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Record W4401596164 · doi:10.1080/03612112.2024.2372203

Pursuing Equity, Diversity, and Inclusion in Collection Development

2024· article· en· W4401596164 on OpenAlexaboutno aff
Julia Brucculieri, Cara Krmpotich, Roxane Shaughnessy

Bibliographic record

VenueDress · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicLibrary Science and Information Literacy
Canadian institutionsnot available
Fundersnot available
KeywordsEquity (law)Inclusion (mineral)Diversity (politics)Political scienceSociologyGender studiesLaw

Abstract

fetched live from OpenAlex

The Textile Museum of Canada (the Textile Museum) is pursuing institutional change with a goal to meaningfully address and redress absences in its permanent collection of over 15,000 textiles. To support this goal, the Textile Museum developed a Collection Development Plan guided by emerging best practices supporting Equity, Diversity, and Inclusion in museums, research into the institution’s historical and existing collecting practices and policies, and focus group sessions and interviews with members of multiple communities. These actions led to a series of recommendations for the Textile Museum to implement. Being represented within the Textile Museum’s collection matters to people, and our findings encourage the institution to value intangible heritage (not only material objects), and to care for collections in ways that enliven them through connections with people in storage, exhibition, and digital spaces. This case study presents the origins, process, and outcomes of this ongoing work to institutionalize new practices and imperatives holistically across departments.

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
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.875
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0030.000
Scholarly communication0.0000.004
Open science0.0000.008
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 head0.046
GPT teacher head0.340
Teacher spread0.294 · 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 designNot applicable
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

Citations1
Published2024
Admission routes1
Has abstractyes

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