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Record W1575396593

EDI Pilot Project Steering CommitteeFinal Report and Recommendations

2009· article· en· W1575396593 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldComputer Science
TopicLibrary Collection Development and Digital Resources
Canadian institutionsnot available
Fundersnot available
KeywordsWorkflowSteering committeeLibrary scienceSelection (genetic algorithm)BusinessEngineering managementOperations researchWorld Wide WebManagementEngineeringComputer scienceDatabase
DOInot available

Abstract

fetched live from OpenAlex

Before 2006 the University Library received about 180,000 paper slips annually from six different approval vendors: Coutts, Blackwell, YBP/Lindsay & Croft, Harrassowitz, Touzot, and Casalini Libri. In May 2006 a steering committee was struck to determine how to move Selection & Acquisitions processes into an electronic environment. By mid‐2007 we had successfully implemented electronic slips and 9xx/EDI ordering with our three major vendors, two of whom had never worked with a SirsiDynix customer before. In late 2007 the EDI committee began to explore WorldCat Selection, which was implemented in 2008. This system includes slips from our three major vendors, as well as our smaller specialty vendors. It took almost a year to get all of the vendors properly configured and working to our satisfaction. Memorial was the first Canadian university to adopt WorldCat Selection, which provided us an opportunity to help OCLC shape and refine the system. This report provides a detailed look the EDI implementation process, including the findings of the committee, and our final recommendations for streamlining workflow.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.799
Threshold uncertainty score0.413

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.035
GPT teacher head0.262
Teacher spread0.227 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it