The Inclusion of Children with Special Educational Needs in an Intensive French as a Second-Language Program: From Theory to Practice.
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
This paper portrays the activity system of eight classes of Grade 6 children with special educational needs in an Intensive French as a second-language education program. Classroom norms and tools reflected a social-interactionist and social-constructivist approach with scaffolding, social interaction, multiple modes of representing, holistic, cross-curricular, child-centred, active, and meaningful learning. Outcomes of the activity system of the children included basic French communication ability, positive behaviour changes, heightened selfesteem, increased motivation, participation, and engagement. We conclude with implications related to the feasibility, scalability, and sustainability of practices for non-Intensive French classrooms. Keywords: Special educational, elementary school, Intensive French, inclusion, Activity theory, social-constructivism
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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 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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