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Record W4415208946 · doi:10.1515/cercles-2025-0024

Use of ePortfolios in EAP classes to facilitate self-efficacy through the improvement of creative, organizational, reflective, revision and technological skills

2025· article· en· W4415208946 on OpenAlexaff
Kathleen Mitchell, Fergus O’Dwyer

Bibliographic record

VenueLanguage Learning in Higher Education · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicReflective Practices in Education
Canadian institutionsTrinity College
Fundersnot available
KeywordsFeelingThematic analysisAutonomySemi-structured interviewLearner autonomyQualitative researchQualitative propertyHigher educationElectronic learning

Abstract

fetched live from OpenAlex

Abstract EPortfolios have long been associated with encouraging learners to develop learner autonomy by helping them document and reflect on their learning processes and developing suitable learning strategies. While there is plentiful research in this area, it is still unclear the specific ways in which learners feel that maintaining an ePortfolio can help develop their reflective practices, and implementation of learning strategies. To address this, we surveyed and interviewed learners on an International Foundation Programme regarding their year-long use of ePortfolio practices to ascertain which skills and abilities they felt they developed, and in what ways this was of use to them in their current and future learning journey. The results section synthesizes survey and interview data to represent the students’ voices and their feelings regarding the creation and maintenance of an ePortfolio, and the development of skills. The thematic analysis of the data suggests that students feel that the use of an ePortfolio is challenging but that it facilitates self-efficacy through the improvement of creative, organizational, reflective, revision and technological skills. The discussion and conclusion present ideas about how these practices can be developed in the future, and how other practitioners may decide to implement an ePortfolio in their own context.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.012
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.022

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.012
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.001
Scholarly communication0.0020.001
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.001

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 head0.041
GPT teacher head0.395
Teacher spread0.354 · 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 source (direct Gemma or distilled Codex), 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".

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Citations0
Published2025
Admission routes1
Has abstractyes

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