Advances in Library Administration and Organization
Bibliographic record
Abstract
Volume twenty one of Advances in Library Administration and Organization offers timely articles from scholars and administrators working throughout the world. It adapts theory to practice in a variety of areas of interest to those who manage libraries. These include a demographic study of Canadian librarianship, an article on the implementation of ISO9000 in Thailand, pieces on information literacy programs in the United States, and a discussion of organizational culture within libraries from South Africa. The idea is to provide food for thought for practitioners and theorist alike so that they might be spurred to think about the challenge of making libraries run well. Whether one is interested is service philosophies as discussed in a symposium held in honor of Johannah Sherrer, the definition of command work, or the process used to thoughtfully develop and refine an assessment program in a Colorado university library, there is something here for every manager that will help them confront the challenges facing them. The articles address obstacles facing all of us every day and offer insights that can be of value as we seek a vision for libraries and librarianship in the 21st century
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.003 | 0.005 |
| Scholarly communication | 0.010 | 0.007 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.016 | 0.007 |
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 source (direct Gemma or distilled Codex), 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".