Family Perspectives of University Reading Clinic/Literacy Lab Experiences: What Matters
Bibliographic record
Abstract
Family partnerships should be a central component of teacher preparation. Although research provides family engagement strategies, little research offers teacher educators guidance from the perspectives of families themselves. The purpose of this convergent mixed-method study was to begin to fill the void in the literature by investigating family perspectives of theirs and their children’s experience in 10 reading clinic/literacy lab literacy specialist preparation programs across the United States and Canada. Through analysis of survey ratings ( N = 132) and responses to structured interviews to ( N = 84), this study found that families valued clinic/lab tutors building relationships with them, responding to their children’s strengths and needs, promoting self-efficacy, and working together as partners. Methods used in this study can provide a useful model for how teacher educators can intentionally seek input from families. Findings have implications for teacher educators advocating for and centering family engagement in teacher preparation.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| 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 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".