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
The teacher-librarian should be the most effective weapon for collaborative teaching and learning within a school. Teacher-librarians do struggle to find time to effectively plan for the cooperative teaching and learning activities. Often school libraries run their own website as they struggle to offer a digital 24/7 library service for its users. The school library website makes it easier for the teacher-librarian to manage the information delivery but isolates the content. The teacher-librarian managed website is often not an effective tool for cooperative planning and teaching. This paper will look at how the teacher-librarian can use e-learning platforms to deliver a digital 24/7 library service, and in addition, offer a great collaborative space for effective cooperative planning and teaching. This paper will focus on examples of practice in two schools. The first school is a New South Wales government high school and uses Moodle as the e-learning platform. The second school is an international K-12 private school and uses StudyWiz as the e-learning platform.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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