Trilingualism and reading difficulty in a third (school) language: A case study of an at-risk child in French immersion
Bibliographic record
Abstract
This longitudinal study documents a trilingual child’s struggle with decoding and word recognition, the remedies sought to help him start reading in his second language (English) while he was in French immersion, and his performance after the intervention on tests of phonological awareness in L1 Romanian, L2 English, and L3 French. The study commenced at age 5;6, when the child, Alex, was in English kindergarten and diagnosed with a reading deficit. The initial diagnostic assessment uncovered his near-complete lack of phonological awareness, a key ingredient of emergent reading. An intervention using a multisensory approach to reading was used twice a week until the child was 7;9, at which point he was completing grade 2 in French immersion. Alex’s phonological processing abilities were assessed in all three languages immediately after remediation in order to determine: (i) whether his phonological processing skills improved in English, the language of the intervention; (ii) whether there were similar effects in the two non-remediation languages (Romanian and French); and, finally, (iii) whether children at-risk for reading difficulties are able to continue their education in an L3, such as French in an immersion context.
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".