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Record W7110620273

Use of language learning strategies and self efficacy beliefs as predictors of English proficiency

2015· article· W7110620273 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueOpenMETU (Middle East Technical University) · 2015
Typearticle
Language
FieldArts and Humanities
TopicEFL/ESL Teaching and Learning
Canadian institutionsnot available
Fundersnot available
KeywordsLanguage proficiencyLanguage acquisitionLanguage learning strategiesCognitionLanguage assessmentForeign languageComprehension approachLearner autonomySelf-efficacy
DOInot available

Abstract

fetched live from OpenAlex

The greater demands of internationalization made many young people from different nations to learn English, the most widely used communication instrument in Europe, the USA, Canada, and Australia. Indeed, to some, the lack of knowledge of English is seen as ‘linguistic deprivation’ because, due to its role as the language of the world, “any literate, educated person on the face of the globe is in a very real sense deprived if he does not know English” (Burchfield, 1986, p.283). The spread of English has been indispensable and being proficient in English is vital for many university students. Proficiency is affected by many factors, yet mostly learner-related factors come to forefront in recent years. Realizing that some people show rapid progress in language learning, whereas the others struggle to learn making slow progress, researchers turn to learner characteristics and preferences. Learners, therefore, have become the main focus in the studies trying to find out how the learners approach language learning tasks and whether the learners have certain characteristics which dispose them to good or poor learning. Besides the age and previous language learning experiences, Naiman, Fröhlick, Stern, and Todesco (1978) listed cognitive factors such as intelligence and language aptitude, personality factors and cognitive style, attitudes and motivation as the learner characteristics that are considered relevant and influential to the language learning. The list can be widened with other influential factors including the language learning strategy choice and the self-efficacy beliefs that the students hold. Language learning strategies have been one of the main focuses in the field of language learning as “rather than mere passive receptacles for knowledge, learners become thinking participants who can influence both the processes and the desired outcome of their own learning” (Oxford, 2008, p.52). Innumerous studies have been conducted to define and classify the language learning strategies (Naiman et al., 1978; O’Malley & Chamot, 1990; Oxford, 1990), yet no consensus has been reached. Despite these differences in definition and categorization, the researchers all agree on the idea that language learning strategies are effective on the achievement of the students (Chen, 1990; Goh & Foong, 1997; Green & Oxford, 1995; Wharton, 2000). Self-efficacy belief that the students hold about themselves is another factor that comes to play in the process of learning language. Bandura (1984) defines self-efficacy as “people’s judgments of their capabilities to organize and execute courses of action required to attain designated types of performances” (p.391) and considers it to be the central element in the Social Cognitive Theory. Since Bandura introduced the concept of self-efficacy in 1977, educational researchers have investigated the role of self-efficacy in learning (Huang & Chang, 1996; Linnenbrick & Pintrich, 2003; Mills, Pajares, & Herron, 2007; Pajares, 2002). These studies, despite the differences in the variables studied and in the results seen at the end, emphasize that self-efficacy is an indispensable part of learning and a good predictor for the success of the learner. Considering this theoretical framework and greater importance given to learning English at Turkish Higher Education Institutions, the current study was conducted to answer the following research question: “To what extent do gender, English self-efficacy level, and language learning strategy use predict the English proficiency scores of the language preparatory school students?

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.379
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0000.001
Scholarly communication0.0000.002
Open science0.0010.001
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 head0.050
GPT teacher head0.228
Teacher spread0.178 · 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