Librarians and Teachers as Research Partners: Reshaping Practices Based on Assessment and Reflection
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
As critical partners in shaping quality learning experiences, school library media specialists have a major stake in examining their teaching practices through the lens of actual student behaviors. Empowerment results when they collaborate with fellow teachers in implementing strategics, reflecting on the results, and sharing them with the professional community. This article focuses on the transformative nature of practitioner research. It describes a multi-year project to identify key components of effective teaching in collaborative elementary school classroom-library settings, and to translate this knowledge into practitioner-facilitated professional development alternatives. A summary of this article was presented at the International Research Symposium sponsored by the Center for International Scholarship in School Libraries, Rutgers University, convened in New York, April 28-29, 2005. The Symposium was funded by a grant from the US Institute of Museum and Library Services.
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 | 0.006 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.027 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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