Relationship between implicit learning and early English reading skills is mediated by morphological awareness
Bibliographic record
Abstract
This study examines the role of implicit learning – the ability to detect regularities in the environment without conscious effort – in English reading during the early stages of reading development. Previous investigations into the relationship between implicit learning and reading have yielded mixed findings, and some have raised the notion that previous implicit learning tasks are unidimensional, and/or that the relationship between implicit learning and reading may be mediated by an intermediary variable, such as a metalinguistic skill. To evaluate the predictions of these theories, an implicit learning task comprising four subtests (old-new, cooccurrence, position, generalisation) was administered to 82 first-grade children along with a battery of language and cognitive measures. Significant correlations were observed among the accuracies in the generalisation subtest in the implicit learning task, English word reading, and English morpheme discrimination. Mediation analysis revealed that the relationship between generalisation and English word reading was fully mediated by morpheme discrimination. These findings underscore the multifaceted nature of implicit learning, and provide insights into the potential mechanism through which implicit learning contributes to reading development.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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".