Student Learning Through Ohio School Libraries, Introduction: Partner-Leaders in Action
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
tudent Learning Through Ohio School Libraries: The Ohio Research Study, published in 2004, represents one of the largest studies to date that has sought to identify how school libraries affect student learning. Reflecting on the nature and scale of this study, the reader may wonder why Ohio, a state in the central United States with 3,913 public elementary, middle, and high schools, would consider conducting a statewide survey to establish how school libraries benefit learning. This question has several answers. Until 2000, schools across Ohio were required to have a licensed school librarian. However, in 2000, changes in the operating standards for school libraries introduced by the Ohio Department of Education meant that the requirement to have a licensed school librarian became subject to the interpretation of the local school superintendent, possibly allowing for school librarians to be eliminated. This change placed greater emphasis on the need for school librarians to be able to articulate their role in relation to student learning and to demonstrate more concretely the outcomes of their school library program through the provision of evidence.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.019 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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