The Influence of Teacher Librarians' Personal Attributes and Relationship with the School Community in Developing a School Library Programme
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 ability of teacher librarians worldwide to develop and maintain school library programmes has been severely constrained by a number of factors ranging from inadequate budgetary allocations, lack of support from principals and other key stakeholders such as Ministry of Education personnel. However, even with limited funding and support, some teacher librarians have used ingenious strategies to develop and maintain their library programmes. This literature review synthesizes international research obtained from peer-reviewed journals, theses and professional papers on the personal attributes that a teacher librarian should possess in order to influence the development of a school library programme and the types of relationships the teacher librarian need to have with key stakeholders to be successful. The literature examined spanned a time period mostly from 2000-2018. The literature review found that leadership, collaboration, communication and interpersonal skills were the dominant skills a teacher librarian should possess in order to develop and maintain a school library programme alongside a good relationship with the school community.
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 | 0.004 |
| 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 | 0.000 |
| Scholarly communication | 0.001 | 0.004 |
| Open science | 0.001 | 0.001 |
| 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