Librarians and libraries supporting open access publishing.
Bibliographic record
Abstract
As new models of scholarly communication emerge, librarians and libraries have responded by developing and supporting new methods of storing and providing access to information and by creating new publishing support services. This article will examine the roles of libraries and librarians in developing and supporting open access publishing initiatives and services in higher education. Canadian university libraries have been key players in the development of these services and have been bolstered by support from librarians working through and within their professional associations on advocacy and advancement initiatives, and by significant funding from the Canadian Foundation for Innovation for the Synergies initiative – a project designed to allow Canadian social science and humanities journals to publish online. The article also reflects on the experiences of three librarians involved in the open access movement at their libraries, within Canadian library associations, and as creators, managers, and editors in two new open access journals in the field of library and information studies: Evidence-based Library and Information Practice published out of the University of Alberta; and Partnership: the Canadian Journal of Library and Information Practice and Research hosted by the University of Guelph. As active participants in the creation of open access content within their own field, the authors are able to lend their experience to faculty in other disciplines and provide meaningful and responsive library service development
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 | 0.001 | 0.000 |
| Scholarly communication | 0.090 | 0.075 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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; both teacher heads agree on what is shown here.
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".