Electronic resource consortium: a field study on the collection of Egyptian university libraries
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
A study on consortium of electronic resources in the field of libraries. The study dealt with a consortium of Egyptian university libraries as a model. The study began with a comprehensive methodological introduction that presented the objectives and questions of the research and previous studies on the subject and the methodology followed in the study. Then the study dealt with the concept of collections and identified the origins of the term, the beginning of its appearance and its use in the field of libraries and the reasons for it. Its appearance, types, and benefits to its participants. The study presented examples of electronic resource collections in the United States, Britain, Canada, China, and France. Then the study talks about the management of electronic resources and their standards, then comes the field study about the Egyptian Collective Libraries Association affiliated with the Supreme Council of Universities, and deals with its origins, its members, and the projects it implements, such as the digital library project, and the Egyptian university libraries mechanization project.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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 it