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Record W4386886099 · doi:10.1080/09571736.2023.2249001

‘Transported into like another space’: second language learners’ perspectives on their experience of flow

2023· article· en· W4386886099 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueLanguage Learning Journal · 2023
Typearticle
Languageen
FieldPsychology
TopicFlow Experience in Various Fields
Canadian institutionsConcordia University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsSpace (punctuation)LinguisticsFlow (mathematics)Mathematics educationPsychologyPedagogySociologyPhysicsMechanicsPhilosophy

Abstract

fetched live from OpenAlex

This study explored the notion of flow, which refers to a person’s sense of being completely absorbed in a task, as it applies to second language (L2) learning and use. Previously, flow has been mainly examined through researcher-generated descriptions to which learners reacted using Likert-type scales. In this study, we examined flow through the perspectives of the individuals experiencing it, by asking them to describe any insights relevant to their experience. During four weeks, five undergraduate students taking L2 French or Spanish coursework reported their flow states in weekly diary entries and interviews. Students described a total of 15 flow states, reporting them most frequently in interaction inside and outside coursework (e.g. speaking to a friend/stranger, in a paired task) but also while taking an exam, studying grammatical forms, listening to a lecture, reading, and practicing a speech. Qualitative coding revealed seven dimensions of flow, where five previously reported dimensions (attention, interest, enjoyment, sense of accomplishment, skill–challenge balance) were supported and clarified through our analyses while the remaining two (oblivion, stress) were identified for the first time. Flow appeared to be linked to proceduralisation of L2 skills, as the element of automaticity was prominent in most descriptions of flow.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.037
Threshold uncertainty score0.984

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0170.000

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 head0.013
GPT teacher head0.304
Teacher spread0.291 · 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