Print Learning: A Theoretical Framework for the Role of Children's Learning about the Orthography in the Development of Reading Skill
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
ABSTRACT All dominant models of reading development ascribe a central role to learning about the orthography in reading acquisition, particularly as children transition to fluent word reading (e.g., Ehri, 2014; Share, 1995). And yet, we know far less about the contributions to word reading development of children's learning about the orthographic form of language than about its phonological dimensions. Through a focused review, we put forward a new conceptualization about the role of learning about the orthography in reading development. This new theoretical framework defines a broader conceptual and developmental scope of print learning, and it predicts bidirectional relations between print learning and word reading development. This theoretical framework both encompasses and expands traditional views on the role of learning about the orthography in reading development. We hope that this framework will both unify and guide theoretical conceptualizing and empirical research.
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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 | 0.016 | 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 | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| 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