showed that the items on the questionnaire on creative practices ranged between (3–4.23) with a general average value (3.16) and a standard deviation (0.192), which indicated a median level of creative practice among the high school mathematics teachers in Saudi Arabia. This study suggested that it should be better to prepare training programs for mathematics teachers to acquire creative teaching skills and make them more aware of the importance of creative teaching in their classes.

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)0.001
metaresearch head score (Gemma)0.004
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 score0.493
Threshold uncertainty score0.486

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.004
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 head0.143
GPT teacher head0.469
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.

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

Citations3
Published2023
Admission routes1
Has abstractyes

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