Enabling School Librarians to Serve as Instructional Leaders of Multiple Literacies
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
Research has demonstrated that school leaders have little to no understanding of the instructional leadership role of the school librarian and have received little to no training in how to lead this population (Lewis, 2018; 2019). Though the standards of the school library field state that school librarians should be equipped and able to serve as instructional leaders of multiple literacies in K-12 education, barriers exist that inhibit this from becoming a reality in many schools. One of these barriers is a lack of administrative support in the form of a district library supervisor to develop a vision for and provide support to the district’s school library program and its personnel. Very little research has been conducted to examine the support needs of in-service school librarians (Weeks et al., 2017), and no research has been conducted to explore how to equip existing leadership to effectively lead its population of school librarians in a school district that lacks an official district library supervisor. The purpose of this study is to explore how school district leaders can foster the development of an effective school library in which school librarians serve as instructional leaders of multiple literacies.
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 | 0.000 | 0.002 |
| 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 | 0.001 | 0.019 |
| Open science | 0.000 | 0.000 |
| 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