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
Purpose This paper aims to overview the professional context for Canadian research libraries (as outlined in the 8Rs Canadian Library Human Resources Study by Ingles et al. ) and to examine the approach and response to dynamic human resources challenges and opportunities unfolding through a strategic planning and change management process at the University of Saskatchewan (U of S) Library. Design/methodology/approach The paper discusses the context and challenges for Canadian research libraries as highlighted in the 8Rs Study and overviews this in the context of the U of S Library's response through its strategic planning and change management process. It explores institutional responses and the possibilities of joint collaborative action across member libraries of the Canadian Association of Research Libraries (CARL). Findings The study finds that greatest challenge to transforming library services, resources and facilities lies in transforming the knowledge, skills and abilities of library staff and to developing new models and approaches to professional practice, which meet and exceed client expectations and overcome the traditionally conservative approach to the practice of librarianship. Originality/value The paper provides a discussion on strategic options and strategies for research libraries as exemplified by the experiences and work underway at the U of S Library. While some of the context is Canadian specific, the U of S response contains many strategies applicable in other academic and research libraries contexts.
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 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.013 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it