The development of language and reading skills in the second and third languages of multilingual children in French Immersion
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
The relationship between first language (L1) typology, defined as the classification of languages according to their structural characteristics (e.g. phonological systems and writing systems), and the development of second (L2) and third (L3) language skills and literacy proficiency in multilingual children was investigated in this study. The sample included 90 children in Grade 4: tested once at the beginning of Grade 4 (T1) and again at the end of Grade 4 (T2). The children belonged to one of three language groups: English monolinguals, multilinguals who were literate in an alphabetic L1, and multilinguals who were literate in a logographic/syllabary L1. The study examined the extent to which the development of L2 and L3 literacy skills varied primarily as a function of orthographic similarities with the L1. Results revealed that multilingual children who were literate in an alphabetic L1 showed advantages in L2 and L3 reading comprehension. However, there were no differences on tasks that measured word reading and pseudoword reading. A more accurate picture of what facilitates L2 and L3 reading development is enhanced when differences in L2 and L3 proficiency were considered as well.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.000 | 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 it