MétaCan
Menu
Back to cohort
Record W4377154303 · doi:10.5281/zenodo.7951487

Beginning Adult Literacy Learners, Portfolios, and Self-Regulated Learning

2023· article· en· W4377154303 on OpenAlexaff
Marilyn L. Abbott, Kent Lee

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicReflective Practices in Education
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsPsychologyLiteracyMathematics educationPedagogy

Abstract

fetched live from OpenAlex

The use of self-regulated learning (SRL) strategies such as planning, goal-setting, monitoring, evaluating, and reflecting on ways to improve learning typically involve print-based literacy skills. Beginning adult English as a second language literacy learners (BELLs) who have had few prior experiences with formal, school-based learning are in the process of developing the formal SRL strategies associated with effective classroom learning. The use of portfolios in the classroom has been found to contribute to the development of both literacy and SRL strategies; however, investigations of BELLs’ portfolio use and SRL are scarce. To address this gap, 118 BELLs from 23 different classes were individually interviewed to investigate their experiences with and perceptions of portfolio use and assessment in their task-based language and literacy classes. Bi/multi-lingual interpreters conducted, transcribed, and translated the interviews into English. Students’ responses regarding the purpose of portfolios, the processes involved in using portfolios, their attitudes towards portfolios, and the influence of portfolios on their learning were thematically analyzed for evidence of SRL. Results revealed that (a) BELLs’ attitudes towards portfolios were generally positive in that portfolios helped them to organize their work for later review and allowed them to see their improvement, and (b) BELLs’ emergent understanding and use of portfolios as a tool for SRL was influenced by the high levels of teacher-regulation and the summative use of portfolio results for advancement in these classes. Findings are discussed in regard to the role of portfolios in developing SRL and their practical implications for literacy 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 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)0.003
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.016

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.004
Scholarly communication0.0040.002
Open science0.0000.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.029
GPT teacher head0.334
Teacher spread0.305 · 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 designQualitative
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

Citations0
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueZenodo (CERN European Organization for Nuclear Research)Same topicReflective Practices in EducationFrench-language works237,207