Do Flow, Enjoyment and Anxiety emerge equally in English Foreign Language Classrooms as in other Foreign Language Classrooms?
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.
Bibliographic record
Abstract
ABSTRACT The present study focused on differences in intensity of Foreign Language Enjoyment (FLE), Foreign Language Classroom Anxiety (FLCA), and proportion of time in a state of flow among 761 English FL learners and 825 FL learners of Languages Other Than English (LOTE). Participants in the LOTE group reported significantly higher levels of FLE and a higher proportion of class time in a state of flow, as well as lower levels of FLCA than the EFL group - although the effect size was very small. This suggests that the global status and prestige of English does not mean that learners around the world enjoy the classes more, spend more time in a state of flow or experience less anxiety. The relationships between FLE, FLCA and proportion of class time in a state of flow were also found to be higher in the LOTE group, suggesting stronger emotional involvement.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it