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Record W4387245634 · doi:10.32920/24233530.v1

Designing the Diversity of Canadian Libraries: Excerpts from the CARL Inclusion Perspectives Webinar by Racialized Library Colleagues

2023· preprint· en· W4387245634 on OpenAlexaffabout
Allan Cho, Afra Bolefski, Cecilia Tellis, Lei Jin, Maha Kumaran

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldSocial Sciences
TopicLibrary Science and Administration
Canadian institutionsToronto Metropolitan UniversityUniversity of ManitobaOntario Council of University LibrariesUniversity of SaskatchewanUniversity of OttawaRoyal Saskatchewan MuseumUniversity of British ColumbiaLibrary and Archives Canada
Fundersnot available
KeywordsInclusion (mineral)Diversity (politics)Equity (law)Library scienceSociologyRacismAcademic libraryAccreditationPolitical scienceMedia studiesPublic relationsGender studiesLawAnthropologyComputer science

Abstract

fetched live from OpenAlex

<p>Five academic librarians from libraries that represent the Canadian Academic Research Libraries (CARL) were invited to share their experiences as racialized librarians. In 2021, the Canadian Academic Research Libraries (CARL) hosted an Inclusion Perspectives Webinar Series, organized by CARL’s Equity, Diversity, and Inclusion Working Group (EDIWG) and the contents of this paper are presentations by these librarians who were invited to speak on systems, structures, and policies needed to dismantle racism; practical strategies to attract and retain racialized library employees; accreditation issues; and provide advice for what Canadian library leaders can start doing immediately.</p>

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 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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.477
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0070.001
Scholarly communication0.0010.002
Open science0.0020.005
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.061
GPT teacher head0.280
Teacher spread0.219 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2023
Admission routes2
Has abstractyes

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