Canadian Libraries on the Agenda: their accomplishments and directions
Bibliographic record
Abstract
The authors present an analysis of Canadian libraries in the light of the current president's theme: Libraries on the Agenda. Claudia Lux chose this theme with colleagues to emphasize the role of libraries in the information society and to encourage them to contribute to all sectors of society and to national development. The article is based on the review of a number of studies and on reports and research found in and beyond library literature. Canada is a very large country and its society is quite diverse. This article explains the major trends affecting all libraries in Canada: funding, digitization of collections, consortial arrangements for electronic collections, education, etc. The authors then review the situation in the various types of libraries; national, academic, public, school and special libraries. They conclude the paper with a reflection on leadership and the observation that Canadian libraries are on the agenda and active.
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 | 0.039 | 0.032 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.012 | 0.025 |
| Science and technology studies | 0.045 | 0.019 |
| Scholarly communication | 0.049 | 0.013 |
| Open science | 0.005 | 0.011 |
| Research integrity | 0.012 | 0.011 |
| Insufficient payload (model declined to judge) | 0.011 | 0.002 |
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".