Impact of Maintaining L1 Reading Skills on L2 Reading Skill Development in Adults: Evidence from Speakers of Serbo‐Croatian Learning French
Bibliographic record
Abstract
Clarke (1980) hypothesized that effective interlingual transfer of reading skills requires the attainment of some particular threshold of second language (L2) knowledge. Results from a study by Hacquebord (1989) suggested that the interlingual transfer of reading skills also requires active reading of the first language (L1). Results from a longitudinal study carried out over a 1‐year period with 52 Bosnians learning French as a L2 supported Clarke's hypothesis but were only partially in accord with Hacquebord's. Significant correlations between L1 and L2 reading performance for the subgroup of nonactive L1 readers suggested that failure to maintain L1 reading did not prevent the transfer of reading skills. However, the greater improvement in L2 reading ability by the active L1 readers than by the nonactive L1 readers suggested that maintaining L1 reading enhances the transfer of reading skills.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".