“Going with the Flow: New Realities in Technical Services and Serials Management,” Canadian Library Association 2007 Pre-conference
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
On May 23, 2007, approximately forty-five people attended “Going with the Flow: New Realities in Technical Services and Serials Management,” a Canadian Library Association 2007 pre-conference, held at the Delta St. John’s, Newfoundland, Canada. The aim of the pre-conference was to provide a forum for speakers and attendees to discuss new realities in the world of technical services and serials management. The pre-conference included a keynote address, a vendor panel, three presentations, and several roundtable discussions. Topics included new ideas about workflows, electronic resource management system (ERMS) issues, Resource Description and Access (RDA), collection budget allocation formulae, and the eight “Rs” human resources report as it relates to technical services. There were also roundtable discussions about serials, acquisitions, and cataloging. Jane Binksma (Ryerson University) convened the pre-conference and introduced speakers.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.005 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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