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Record W4409526823 · doi:10.5430/wjel.v15n5p341

The Use of Social Media Viewed Through Some Language Learning Assumptions Lens

2025· article· en· W4409526823 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

VenueWorld Journal of English Language · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicArabic Language Education Studies
Canadian institutionsnot available
Fundersnot available
KeywordsThrough-the-lens meteringLens (geology)Computer scienceSocial mediaOpticsWorld Wide WebPhysics

Abstract

fetched live from OpenAlex

To address whether social media helps the English language learning abilities of the learners, this paper probes into the strengths and weaknesses of social media as a platform. There is rarely complete agreement about the best way or the right way to learn the English language. Consensus usually remains difficult about social media, which is no longer a mere communication tool. If social media is considered to be an effective learning tool suitable for learners, then several assumptions about the view of learning need to be taken into account. Hence, critiquing the learning assumptions of Anderson et al. (1996), this paper aims to draw educators' attention to how they can make learners aware of maximizing the benefits of social media and take recourse to this learning tool. This study explores the perspectives of (N=40) undergraduate EFL students at a public university in Saudi Arabia about using social media to learn the English language. A questionnaire consisting of 26 items was prepared on a 5-point Likert Scale. After collecting the data, it was analyzed using SPSS (Version 20.0). Based on the findings, the paper concludes with some recommendations on how social media can be used to enhance students' performance in learning English.

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)0.001
metaresearch head score (Gemma)0.014
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.575
Threshold uncertainty score0.994

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.014
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
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 head0.045
GPT teacher head0.349
Teacher spread0.304 · 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