Developmental Relations Between Home Literacy Environment, Reading Interest, and Reading Skills: Evidence From a 3-Year Longitudinal Study
Why this work is in the frame
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Bibliographic record
Abstract
Abstract We examined the bidirectional relations between home literacy environment, reading interest, and children’s emergent literacy and reading skills in a sample of 172 English-speaking Canadian children (Mage = 75.87 months) followed from Grade 1 to Grade 3. Results of cross-lagged analysis revealed that the reading comprehension activities (RCA) at home positively predicted children's reading skills at the end of Grade 2 and the reading skills negatively predicted the RCA in Grade 3. Parent-rated reading interest was bidirectionally related to reading skills, whereas child-rated reading interest was only predicted by earlier reading skills, but not vice versa. These findings suggest that parents are sensitive to their children’s reading performance and modify their involvement accordingly.
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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 | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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