Services of the Central Education Library of the Peel Board of Education serving graduates at Brock University and the Extension Campus of the Ontario Institute of Studies in Education : A Survey.
Bibliographic record
Abstract
The setting for this study was the J.A. Turner Professional Library which is the central corporate Professional Library for the Peel Board of Education which is the largest Public School Board in Canada located west of Toronto encompassing Mississauga, Brampton and Caledon. The library also provides library services for educators in graduate programs at Brock University, St. Catharines, and the extension campus Park Royal, the Ontario Institute for Studies in Education at the University of Toronto, York University, Toronto, and the Faculty of Education University of Toronto to support their professional development and continuing education needs. The focus for the study were the Peel and Brock consumer groups to allow for comparison. The purpose of this study was to evaluate the services and resources of the J.A. Turner Professional Library by aseertaining the views and opinions of these two consumer groups. The data collection consisted of a self-reporting questionnaire and selected interviews. The results indicate that there is a high level of support for the J.A. Turner Professional Library. The interviews provided future directions for the development of the J.A. Turner Professional Library. The study closes with a series of recommendations to enhance the operation of the J.A. Turner Professional Library within the organizational context of the Peel Board of Education.
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 | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 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; 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".