Providing and Maintaining Access to Electronic Serials: Consortium and Member University Library’s Perspectives
Bibliographic record
Abstract
Ontario Council of University Libraries (OCUL) is a consortium of Ontario’s twenty-one university libraries. Scholars Portal E-journals (SP E-Journals) is an OCUL-sponsored digital repository containing over 45 million full text scholarly articles drawn from 19,000 journals covering every academic discipline. SP E-Journals exports its holdings to various knowledge bases including SFX. Scholars Portal (SP), OCUL’s shared technology infrastructure provider, maintains a central SFX instance for member libraries’ content subscribed via OCUL. The University of Windsor’s library is an OCUL member library that, until recently, used SFX as its Open Uniform Resource Locator link resolver for OCUL and local subscription content. This study will examine the work flow and problems encountered in maintaining central and local SFX instances, as well as discuss the advantages and challenges of providing and maintaining access to electronic serials at the consortium and member library levels.
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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 | 0.090 | 0.112 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.008 | 0.019 |
| Science and technology studies | 0.018 | 0.016 |
| Scholarly communication | 0.049 | 0.055 |
| Open science | 0.008 | 0.018 |
| Research integrity | 0.010 | 0.006 |
| Insufficient payload (model declined to judge) | 0.018 | 0.003 |
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".