MétaCan
Menu
Back to cohort
Record W2907078661 · doi:10.5539/ijel.v9n1p15

The Use of Brainstorming Strategy Among Teachers of Arabic for Speakers of Other Languages (ASOL) in Writing Classes

2018· article· en· W2907078661 on OpenAlexvenueno aff
Ibrahim Hasan Alrababa’h, Luqman Rababah

Bibliographic record

VenueInternational Journal of English Linguistics · 2018
Typearticle
Languageen
FieldArts and Humanities
TopicEFL/ESL Teaching and Learning
Canadian institutionsnot available
Fundersnot available
KeywordsBrainstormingArabicQualitative researchMathematics educationPsychologyComputer sciencePedagogyMedical educationSociologyLinguisticsMedicineArtificial intelligenceSocial science

Abstract

fetched live from OpenAlex

Although brainstorming strategy is not a new concept, the practice is relatively new in the Arab region, especially, in Jordan, where the old approaches are still widely used. This qualitative study examined the attitudes of Arabic language lecturers at Language Center, University of Jordan towards utilizing brainstorming in their instruction. With the help of convenience sampling, ten lecturers were selected to participate in the study. To reach a clear understanding of this issue, the study utilized a qualitative design and semi-structured interviews and observations were used as a tool to collect the data. The findings revealed that the attitudes and the actual use of brainstorming strategy by ASOL lecturers in their instruction were generally positive. A key recommendation of the study is that further research needs to be conducted into the reasons why some instructors opt not to use brainstorming strategy in their instruction.

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)0.031
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.876
Threshold uncertainty score0.977

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.031
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 head0.058
GPT teacher head0.318
Teacher spread0.260 · 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.

Study designNot applicable
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

Citations15
Published2018
Admission routes1
Has abstractyes

Explore more

Same venueInternational Journal of English LinguisticsSame topicEFL/ESL Teaching and LearningFrench-language works237,207