K-6 Students’ Reading Beliefs and Practices
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
While debates on approaches to effective reading instruction have intensified, the reading beliefs and practices of students seem to receive little attention. This study is premised on the critical importance of gaining knowledge of the reading beliefs and practices of students, as such knowledge is paramount in planning meaningful instruction. Using data collected by pre-service teachers through observations and interviews, I analyzed the reading beliefs and practices of 85 Kindergarten through Grade 6 (K-6) students. The findings showed that effective reading, from what K-6 students believe, encompasses abilities in linguistic, affective, cognitive, and social domains. In addition, reading practices, as expressed by students and observed by pre-service teachers, were highly marked by sounding out words as a strategy to approach unfamiliar words. Accordingly, I argue for the need to investigate meanings and the practice of “sounding out” given that the English language does not consistently follow graphophonic or letter-sound correspondence.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| 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