Bibliographic record
Abstract
Athabasca University (AU) was established in 1972 as a publicly funded institution to serve the needs of nontraditional learners in Alberta, Canada. What began as a pilot program using distance learning has evolved into a virtual open university with more than 35,000 students. Major characteristics of openness include open admissions, affordability, asynchronous degree programs that facilitate learner choice about where and when to study, and efforts to replace proprietary course materials with Open Educational Resources (OER). AU maintains extensive scholarly expertise in open and distance learning and coordinates several knowledge dissemination activities resulting in global impact. AU has notable partnerships with United Nations Educational, Scientific and Cultural Organization (UNESCO) and the Commonwealth of Learning, with global significance. The institution recovered from a period of financial deficit spending and provincial budget cuts and now is financially healthy. Significant challenges include repairing relationships with the Alberta government, community of Athabasca, and the Board of Governors after a period of recent institutional instability, sustaining enrollments, and better serving the needs of indigenous learners.
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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".