ABSTRACT CANADIAN LIS EDUCATION: TRENDS AND ISSUES
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
Interviews with the directors or program chairs of Canada’s seven graduate schools of library and information studies revealed that schools face four common issues: (1) relocation within the university administrative structure or partnership with other academic units, (2) introduction of broader curriculum menus and more flexible course schedules, (3) closer liaison with industry for research funding advantage, and (4) introduction of courses and assignments which encourage entrepreneurial attitudes and abilities. Trends which emerged include the participation of some schools in “non-library ” undergraduate programs, the increasing number of joint degree programs (an MLIS combined with another master’s degree), the slow but steady emergence of distance education courses, and a concern with students ’ lack of enthusiasm for management courses. All but one Canadian school has at least one course that focuses on competitive intelligence strategies and/or entrepreneurial skills, which include long-range planning, risk-taking, applying business practices, and marketing.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.019 | 0.001 |
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