Providing a simple online toolkit for school libraries in developing countries so that they can become centers of competence in primary and secondary schools
Bibliographic record
Abstract
This paper describes a co-operative effort between the ENSIL Foundation and the Royal Tropical Institute, KIT Information and Library Services to provide school libraries, especially those in developing countries, with a simple online toolkit, which will help them to become centres of competence in primary and secondary schools. It is based on a similar toolkit which was designed by the KIT and is being used by university libraries throughout Africa. Although many school libraries have few facilities or funding, the IFLA/FAIFE World Report 2010 reports that approximately 30% of all school libraries worldwide now have Internet access. Using free open access software, the toolkit will provide school libraries with simple (online) training opportunities for library staff in literacy and information literacy skills, an advocacy platform, simple cataloguing tools, and access to online (full-text) resources). In addition it will provide access to online communities which focus on knowledge sharing. The paper will also broach the subject of an international, online, open-access repository for school libraries.
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.
How this classification was reachedexpand
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.015 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".